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GOLDMAN SACHS GROUP INC - Quarter Report: 2023 March (Form 10-Q)


UNITED STATES SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549
Form 10-Q
QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the quarterly period ended March 31, 2023
or
TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the transition period from
             to
Commission File Number: 001-14965
The Goldman Sachs Group, Inc.
(Exact name of registrant as specified in its charter)
Delaware13-4019460
(State or other jurisdiction of
incorporation or organization)
(I.R.S. Employer
Identification No.)
  
200 West Street, New York, NY
10282
(Address of principal executive offices)(Zip Code)
(212) 902-1000
(Registrant’s telephone number, including area code)
Securities registered pursuant to Section 12(b) of the Act:
Title of each class
Trading
Symbol
Exchange
on which
registered
Common stock, par value $.01 per shareGSNYSE
Depositary Shares, Each Representing 1/1,000th Interest in a Share of Floating Rate Non-Cumulative Preferred Stock, Series A
GS PrANYSE
Depositary Shares, Each Representing 1/1,000th Interest in a Share of Floating Rate Non-Cumulative Preferred Stock, Series C
GS PrCNYSE
Depositary Shares, Each Representing 1/1,000th Interest in a Share of Floating Rate Non-Cumulative Preferred Stock, Series D
GS PrDNYSE
Depositary Shares, Each Representing 1/1,000th Interest in a Share of 5.50% Fixed-to-Floating Rate Non-Cumulative Preferred Stock, Series J
GS PrJNYSE
Depositary Shares, Each Representing 1/1,000th Interest in a Share of 6.375% Fixed-to-Floating Rate Non-Cumulative Preferred Stock, Series K
GS PrKNYSE
5.793% Fixed-to-Floating Rate Normal Automatic Preferred Enhanced Capital Securities of Goldman Sachs Capital II
GS/43PENYSE
Floating Rate Normal Automatic Preferred Enhanced Capital Securities of Goldman Sachs Capital III
GS/43PFNYSE
Medium-Term Notes, Series F, Callable Fixed and Floating Rate Notes due March 2031 of GS Finance Corp.
GS/31BNYSE
Medium-Term Notes, Series F, Callable Fixed and Floating Rate Notes due May 2031 of GS Finance Corp.
GS/31XNYSE
Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. ☒ Yes ☐ No
Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T (§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). ☒ Yes ☐ No
Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.
Large accelerated filer ☒ Accelerated filer ☐ Non-accelerated filer ☐ Smaller reporting company  Emerging growth company
If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. ☐
Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act). ☐ Yes ☒ No
As of April 21, 2023, there were 332,448,083 shares of the registrant’s common stock outstanding.



THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
QUARTERLY REPORT ON FORM 10-Q FOR THE QUARTER ENDED MARCH 31, 2023

INDEX
Form 10-Q Item NumberPage No.
PART I
 
 
Item 1
 
 
 
 
 
 
 
 
 
 
 
 
Note 5. Fair Value Hierarchy
 
Note 6. Trading Assets and Liabilities
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Page No.
 
 
 
Item 2
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Item 3
 
 
Item 4
 
 
PART II
 
 
Item 1
 
 
Item 2
 
 
Item 6
 
 
Goldman Sachs March 2023 Form 10-Q

PART I. FINANCIAL INFORMATION
Item 1. Financial Statements (Unaudited)
THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Consolidated Statements of Earnings
(Unaudited)

 Three Months
Ended March
in millions, except per share amounts20232022
Revenues  
Investment banking$1,578 $2,144 
Investment management2,289 2,070 
Commissions and fees1,088 1,003 
Market making5,433 6,029 
Other principal transactions55 (140)
Total non-interest revenues10,443 11,106 
Interest income
14,938 3,212 
Interest expense13,157 1,385 
Net interest income1,781 1,827 
Total net revenues12,224 12,933 
Provision for credit losses
(171)561 
Operating expenses
  
Compensation and benefits4,090 4,083 
Transaction based1,405 1,244 
Market development172 162 
Communications and technology466 424 
Depreciation and amortization970 492 
Occupancy265 251 
Professional fees383 437 
Other expenses651 623 
Total operating expenses8,402 7,716 
Pre-tax earnings
3,993 4,656 
Provision for taxes759 717 
Net earnings3,234 3,939 
Preferred stock dividends147 108 
Net earnings applicable to common shareholders$3,087 $3,831 
Earnings per common share
  
Basic$8.87 $10.87 
Diluted$8.79 $10.76 
Average common shares
  
Basic346.6351.2
Diluted351.3355.9

Consolidated Statements of Comprehensive Income
(Unaudited)
 Three Months
Ended March
$ in millions20232022
Net earnings$3,234 $3,939 
Other comprehensive income/(loss) adjustments, net of tax:  
Currency translation(31)(15)
Debt valuation adjustment(1)740 
Pension and postretirement liabilities14 13 
Available-for-sale securities427 (1,354)
Other comprehensive income/(loss)409 (616)
Comprehensive income$3,643 $3,323 

The accompanying notes are an integral part of these consolidated financial statements.
1
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Consolidated Balance Sheets
(Unaudited)
As of
MarchDecember
$ in millions20232022
Assets
Cash and cash equivalents$229,327 $241,825 
Collateralized agreements:
Securities purchased under agreements to resell (at fair value)
202,151 225,117 
Securities borrowed (includes $40,599 and $38,578 at fair value)
203,177 189,041 
Customer and other receivables (includes $23 and $25 at fair value)
144,633 135,448 
Trading assets (at fair value and includes $81,927 and $40,143 pledged as collateral)
407,395 301,245 
Investments (includes $77,241 and $78,201 at fair value, and $10,223 and $9,818 pledged as collateral)
131,790 130,629 
Loans (net of allowance of $5,032 and $5,543, and includes $7,506 and $7,655 at fair value)
178,074 179,286 
Other assets (includes $252 and $145 at fair value)
41,802 39,208 
Total assets$1,538,349 $1,441,799 
Liabilities and shareholders’ equity
Deposits (includes $18,530 and $15,746 at fair value)
$375,531 $386,665 
Collateralized financings:
Securities sold under agreements to repurchase (at fair value)197,387 110,349 
Securities loaned (includes $5,726 and $4,372 at fair value)
46,319 30,727 
Other secured financings (includes $17,402 and $12,756 at fair value)
18,511 13,946 
Customer and other payables266,301 262,045 
Trading liabilities (at fair value)194,132 191,324 
Unsecured short-term borrowings (includes $43,115 and $39,731 at fair value)
64,603 60,961 
Unsecured long-term borrowings (includes $74,888 and $73,147 at fair value)
240,794 247,138 
Other liabilities (includes $241 and $159 at fair value)
17,262 21,455 
Total liabilities1,420,840 1,324,610 
Commitments, contingencies and guarantees
Shareholders’ equity
Preferred stock; aggregate liquidation preference of $10,703 and $10,703
10,703 10,703 
Common stock; 922,693,186 and 917,815,030 shares issued, and 332,884,318 and 334,918,639 shares outstanding
9 
Share-based awards4,823 5,696 
Nonvoting common stock; no shares issued and outstanding – 
Additional paid-in capital60,143 59,050 
Retained earnings141,591 139,372 
Accumulated other comprehensive loss(2,601)(3,010)
Stock held in treasury, at cost; 589,808,870 and 582,896,393 shares
(97,159)(94,631)
Total shareholders’ equity117,509 117,189 
Total liabilities and shareholders’ equity$1,538,349 $1,441,799 















The accompanying notes are an integral part of these consolidated financial statements.
Goldman Sachs March 2023 Form 10-Q
2

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Consolidated Statements of Changes in Shareholders’ Equity
(Unaudited)

 Three Months
Ended March
$ in millions20232022
Preferred stock  
Beginning balance$10,703 $10,703 
Issued – 
Ending balance10,703 10,703 
Common stock
Beginning balance9 
Issued – 
Ending balance9 
Share-based awards
Beginning balance5,696 4,211 
Issuance and amortization of share-based awards1,523 3,110 
Delivery of common stock underlying share-based awards(2,377)(2,341)
Forfeiture of share-based awards(19)(15)
Ending balance4,823 4,965 
Additional paid-in capital
Beginning balance59,050 56,396 
Delivery of common stock underlying share-based awards2,372 2,341 
Cancellation of share-based awards in satisfaction of withholding tax requirements(1,279)(1,527)
Issuance of common stock in connection with acquisition 1,730 
Other (2)
Ending balance60,143 58,938 
Retained earnings 
Beginning balance
139,372 131,811 
Net earnings3,234 3,939 
Dividends and dividend equivalents declared on common stock and share-based awards(868)(711)
Dividends declared on preferred stock(147)(108)
Ending balance141,591 134,931 
Accumulated other comprehensive income/(loss)
Beginning balance(3,010)(2,068)
Other comprehensive income/(loss)409 (616)
Ending balance(2,601)(2,684)
Stock held in treasury, at cost
Beginning balance(94,631)(91,136)
Repurchased(2,546)(500)
Reissued28 18 
Other(10)(5)
Ending balance(97,159)(91,623)
Total shareholders’ equity$117,509 $115,239 












The accompanying notes are an integral part of these consolidated financial statements.
3
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Consolidated Statements of Cash Flows
(Unaudited)
 Three Months
Ended March
$ in millions20232022
Cash flows from operating activities  
Net earnings$3,234 $3,939 
Adjustments to reconcile net earnings to net cash provided by/(used for) operating activities  
Depreciation and amortization970 492 
Share-based compensation1,541 3,128 
Provision for credit losses(171)561 
Changes in operating assets and liabilities:  
Customer and other receivables and payables, net(4,930)26,755 
Collateralized transactions (excluding other secured financings), net111,460 (72,986)
Trading assets(100,066)(28,163)
Trading liabilities2,172 50,794 
Loans held for sale, net1,236 2,702 
Other, net(6,042)(6,756)
Net cash provided by/(used for) operating activities9,404 (19,534)
Cash flows from investing activities  
Purchase of property, leasehold improvements and equipment(597)(953)
Proceeds from sales of property, leasehold improvements and equipment417 428 
Net cash used for business acquisitions (13)
Purchase of investments(10,461)(8,780)
Proceeds from sales and paydowns of investments8,166 2,369 
Loans (excluding loans held for sale), net497 (10,072)
Net cash used for investing activities(1,978)(17,021)
Cash flows from financing activities  
Unsecured short-term borrowings, net3,648 7,085 
Other secured financings (short-term), net4,230 1,659 
Proceeds from issuance of other secured financings (long-term)854 358 
Repayment of other secured financings (long-term), including the current portion(745)(1,717)
Proceeds from issuance of unsecured long-term borrowings8,022 37,113 
Repayment of unsecured long-term borrowings, including the current portion(21,266)(14,483)
Derivative contracts with a financing element, net636 953 
Deposits, net(11,442)24,606 
Common stock repurchased(2,546)(500)
Settlement of share-based awards in satisfaction of withholding tax requirements(1,279)(1,531)
Dividends and dividend equivalents paid on common stock, preferred stock and share-based awards(1,013)(815)
Other financing, net357 373 
Net cash provided by/(used for) financing activities(20,544)53,101 
Effect of exchange rate changes on cash and cash equivalents
620 (3,418)
Net increase/(decrease) in cash and cash equivalents(12,498)13,128 
Cash and cash equivalents, beginning balance241,825 261,036 
Cash and cash equivalents, ending balance$229,327 $274,164 
Supplemental disclosures:  
Cash payments for interest, net of capitalized interest$13,082 $1,299 
Cash payments for income taxes, net$459 $435 
See Notes 12 and 16 for information about non-cash activities.







The accompanying notes are an integral part of these consolidated financial statements.
Goldman Sachs March 2023 Form 10-Q
4

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Note 1.
Description of Business
The Goldman Sachs Group, Inc. (Group Inc. or parent company), a Delaware corporation, together with its consolidated subsidiaries (collectively, the firm), is a leading global financial institution that delivers a broad range of financial services to a large and diversified client base that includes corporations, financial institutions, governments and individuals. Founded in 1869, the firm is headquartered in New York and maintains offices in all major financial centers around the world.
The firm manages and reports its activities in the following three business segments:
Global Banking & Markets
The firm provides a broad range of services to a diverse group of corporations, financial institutions, investment funds and governments. Services include strategic advisory assignments with respect to mergers and acquisitions, divestitures, corporate defense activities, restructurings and spin-offs, and equity and debt underwriting of public offerings and private placements. The firm facilitates client transactions and makes markets in fixed income, equity, currency and commodity products. In addition, the firm makes markets in and clears institutional client transactions on major stock, options and futures exchanges worldwide and provides prime brokerage and other equities financing activities, including securities lending, margin lending and swaps. The firm also provides lending to corporate clients, including through relationship lending and acquisition financing, and secured lending, through structured credit and asset-backed lending. In addition, the firm provides financing through securities purchased under agreements to resell (resale agreements) and provides securities-based loans to individuals. The firm also makes equity and debt investments related to Global Banking & Markets activities.



Asset & Wealth Management
The firm manages assets and offers investment products across all major asset classes to a diverse set of clients, both institutional and individuals, including through a network of third-party distributors around the world. The firm also provides investing and wealth advisory solutions, including financial planning and counseling, and executing brokerage transactions for wealth management clients. The firm issues loans to wealth management clients, accepts deposits through its consumer banking digital platform, Marcus by Goldman Sachs (Marcus), and through its private bank, and provides investing services through Marcus Invest to U.S. customers. The firm has also issued unsecured loans to consumers through Marcus and has started a process to cease offering new loans. The firm completed a partial sale of this portfolio in the first quarter of 2023 and intends to sell the remaining portfolio. The firm makes equity investments, which include investing activities related to public and private equity investments in corporate, real estate and infrastructure assets, as well as investments through consolidated investment entities, substantially all of which are engaged in real estate investment activities. The firm also invests in debt instruments and engages in lending activities to middle-market clients, and provides financing for real estate and other assets.
Platform Solutions
The firm issues credit cards through partnership arrangements and provides point-of-sale financing through GreenSky, Inc. (GreenSky) to consumers. In April 2023, the firm announced that it is initiating a process to explore the sale of GreenSky. The firm also announced in April 2023 the launch of savings accounts for Apple Card customers. In addition, the firm provides transaction banking and other services, including cash management services, such as deposit-taking and payment solutions for corporate and institutional clients.











5
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Note 2.
Basis of Presentation
These consolidated financial statements are prepared in accordance with accounting principles generally accepted in the United States (U.S. GAAP) and include the accounts of Group Inc. and all other entities in which the firm has a controlling financial interest. Intercompany transactions and balances have been eliminated.
These consolidated financial statements are unaudited and should be read in conjunction with the audited consolidated financial statements included in the firm’s Annual Report on Form 10-K for the year ended December 31, 2022. References to “the 2022 Form 10-K” are to the firm’s Annual Report on Form 10-K for the year ended December 31, 2022. Certain disclosures included in the annual financial statements have been condensed or omitted from these financial statements as they are not required for interim financial statements under U.S. GAAP and the rules of the SEC.
These unaudited consolidated financial statements reflect all adjustments that are, in the opinion of management, necessary for a fair statement of the results for the interim periods presented. These adjustments are of a normal, recurring nature. Interim period operating results may not be indicative of the operating results for a full year.
All references to March 2023 and March 2022 refer to the firm’s periods ended, or the dates, as the context requires, March 31, 2023 and March 31, 2022, respectively. All references to December 2022 refer to the date December 31, 2022. Any reference to a future year refers to a year ending on December 31 of that year. Certain reclassifications have been made to previously reported amounts to conform to the current presentation.

Note 3.
Significant Accounting Policies
The firm’s significant accounting policies include when and how to measure the fair value of assets and liabilities, measuring the allowance for credit losses on loans and lending commitments accounted for at amortized cost, and when to consolidate an entity. See Note 4 for policies on fair value measurements, Note 9 for policies on the allowance for credit losses, and below and Note 17 for policies on consolidation accounting. All other significant accounting policies are either described below or included in the following footnotes:
Fair Value MeasurementsNote 4
Fair Value HierarchyNote 5
Trading Assets and LiabilitiesNote 6
Derivatives and Hedging ActivitiesNote 7
InvestmentsNote 8
LoansNote 9
Fair Value OptionNote 10
Collateralized Agreements and FinancingsNote 11
Other AssetsNote 12
DepositsNote 13
Unsecured BorrowingsNote 14
Other LiabilitiesNote 15
Securitization ActivitiesNote 16
Variable Interest EntitiesNote 17
Commitments, Contingencies and GuaranteesNote 18
Shareholders’ EquityNote 19
Regulation and Capital AdequacyNote 20
Earnings Per Common ShareNote 21
Transactions with Affiliated FundsNote 22
Interest Income and Interest ExpenseNote 23
Income TaxesNote 24
Business SegmentsNote 25
Credit ConcentrationsNote 26
Legal ProceedingsNote 27
Goldman Sachs March 2023 Form 10-Q
6

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Consolidation
The firm consolidates entities in which the firm has a controlling financial interest. The firm determines whether it has a controlling financial interest in an entity by first evaluating whether the entity is a voting interest entity or a variable interest entity (VIE).
Voting Interest Entities. Voting interest entities are entities in which (i) the total equity investment at risk is sufficient to enable the entity to finance its activities independently and (ii) the equity holders have the power to direct the activities of the entity that most significantly impact its economic performance, the obligation to absorb the losses of the entity and the right to receive the residual returns of the entity. The usual condition for a controlling financial interest in a voting interest entity is ownership of a majority voting interest. If the firm has a controlling majority voting interest in a voting interest entity, the entity is consolidated.
Variable Interest Entities. A VIE is an entity that lacks one or more of the characteristics of a voting interest entity. The firm has a controlling financial interest in a VIE when the firm has a variable interest or interests that provide it with (i) the power to direct the activities of the VIE that most significantly impact the VIE’s economic performance and (ii) the obligation to absorb losses of the VIE or the right to receive benefits from the VIE that could potentially be significant to the VIE. See Note 17 for further information about VIEs.
Equity-Method Investments. When the firm does not have a controlling financial interest in an entity but can exert significant influence over the entity’s operating and financial policies, the investment is generally accounted for at fair value by electing the fair value option available under U.S. GAAP. Significant influence generally exists when the firm owns 20% to 50% of the entity’s common stock or in-substance common stock.
In certain cases, the firm applies the equity method of accounting to new investments that are strategic in nature or closely related to the firm’s principal business activities, when the firm has a significant degree of involvement in the cash flows or operations of the investee or when cost-benefit considerations are less significant. See Note 8 for further information about equity-method investments.
Investment Funds. The firm has formed investment funds with third-party investors. These funds are typically organized as limited partnerships or limited liability companies for which the firm acts as general partner or manager. Generally, the firm does not hold a majority of the economic interests in these funds. These funds are usually voting interest entities and generally are not consolidated because third-party investors typically have rights to terminate the funds or to remove the firm as general partner or manager. Investments in these funds are generally measured at net asset value (NAV) and are included in investments. See Notes 8, 18 and 22 for further information about investments in funds.
Use of Estimates
Preparation of these consolidated financial statements requires management to make certain estimates and assumptions, the most important of which relate to fair value measurements, the allowance for credit losses on loans and lending commitments accounted for at amortized cost, discretionary compensation accruals, accounting for goodwill and identifiable intangible assets, provisions for losses that may arise from litigation and regulatory proceedings (including governmental investigations), and accounting for income taxes. These estimates and assumptions are based on the best available information, but actual results could be materially different.
Revenue Recognition
Financial Assets and Liabilities at Fair Value. Trading assets and liabilities and certain investments are carried at fair value either under the fair value option or in accordance with other U.S. GAAP. In addition, the firm has elected to account for certain of its loans and other financial assets and liabilities at fair value by electing the fair value option. The fair value of a financial instrument is the amount that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date. Financial assets are marked to bid prices and financial liabilities are marked to offer prices. Fair value measurements do not include transaction costs. Fair value gains or losses are generally included in market making or other principal transactions. See Note 4 for further information about fair value measurements.
7
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Revenue from Contracts with Clients. The firm recognizes revenue earned from contracts with clients for services, such as investment banking, investment management, and execution and clearing (contracts with clients), when the performance obligations related to the underlying transaction are completed.
Revenues from contracts with clients represent approximately 45% of total non-interest revenues for the three months ended March 2023 (including approximately 85% of investment banking revenues, approximately 95% of investment management revenues and all commissions and fees), and approximately 40% of total non-interest revenues for the three months ended March 2022 (including approximately 80% of investment banking revenues, approximately 95% of investment management revenues and all commissions and fees). See Note 25 for information about net revenues by business segment.
Investment Banking
Advisory. Fees from financial advisory assignments are recognized in revenues when the services related to the underlying transaction are completed under the terms of the assignment. Non-refundable deposits and milestone payments in connection with financial advisory assignments are recognized in revenues upon completion of the underlying transaction or when the assignment is otherwise concluded.
Expenses associated with financial advisory assignments are recognized when incurred and are included in transaction based expenses. Client reimbursements for such expenses are included in investment banking revenues.
Underwriting. Fees from underwriting assignments are recognized in revenues upon completion of the underlying transaction based on the terms of the assignment.
Expenses associated with underwriting assignments are generally deferred until the related revenue is recognized or the assignment is otherwise concluded. Such expenses are included in transaction based expenses for completed assignments.

Investment Management
The firm earns management fees and incentive fees for investment management services, which are included in investment management revenues. The firm makes payments to brokers and advisors related to the placement of the firm’s investment funds (distribution fees), which are included in transaction based expenses.
Management Fees. Management fees for mutual funds are calculated as a percentage of daily net asset value and are received monthly. Management fees for hedge funds and separately managed accounts are calculated as a percentage of month-end net asset value and are generally received quarterly. Management fees for private equity funds are calculated as a percentage of monthly invested capital or committed capital and are received quarterly, semi-annually or annually, depending on the fund. Management fees are recognized over time in the period the services are provided.
Distribution fees paid by the firm are calculated based on either a percentage of the management fee, the investment fund’s net asset value or the committed capital. Such fees are included in transaction based expenses.
Incentive Fees. Incentive fees are calculated as a percentage of a fund’s or separately managed account’s return, or excess return above a specified benchmark or other performance target. Incentive fees are generally based on investment performance over a twelve-month period or over the life of a fund. Fees that are based on performance over a twelve-month period are subject to adjustment prior to the end of the measurement period. For fees that are based on investment performance over the life of the fund, future investment underperformance may require fees previously distributed to the firm to be returned to the fund.
Incentive fees earned from a fund or separately managed account are recognized when it is probable that a significant reversal of such fees will not occur, which is generally when such fees are no longer subject to fluctuations in the market value of investments held by the fund or separately managed account. Therefore, incentive fees recognized during the period may relate to performance obligations satisfied in previous periods.
Goldman Sachs March 2023 Form 10-Q
8

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Commissions and Fees
The firm earns substantially all commissions and fees from executing and clearing client transactions on stock, options and futures markets, as well as over-the-counter (OTC) transactions. Commissions and fees are recognized on the day the trade is executed. The firm also provides third-party research services to clients in connection with certain soft-dollar arrangements. Third-party research costs incurred by the firm in connection with such arrangements are presented net within commissions and fees.
Remaining Performance Obligations
Remaining performance obligations are services that the firm has committed to perform in the future in connection with its contracts with clients. The firm’s remaining performance obligations are generally related to its financial advisory assignments and certain investment management activities. Revenues associated with remaining performance obligations relating to financial advisory assignments cannot be determined until the outcome of the transaction. For the firm’s investment management activities, where fees are calculated based on the net asset value of the fund or separately managed account, future revenues associated with such remaining performance obligations cannot be determined as such fees are subject to fluctuations in the market value of investments held by the fund or separately managed account.
The firm is able to determine the future revenues associated with management fees calculated based on committed capital. As of March 2023, substantially all future net revenues associated with such remaining performance obligations will be recognized through 2030. Annual revenues associated with such performance obligations average less than $300 million through 2030.
Transfers of Financial Assets
Transfers of financial assets are accounted for as sales when the firm has relinquished control over the assets transferred. For transfers of financial assets accounted for as sales, any gains or losses are recognized in net revenues. Assets or liabilities that arise from the firm’s continuing involvement with transferred financial assets are initially recognized at fair value. For transfers of financial assets that are not accounted for as sales, the assets are generally included in trading assets and the transfer is accounted for as a collateralized financing, with the related interest expense recognized over the life of the transaction. See Note 11 for further information about transfers of financial assets accounted for as collateralized financings and Note 16 for further information about transfers of financial assets accounted for as sales.
Cash and Cash Equivalents
The firm defines cash equivalents as highly liquid overnight deposits held in the ordinary course of business. Cash and cash equivalents included cash and due from banks of $8.20 billion as of March 2023 and $7.87 billion as of December 2022. Cash and cash equivalents also included interest-bearing deposits with banks of $221.13 billion as of March 2023 and $233.96 billion as of December 2022.
The firm segregates cash for regulatory and other purposes related to client activity. Cash and cash equivalents segregated for regulatory and other purposes were $20.08 billion as of March 2023 and $16.94 billion as of December 2022. In addition, the firm segregates securities for regulatory and other purposes related to client activity. See Note 11 for further information about segregated securities.
Customer and Other Receivables
Customer and other receivables included receivables from customers and counterparties of $76.68 billion as of March 2023 and $67.88 billion as of December 2022, and receivables from brokers, dealers and clearing organizations of $67.95 billion as of March 2023 and $67.57 billion as of December 2022. Such receivables primarily consist of collateral posted in connection with certain derivative transactions, customer margin loans and receivables resulting from unsettled transactions.
Substantially all of these receivables are accounted for at amortized cost net of any allowance for credit losses, which generally approximates fair value. As these receivables are not accounted for at fair value, they are not included in the firm’s fair value hierarchy in Notes 4 and 5. Had these receivables been included in the firm’s fair value hierarchy, substantially all would have been classified in level 2 as of both March 2023 and December 2022. See Note 10 for further information about customer and other receivables accounted for at fair value under the fair value option. Interest on customer and other receivables is recognized over the life of the transaction and included in interest income.
Customer and other receivables includes receivables from contracts with clients and contract assets. Contract assets represent the firm’s right to receive consideration for services provided in connection with its contracts with clients for which collection is conditional and not merely subject to the passage of time. The firm’s receivables from contracts with clients were $3.15 billion as of March 2023 and $3.01 billion as of December 2022. As of both March 2023 and December 2022, contract assets were not material.
9
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Customer and Other Payables
Customer and other payables included payables to customers and counterparties of $243.37 billion as of March 2023 and $238.12 billion as of December 2022, and payables to brokers, dealers and clearing organizations of $22.93 billion as of March 2023 and $23.93 billion as of December 2022. Such payables primarily consist of customer credit balances related to the firm’s prime brokerage activities. Customer and other payables are accounted for at cost plus accrued interest, which generally approximates fair value. As these payables are not accounted for at fair value, they are not included in the firm’s fair value hierarchy in Notes 4 and 5. Had these payables been included in the firm’s fair value hierarchy, substantially all would have been classified in level 2 as of both March 2023 and December 2022. Interest on customer and other payables is recognized over the life of the transaction and included in interest expense.
Offsetting Assets and Liabilities
To reduce credit exposures on derivatives and securities financing transactions, the firm may enter into master netting agreements or similar arrangements (collectively, netting agreements) with counterparties that permit it to offset receivables and payables with such counterparties. A netting agreement is a contract with a counterparty that permits net settlement of multiple transactions with that counterparty, including upon the exercise of termination rights by a non-defaulting party. Upon exercise of such termination rights, all transactions governed by the netting agreement are terminated and a net settlement amount is calculated. In addition, the firm receives and posts cash and securities collateral with respect to its derivatives and securities financing transactions, subject to the terms of the related credit support agreements or similar arrangements (collectively, credit support agreements). An enforceable credit support agreement grants the non-defaulting party exercising termination rights the right to liquidate the collateral and apply the proceeds to any amounts owed. In order to assess enforceability of the firm’s right of setoff under netting and credit support agreements, the firm evaluates various factors, including applicable bankruptcy laws, local statutes and regulatory provisions in the jurisdiction of the parties to the agreement.
Derivatives are reported on a net-by-counterparty basis (i.e., the net payable or receivable for derivative assets and liabilities for a given counterparty) in the consolidated balance sheets when a legal right of setoff exists under an enforceable netting agreement. Resale agreements and securities sold under agreements to repurchase (repurchase agreements) and securities borrowed and loaned transactions with the same settlement date are presented on a net-by-counterparty basis in the consolidated balance sheets when such transactions meet certain settlement criteria and are subject to netting agreements.
In the consolidated balance sheets, derivatives are reported net of cash collateral received and posted under enforceable credit support agreements, when transacted under an enforceable netting agreement. In the consolidated balance sheets, resale and repurchase agreements, and securities borrowed and loaned, are not reported net of the related cash and securities received or posted as collateral. See Note 11 for further information about collateral received and pledged, including rights to deliver or repledge collateral. See Notes 7 and 11 for further information about offsetting assets and liabilities.
Share-Based Compensation
The cost of employee services received in exchange for a share-based award is generally measured based on the grant-date fair value of the award. Share-based awards that do not require future service (i.e., vested awards, including awards granted to retirement-eligible employees) are expensed immediately. Share-based awards that require future service are amortized over the relevant service period. Forfeitures are recorded when they occur.
Cash dividend equivalents paid on restricted stock units (RSUs) are generally charged to retained earnings. If RSUs that require future service are forfeited, the related dividend equivalents originally charged to retained earnings are reclassified to compensation expense in the period in which forfeiture occurs.
The firm generally issues new shares of common stock upon delivery of share-based awards. In limited cases, as outlined in the applicable award agreements, the firm may cash settle share-based compensation awards accounted for as equity instruments. For these awards, additional paid-in capital is adjusted to the extent of the difference between the value of the award at the time of cash settlement and the grant-date value of the award. The tax effects related to the settlement of share-based awards and payments of dividend equivalents are recorded in income tax benefit or expense.
Foreign Currency Translation
Assets and liabilities denominated in non-U.S. currencies are translated at rates of exchange prevailing on the date of the consolidated balance sheets and revenues and expenses are translated at average rates of exchange for the period. Foreign currency remeasurement gains or losses on transactions in nonfunctional currencies are recognized in earnings. Gains or losses on translation of the financial statements of a non-U.S. operation, when the functional currency is other than the U.S. dollar, are included, net of hedges and taxes, in the consolidated statements of comprehensive income.

Goldman Sachs March 2023 Form 10-Q
10

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Recent Accounting Developments
Facilitation of the Effects of Reference Rate Reform on Financial Reporting (ASC 848). In March 2020, the FASB issued ASU No. 2020-04, “Reference Rate Reform — Facilitation of the Effects of Reference Rate Reform on Financial Reporting.” This ASU, as amended in 2022, provides optional relief from applying generally accepted accounting principles to contracts, hedging relationships and other transactions affected by reference rate reform. In addition, in January 2021 the FASB issued ASU No. 2021-01, “Reference Rate Reform — Scope,” which clarified the scope of ASC 848 relating to contract modifications. The firm adopted these ASUs upon issuance and elected to apply the relief available to certain modified derivatives. The adoption of these ASUs did not have a material impact on the firm’s consolidated financial statements.
Troubled Debt Restructurings and Vintage Disclosures (ASC 326). In March 2022, the FASB issued ASU No. 2022-02, “Financial Instruments — Credit Losses (Topic 326) — Troubled Debt Restructurings and Vintage Disclosures.” This ASU eliminates the recognition and measurement guidance for troubled debt restructurings (TDRs) and requires enhanced disclosures about loan modifications for borrowers experiencing financial difficulty. This ASU also requires enhanced disclosure for loans that have been charged off. The ASU became effective in January 2023 under a prospective approach. Adoption of this ASU did not have a material impact on the firm’s consolidated financial statements.


Accounting for Obligations to Safeguard Crypto-Assets an Entity Holds for Platform Users (SAB 121). In March 2022, the SEC staff issued SAB 121 (SAB 121) — “Accounting for obligations to safeguard crypto-assets an entity holds for platform users.” SAB 121 adds interpretive guidance requiring an entity to recognize a liability on its balance sheet to reflect the obligation to safeguard the crypto-assets held for its platform users, along with a corresponding asset. The firm adopted SAB 121 in June 2022 under a modified retrospective approach and adoption did not have a material impact on the firm’s consolidated financial statements.
Fair Value Measurement of Equity Securities Subject to Contractual Sale Restrictions (ASC 820). In June 2022, the FASB issued ASU No. 2022-03, “Fair Value Measurement of Equity Securities Subject to Contractual Sale Restrictions.” This ASU clarifies that a contractual restriction on the sale of an equity security should not be considered in measuring its fair value. In addition, the ASU requires specific disclosures related to equity securities that are subject to contractual sale restrictions. The ASU is effective in January 2024 under a prospective approach. Early adoption is permitted. Adoption of this ASU is not expected to have a material impact on the firm’s consolidated financial statements.
Accounting for Investments in Tax Credit Structures Using the Proportional Amortization Method (ASC 323). In March 2023, the FASB issued ASU No. 2023-02, “Investments — Equity Method and Joint Ventures (Topic 323) — Accounting for Investments in Tax Credit Structures Using the Proportional Amortization Method." This ASU expands the proportional amortization method election currently associated with low-income housing tax credits to other qualifying tax credits and requires incremental disclosures for programs in which the proportional amortization method is elected. This ASU is effective in January 2024 under a modified retrospective approach. Early adoption is permitted. Adoption of this ASU is not expected to have a material impact on the firm's consolidated financial statements.
11
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Note 4.
Fair Value Measurements
The fair value of a financial instrument is the amount that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date. Financial assets are marked to bid prices and financial liabilities are marked to offer prices. Fair value measurements do not include transaction costs. The firm measures certain financial assets and liabilities as a portfolio (i.e., based on its net exposure to market and/or credit risks).
The best evidence of fair value is a quoted price in an active market. If quoted prices in active markets are not available, fair value is determined by reference to prices for similar instruments, quoted prices or recent transactions in less active markets, or internally developed models that primarily use market-based or independently sourced inputs, including, but not limited to, interest rates, volatilities, equity or debt prices, foreign exchange rates, commodity prices, credit spreads and funding spreads (i.e., the spread or difference between the interest rate at which a borrower could finance a given financial instrument relative to a benchmark interest rate).
U.S. GAAP has a three-level hierarchy for disclosure of fair value measurements. This hierarchy prioritizes inputs to the valuation techniques used to measure fair value, giving the highest priority to level 1 inputs and the lowest priority to level 3 inputs. A financial instrument’s level in this hierarchy is based on the lowest level of input that is significant to its fair value measurement. In evaluating the significance of a valuation input, the firm considers, among other factors, a portfolio’s net risk exposure to that input. The fair value hierarchy is as follows:
Level 1. Inputs are unadjusted quoted prices in active markets to which the firm had access at the measurement date for identical, unrestricted assets or liabilities.
Level 2. Inputs to valuation techniques are observable, either directly or indirectly.
Level 3. One or more inputs to valuation techniques are significant and unobservable.
The fair values for substantially all of the firm’s financial assets and liabilities are based on observable prices and inputs and are classified in levels 1 and 2 of the fair value hierarchy. Certain level 2 and level 3 financial assets and liabilities may require valuation adjustments that a market participant would require to arrive at fair value for factors, such as counterparty and the firm’s credit quality, funding risk, transfer restrictions, liquidity and bid/offer spreads. Valuation adjustments are generally based on market evidence.

The table below presents financial assets and liabilities carried at fair value.
As of
MarchDecember
$ in millions20232022
Total level 1 financial assets$287,682 $194,698 
Total level 2 financial assets473,062 485,134 
Total level 3 financial assets25,797 26,048 
Investments in funds at NAV3,020 2,941 
Counterparty and cash collateral netting(54,394)(57,855)
Total financial assets at fair value$735,167 $650,966 
Total assets
$1,538,349 $1,441,799 
Total level 3 financial assets divided by:
Total assets1.7 %1.8 %
Total financial assets at fair value3.5 %4.0 %
Total level 1 financial liabilities$123,781 $119,578 
Total level 2 financial liabilities443,461 353,060 
Total level 3 financial liabilities23,825 22,830 
Counterparty and cash collateral netting(39,646)(47,884)
Total financial liabilities at fair value$551,421 $447,584 
Total liabilities$1,420,840 $1,324,610 
Total level 3 financial liabilities divided by:
Total liabilities1.7 %1.7%
Total financial liabilities at fair value4.3 %5.1%
In the table above:
Counterparty netting among positions classified in the same level is included in that level.
Counterparty and cash collateral netting represents the impact on derivatives of netting across levels.
The table below presents a summary of level 3 financial assets.
As of
MarchDecember
$ in millions20232022
Trading assets:
Trading cash instruments$1,558 $1,734 
Derivatives5,115 5,461 
Investments17,233 16,942 
Loans1,787 1,837 
Other assets
104 74 
Total$25,797 $26,048 
Level 3 financial assets as of March 2023 were essentially unchanged compared with December 2022. See Note 5 for further information about level 3 financial assets (including information about unrealized gains and losses related to level 3 financial assets and transfers in and out of level 3).
The valuation techniques and nature of significant inputs used to determine the fair value of the firm’s financial instruments are described below. See Note 5 for further information about significant unobservable inputs used to value level 3 financial instruments.
Goldman Sachs March 2023 Form 10-Q
12

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Valuation Techniques and Significant Inputs for Trading Cash Instruments, Investments and Loans
Level 1. Level 1 instruments include U.S. government obligations, most non-U.S. government obligations, certain agency obligations, certain corporate debt instruments, certain money market instruments and actively traded listed equities. These instruments are valued using quoted prices for identical unrestricted instruments in active markets. The firm defines active markets for equity instruments based on the average daily trading volume both in absolute terms and relative to the market capitalization for the instrument. The firm defines active markets for debt instruments based on both the average daily trading volume and the number of days with trading activity.
Level 2. Level 2 instruments include certain non-U.S. government obligations, most agency obligations, most mortgage-backed loans and securities, most corporate debt instruments, most state and municipal obligations, most money market instruments, most other debt obligations, restricted or less liquid listed equities, certain private equities, commodities and certain lending commitments.
Valuations of level 2 instruments can be verified to quoted prices, recent trading activity for identical or similar instruments, broker or dealer quotations or alternative pricing sources with reasonable levels of price transparency. Consideration is given to the nature of the quotations (e.g., indicative or executable) and the relationship of recent market activity to the prices provided from alternative pricing sources.
Valuation adjustments are typically made to level 2 instruments (i) if the instrument is subject to transfer restrictions and/or (ii) for other premiums and liquidity discounts that a market participant would require to arrive at fair value. Valuation adjustments are generally based on market evidence.
Level 3. Level 3 instruments have one or more significant valuation inputs that are not observable. Absent evidence to the contrary, level 3 instruments are initially valued at transaction price, which is considered to be the best initial estimate of fair value. Subsequently, the firm uses other methodologies to determine fair value, which vary based on the type of instrument. Valuation inputs and assumptions are changed when corroborated by substantive observable evidence, including values realized on sales.
Valuation techniques of level 3 instruments vary by instrument, but are generally based on discounted cash flow techniques. The valuation techniques and the nature of significant inputs used to determine the fair values of each type of level 3 instrument are described below:
Loans and Securities Backed by Commercial Real Estate
Loans and securities backed by commercial real estate are directly or indirectly collateralized by a single property or a portfolio of properties, and may include tranches of varying levels of subordination. Significant inputs are generally determined based on relative value analyses and include:
Market yields implied by transactions of similar or related assets and/or current levels and changes in market indices, such as the CMBX (an index that tracks the performance of commercial mortgage bonds);
Transaction prices in both the underlying collateral and instruments with the same or similar underlying collateral;
A measure of expected future cash flows in a default scenario (recovery rates) implied by the value of the underlying collateral, which is mainly driven by current performance of the underlying collateral and capitalization rates. Recovery rates are expressed as a percentage of notional or face value of the instrument and reflect the benefit of credit enhancements on certain instruments; and
Timing of expected future cash flows (duration) which, in certain cases, may incorporate the impact of any loan forbearances and other unobservable inputs (e.g., prepayment speeds).
Loans and Securities Backed by Residential Real Estate
Loans and securities backed by residential real estate are directly or indirectly collateralized by portfolios of residential real estate and may include tranches of varying levels of subordination. Significant inputs are generally determined based on relative value analyses, which incorporate comparisons to instruments with similar collateral and risk profiles. Significant inputs include:
Market yields implied by transactions of similar or related assets;
Transaction prices in both the underlying collateral and instruments with the same or similar underlying collateral;
Cumulative loss expectations, driven by default rates, home price projections, residential property liquidation timelines, related costs and subsequent recoveries; and
Duration, driven by underlying loan prepayment speeds and residential property liquidation timelines.
13
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Corporate Debt Instruments
Corporate debt instruments includes corporate loans, debt securities and convertible debentures. Significant inputs for corporate debt instruments are generally determined based on relative value analyses, which incorporate comparisons both to prices of credit default swaps that reference the same or similar underlying instrument or entity and to other debt instruments for the same or similar issuer for which observable prices or broker quotations are available. Significant inputs include:
Market yields implied by transactions of similar or related assets and/or current levels and trends of market indices, such as the CDX (an index that tracks the performance of corporate credit);
Current performance and recovery assumptions and, where the firm uses credit default swaps to value the related instrument, the cost of borrowing the underlying reference obligation;
Duration; and
Market and transaction multiples for corporate debt instruments with convertibility or participation options.
Equity Securities
Equity securities consists of private equities. Recent third-party completed or pending transactions (e.g., merger proposals, debt restructurings, tender offers) are considered the best evidence for any change in fair value. When these are not available, the following valuation methodologies are used, as appropriate:
Industry multiples (primarily EBITDA and revenue multiples) and public comparables;
Transactions in similar instruments;
Discounted cash flow techniques; and
Third-party appraisals.
The firm also considers changes in the outlook for the relevant industry and financial performance of the issuer as compared to projected performance. Significant inputs include:
Market and transaction multiples;
Discount rates and capitalization rates; and
For equity securities with debt-like features, market yields implied by transactions of similar or related assets, current performance and recovery assumptions, and duration.
Other Trading Cash Instruments, Investments and Loans
The significant inputs to the valuation of other instruments, such as non-U.S. government and agency obligations, state and municipal obligations, and other loans and debt obligations are generally determined based on relative value analyses, which incorporate comparisons both to prices of credit default swaps that reference the same or similar underlying instrument or entity and to other debt instruments for the same issuer for which observable prices or broker quotations are available. Significant inputs include:
Market yields implied by transactions of similar or related assets and/or current levels and trends of market indices;
Current performance and recovery assumptions and, where the firm uses credit default swaps to value the related instrument, the cost of borrowing the underlying reference obligation; and
Duration.
Valuation Techniques and Significant Inputs for Derivatives
The firm’s level 2 and level 3 derivatives are valued using derivative pricing models (e.g., discounted cash flow models, correlation models and models that incorporate option pricing methodologies, such as Monte Carlo simulations). Price transparency of derivatives can generally be characterized by product type, as described below.
Interest Rate. In general, the key inputs used to value interest rate derivatives are transparent, even for most long-dated contracts. Interest rate swaps and options denominated in the currencies of leading industrialized nations are characterized by high trading volumes and tight bid/offer spreads. Interest rate derivatives that reference indices, such as an inflation index, or the shape of the yield curve (e.g., 10-year swap rate vs. 2-year swap rate) are more complex, but the key inputs are generally observable.
Credit. Price transparency for credit default swaps, including both single names and baskets of credits, varies by market and underlying reference entity or obligation. Credit default swaps that reference indices, large corporates and major sovereigns generally exhibit the most price transparency. For credit default swaps with other underliers, price transparency varies based on credit rating, the cost of borrowing the underlying reference obligations, and the availability of the underlying reference obligations for delivery upon the default of the issuer. Credit default swaps that reference loans, asset-backed securities and emerging market debt instruments tend to have less price transparency than those that reference corporate bonds. In addition, more complex credit derivatives, such as those sensitive to the correlation between two or more underlying reference obligations, generally have less price transparency.
Goldman Sachs March 2023 Form 10-Q
14

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Currency. Prices for currency derivatives based on the exchange rates of leading industrialized nations, including those with longer tenors, are generally transparent. The primary difference between the price transparency of developed and emerging market currency derivatives is that emerging markets tend to be only observable for contracts with shorter tenors.
Commodity. Commodity derivatives include transactions referenced to energy (e.g., oil, natural gas and electricity), metals (e.g., precious and base) and soft commodities (e.g., agricultural). Price transparency varies based on the underlying commodity, delivery location, tenor and product quality (e.g., diesel fuel compared to unleaded gasoline). In general, price transparency for commodity derivatives is greater for contracts with shorter tenors and contracts that are more closely aligned with major and/or benchmark commodity indices.
Equity. Price transparency for equity derivatives varies by market and underlier. Options on indices and the common stock of corporates included in major equity indices exhibit the most price transparency. Equity derivatives generally have observable market prices, except for contracts with long tenors or reference prices that differ significantly from current market prices. More complex equity derivatives, such as those sensitive to the correlation between two or more individual stocks, generally have less price transparency.
Liquidity is essential to the observability of all product types. If transaction volumes decline, previously transparent prices and other inputs may become unobservable. Conversely, even highly structured products may at times have trading volumes large enough to provide observability of prices and other inputs.
Level 1. Level 1 derivatives include short-term contracts for future delivery of securities when the underlying security is a level 1 instrument, and exchange-traded derivatives if they are actively traded and are valued at their quoted market price.
Level 2. Level 2 derivatives include OTC derivatives for which all significant valuation inputs are corroborated by market evidence and exchange-traded derivatives that are not actively traded and/or that are valued using models that calibrate to market-clearing levels of OTC derivatives.
The selection of a particular model to value a derivative depends on the contractual terms of and specific risks inherent in the instrument, as well as the availability of pricing information in the market. For derivatives that trade in liquid markets, model selection does not involve significant management judgment because outputs of models can be calibrated to market-clearing levels.

Valuation models require a variety of inputs, such as contractual terms, market prices, yield curves, discount rates (including those derived from interest rates on collateral received and posted as specified in credit support agreements for collateralized derivatives), credit curves, measures of volatility, prepayment rates, loss severity rates and correlations of such inputs. Significant inputs to the valuations of level 2 derivatives can be verified to market transactions, broker or dealer quotations or other alternative pricing sources with reasonable levels of price transparency. Consideration is given to the nature of the quotations (e.g., indicative or executable) and the relationship of recent market activity to the prices provided from alternative pricing sources.
Level 3. Level 3 derivatives are valued using models which utilize observable level 1 and/or level 2 inputs, as well as unobservable level 3 inputs. The significant unobservable inputs used to value the firm’s level 3 derivatives are described below.
For level 3 interest rate and currency derivatives, significant unobservable inputs include correlations of certain currencies and interest rates (e.g., the correlation between Euro inflation and Euro interest rates) and specific interest rate and currency volatilities.
For level 3 credit derivatives, significant unobservable inputs include illiquid credit spreads and upfront credit points, which are unique to specific reference obligations and reference entities, and recovery rates.
For level 3 commodity derivatives, significant unobservable inputs include volatilities for options with strike prices that differ significantly from current market prices and prices or spreads for certain products for which the product quality or physical location of the commodity is not aligned with benchmark indices.
For level 3 equity derivatives, significant unobservable inputs generally include equity volatility inputs for options that are long-dated and/or have strike prices that differ significantly from current market prices. In addition, the valuation of certain structured trades requires the use of level 3 correlation inputs, such as the correlation of the price performance of two or more individual stocks or the correlation of the price performance for a basket of stocks to another asset class, such as commodities.

15
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Subsequent to the initial valuation of a level 3 derivative, the firm updates the level 1 and level 2 inputs to reflect observable market changes and any resulting gains and losses are classified in level 3. Level 3 inputs are changed when corroborated by evidence, such as similar market transactions, third-party pricing services and/or broker or dealer quotations or other empirical market data. In circumstances where the firm cannot verify the model value by reference to market transactions, it is possible that a different valuation model could produce a materially different estimate of fair value. See Note 5 for further information about significant unobservable inputs used in the valuation of level 3 derivatives.
Valuation Adjustments. Valuation adjustments are integral to determining the fair value of derivative portfolios and are used to adjust the mid-market valuations produced by derivative pricing models to the exit price valuation. These adjustments incorporate bid/offer spreads, the cost of liquidity, and credit and funding valuation adjustments, which account for the credit and funding risk inherent in the uncollateralized portion of derivative portfolios. The firm also makes funding valuation adjustments to collateralized derivatives where the terms of the agreement do not permit the firm to deliver or repledge collateral received. Market-based inputs are generally used when calibrating valuation adjustments to market-clearing levels.
In addition, for derivatives that include significant unobservable inputs, the firm makes model or exit price adjustments to account for the valuation uncertainty present in the transaction.
Valuation Techniques and Significant Inputs for Other Financial Assets and Liabilities at Fair Value
In addition to trading cash instruments, derivatives, and certain investments and loans, the firm accounts for certain of its other financial assets and liabilities at fair value under the fair value option. Such instruments include resale and repurchase agreements; certain securities borrowed and loaned transactions; certain customer and other receivables, including certain margin loans; certain time deposits, including structured certificates of deposit, which are hybrid financial instruments; substantially all other secured financings, including transfers of assets accounted for as financings; certain unsecured short- and long-term borrowings, substantially all of which are hybrid financial instruments; and certain other assets and liabilities. These instruments are generally valued based on discounted cash flow techniques, which incorporate inputs with reasonable levels of price transparency, and are generally classified in level 2 because the inputs are observable. Valuation adjustments may be made for liquidity and for counterparty and the firm’s credit quality. The significant inputs used to value the firm’s other financial assets and liabilities are described below.
Resale and Repurchase Agreements and Securities Borrowed and Loaned. The significant inputs to the valuation of resale and repurchase agreements and securities borrowed and loaned are funding spreads, the amount and timing of expected future cash flows and interest rates.
Customer and Other Receivables. The significant inputs to the valuation of receivables are interest rates, the amount and timing of expected future cash flows and funding spreads.
Deposits. The significant inputs to the valuation of time deposits are interest rates and the amount and timing of future cash flows. The inputs used to value the embedded derivative component of hybrid financial instruments are consistent with the inputs used to value the firm’s other derivative instruments described above. See Note 7 for further information about derivatives and Note 13 for further information about deposits.
Other Secured Financings. The significant inputs to the valuation of other secured financings are the amount and timing of expected future cash flows, interest rates, funding spreads and the fair value of the collateral delivered by the firm (determined using the amount and timing of expected future cash flows, market prices, market yields and recovery assumptions). See Note 11 for further information about other secured financings.
Unsecured Short- and Long-Term Borrowings. The significant inputs to the valuation of unsecured short- and long-term borrowings are the amount and timing of expected future cash flows, interest rates, the credit spreads of the firm and commodity prices for prepaid commodity transactions. The inputs used to value the embedded derivative component of hybrid financial instruments are consistent with the inputs used to value the firm’s other derivative instruments described above. See Note 7 for further information about derivatives and Note 14 for further information about borrowings.
Other Assets and Liabilities. The significant inputs to the valuation of other assets and liabilities are the amount and timing of expected future cash flows, interest rates, market yields, volatility and correlation inputs. The inputs used to value the embedded derivative component of hybrid financial instruments are consistent with the inputs used to value the firm’s other derivative instruments described above. See Note 7 for further information about derivatives.


Goldman Sachs March 2023 Form 10-Q
16

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Note 5.
Fair Value Hierarchy
Financial assets and liabilities at fair value includes trading cash instruments, derivatives, and certain investments, loans and other financial assets and liabilities at fair value.
Trading Cash Instruments
Fair Value by Level. The table below presents trading cash instruments by level within the fair value hierarchy.
$ in millionsLevel 1 Level 2 Level 3 Total
As of March 2023    
Assets    
Government and agency obligations:    
U.S.$80,692 $42,932 $ $123,624 
Non-U.S.42,324 20,295 95 62,714 
Loans and securities backed by:   
Commercial real estate 1,527 84 1,611 
Residential real estate 9,490 94 9,584 
Corporate debt instruments336 33,191 1,010 34,537 
State and municipal obligations 143 12 155 
Other debt obligations70 3,403 149 3,622 
Equity securities113,634 2,078 111 115,823 
Commodities 5,602 3 5,605 
Total$237,056 $118,661 $1,558 $357,275 
Liabilities
    
Government and agency obligations:    
U.S.$(24,307)$(7)$(1)$(24,315)
Non-U.S.(38,896)(2,558) (41,454)
Loans and securities backed by:   
Commercial real estate (29) (29)
Residential real estate (1)(1)(2)
Corporate debt instruments(65)(15,075)(38)(15,178)
Other debt obligations (20) (20)
Equity securities(60,446)(588)(5)(61,039)
Commodities (53) (53)
Total$(123,714)$(18,331)$(45)$(142,090)
As of December 2022    
Assets    
Government and agency obligations:    
U.S.$75,598 $31,783 $– $107,381 
Non-U.S.22,794 15,238 67 38,099 
Loans and securities backed by:   
Commercial real estate– 1,135 66 1,201 
Residential real estate– 9,706 88 9,794 
Corporate debt instruments249 27,555 1,238 29,042 
State and municipal obligations– 707 20 727 
Other debt obligations27 2,349 153 2,529 
Equity securities44,909 2,141 100 47,150 
Commodities– 5,907 5,909 
Total$143,577 $96,521 $1,734 $241,832 
Liabilities
    
Government and agency obligations:    
U.S.$(23,339)$(36)$– $(23,375)
Non-U.S.(28,537)(2,172)– (30,709)
Loans and securities backed by:   
Commercial real estate– (30)– (30)
Residential real estate– (16)– (16)
Corporate debt instruments(64)(14,217)(61)(14,342)
Other debt obligations– (35)(2)(37)
Equity securities(67,591)(488)(1)(68,080)
Total$(119,531)$(16,994)$(64)$(136,589)


Trading cash instruments consists of instruments held in connection with the firm’s market-making or risk management activities. These instruments are carried at fair value and the related fair value gains and losses are recognized in the consolidated statements of earnings.
In the table above:
Assets are shown as positive amounts and liabilities are shown as negative amounts.
Corporate debt instruments includes corporate loans, debt securities, convertible debentures, prepaid commodity transactions and transfers of assets accounted for as secured loans rather than purchases.
Other debt obligations includes other asset-backed securities and money market instruments.
Equity securities includes public equities and exchange-traded funds.
See Note 4 for an overview of the firm’s fair value measurement policies, valuation techniques and significant inputs used to determine the fair value of trading cash instruments.
Significant Unobservable Inputs. The table below presents the amount of level 3 assets, and ranges and weighted averages of significant unobservable inputs used to value level 3 trading cash instrument assets.
 As of March 2023As of December 2022
$ in millions
Amount or
Range
Weighted
Average
Amount or
Range
Weighted
Average
Loans and securities backed by real estate
Level 3 assets$178 $154 
Yield
3.5% to 43.5%
14.0 %
3.0% to 36.0%
14.2 %
Recovery rate
35.8% to 76.0%
52.6 %
35.8% to 76.1%
54.7 %
Cumulative loss rate
N/AN/A
3.7% to 29.9%
10.4 %
Duration (years)
0.8 to 13.2
4.1
0.9 to 12.3
4.6
Corporate debt instruments   
Level 3 assets$1,010  $1,238  
Yield
3.2% to 39.0%
8.8 %
1.1% to 34.3%
6.9 %
Recovery rate
3.0% to 85.0%
47.0 %
11.5% to 77.0%
48.0 %
Duration (years)
0.2 to 18.8
3.9
0.3 to 20.3
4.5
Other
Level 3 assets$370 $342 
Yield
3.5% to 44.3%
9.4 %
2.8% to 47.8%
10.0 %
Multiples
3.3x to 5.2x
4.5x
3.3x to 4.5x
       4.3x
Duration (years)
1.9 to 14.9
5.9
1.2 to 14.4
6.1


17
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
In the table above:
Other includes government and agency obligations, state and municipal obligations, other debt obligations, equity securities and commodities.
Ranges represent the significant unobservable inputs that were used in the valuation of each type of trading cash instrument.
Weighted averages are calculated by weighting each input by the relative fair value of the trading cash instruments.
The ranges and weighted averages of these inputs are not representative of the appropriate inputs to use when calculating the fair value of any one trading cash instrument. For example, the highest recovery rate for corporate debt instruments is appropriate for valuing a specific corporate debt instrument, but may not be appropriate for valuing any other corporate debt instrument. Accordingly, the ranges of inputs do not represent uncertainty in, or possible ranges of, fair value measurements of level 3 trading cash instruments.
Increases in yield, duration or cumulative loss rate used in the valuation of level 3 trading cash instruments would have resulted in a lower fair value measurement, while increases in recovery rate or multiples would have resulted in a higher fair value measurement as of both March 2023 and December 2022. Due to the distinctive nature of each level 3 trading cash instrument, the interrelationship of inputs is not necessarily uniform within each product type.
Trading cash instruments are valued using discounted cash flows.
Cumulative loss rate was not significant to the valuation of level 3 loans and securities backed by real estate as of March 2023.

Level 3 Rollforward. The table below presents a summary of the changes in fair value for level 3 trading cash instruments.
 Three Months
Ended March
$ in millions20232022
Assets
Beginning balance$1,734 $1,889 
Net realized gains/(losses)13 53 
Net unrealized gains/(losses)25 (1,485)
Purchases181 793 
Sales(175)(267)
Settlements(169)(96)
Transfers into level 3238 1,324 
Transfers out of level 3(289)(290)
Ending balance$1,558 $1,921 
Liabilities
Beginning balance$(64)$(104)
Net realized gains/(losses)2 (1)
Net unrealized gains/(losses)(9)52 
Purchases46 130 
Sales(28)(63)
Settlements13 
Transfers into level 3(11)(124)
Transfers out of level 36 16 
Ending balance$(45)$(92)
In the table above:
Changes in fair value are presented for all trading cash instruments that are classified in level 3 as of the end of the period.
Net unrealized gains/(losses) relates to trading cash instruments that were still held at period-end.
Transfers between levels of the fair value hierarchy are reported at the beginning of the reporting period in which they occur. If a trading cash instrument was transferred to level 3 during a reporting period, its entire gain or loss for the period is classified in level 3.
For level 3 trading cash instrument assets, increases are shown as positive amounts, while decreases are shown as negative amounts. For level 3 trading cash instrument liabilities, increases are shown as negative amounts, while decreases are shown as positive amounts.
Level 3 trading cash instruments are frequently economically hedged with level 1 and level 2 trading cash instruments and/or level 1, level 2 or level 3 derivatives. Accordingly, gains or losses that are classified in level 3 can be partially offset by gains or losses attributable to level 1 or level 2 trading cash instruments and/or level 1, level 2 or level 3 derivatives. As a result, gains or losses included in the level 3 rollforward below do not necessarily represent the overall impact on the firm’s results of operations, liquidity or capital resources.

Goldman Sachs March 2023 Form 10-Q
18

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents information, by product type, for assets included in the summary table above.
 Three Months
Ended March
$ in millions20232022
Loans and securities backed by real estate
Beginning balance$154 $289 
Net realized gains/(losses)3 
Net unrealized gains/(losses)3 
Purchases52 17 
Sales(21)(40)
Settlements(6)(8)
Transfers into level 314 
Transfers out of level 3(21)(118)
Ending balance$178 $154 
Corporate debt instruments
Beginning balance$1,238 $1,318 
Net realized gains/(losses)2 43 
Net unrealized gains/(losses)13 (10)
Purchases94 221 
Sales(111)(200)
Settlements(150)(81)
Transfers into level 3175 280 
Transfers out of level 3(251)(136)
Ending balance$1,010 $1,435 
Other
  
Beginning balance$342 $282 
Net realized gains/(losses)8 
Net unrealized gains/(losses)9 (1,476)
Purchases35 555 
Sales(43)(27)
Settlements(13)(7)
Transfers into level 349 1,035 
Transfers out of level 3(17)(36)
Ending balance$370 $332 
In the table above, other includes government and agency obligations, state and municipal obligations, other debt obligations, equity securities and commodities.

Level 3 Rollforward Commentary for the Three Months Ended March 2023. The net realized and unrealized gains on level 3 trading cash instrument assets of $38 million (reflecting $13 million of net realized gains and $25 million of net unrealized gains) for the three months ended March 2023 included gains of $22 million reported in market making and $16 million reported in interest income.
The drivers of the net unrealized gains on level 3 trading cash instrument assets for the three months ended March 2023 were not material.
Transfers into level 3 trading cash instrument assets during the three months ended March 2023 primarily reflected transfers of certain corporate debt instruments from level 2 (principally due to reduced price transparency as a result of a lack of market evidence, including fewer market transactions in these instruments).
Transfers out of level 3 trading cash instrument assets during the three months ended March 2023 primarily reflected transfers of certain corporate debt instruments to level 2 (principally due to increased price transparency as a result of market evidence, including market transactions in these instruments).
Level 3 Rollforward Commentary for the Three Months Ended March 2022. The net realized and unrealized losses on level 3 trading cash instrument assets of $1.43 billion (reflecting $53 million of net realized gains and $1.49 billion of net unrealized losses) for the three months ended March 2022 included gains/(losses) of $(1.45) billion reported in market making and $23 million reported in interest income.
The net unrealized losses on level 3 trading cash instrument assets for the three months ended March 2022 primarily reflected losses on certain equity securities (included in other cash instruments), principally driven by broad macroeconomic and geopolitical concerns.
Transfers into level 3 trading cash instrument assets during the three months ended March 2022 primarily reflected transfers of certain equity securities (included in other cash instruments) and corporate debt instruments from both level 1 and level 2 (in each case, principally due to reduced price transparency as a result of a lack of market evidence, including fewer market transactions in these instruments).
Transfers out of level 3 trading cash instrument assets during the three months ended March 2022 primarily reflected transfers of certain corporate debt instruments and certain loans and securities backed by real estate to level 2 (in each case, principally due to increased price transparency as a result of market evidence, including market transactions in these instruments).


19
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Derivatives
Fair Value by Level. The table below presents derivatives on a gross basis by level and product type, as well as the impact of netting.

$ in millionsLevel 1 Level 2 Level 3 Total
As of March 2023
Assets
Interest rates$11 $257,192 $740 $257,943 
Credit 10,852 2,850 13,702 
Currencies 85,238 378 85,616 
Commodities 25,430 1,424 26,854 
Equities251 51,704 630 52,585 
Gross fair value262 430,416 6,022 436,700 
Counterparty netting in levels (331,279)(907)(332,186)
Subtotal$262 $99,137 $5,115 $104,514 
Cross-level counterparty netting(1,053)
Cash collateral netting(53,341)
Net fair value$50,120 
Liabilities    
Interest rates$(8)$(233,322)$(1,116)$(234,446)
Credit (11,344)(1,327)(12,671)
Currencies (89,386)(196)(89,582)
Commodities (23,853)(536)(24,389)
Equities(59)(61,453)(1,274)(62,786)
Gross fair value(67)(419,358)(4,449)(423,874)
Counterparty netting in levels 331,279 907 332,186 
Subtotal$(67)$(88,079)$(3,542)$(91,688)
Cross-level counterparty netting1,053 
Cash collateral netting38,593 
Net fair value$(52,042)
As of December 2022
Assets
Interest rates$69 $269,590 $700 $270,359 
Credit– 9,690 2,577 12,267 
Currencies– 103,450 494 103,944 
Commodities– 38,331 1,609 39,940 
Equities113 49,481 967 50,561 
Gross fair value182 470,542 6,347 477,071 
Counterparty netting in levels– (358,917)(886)(359,803)
Subtotal$182 $111,625 $5,461 $117,268 
Cross-level counterparty netting(1,079)
Cash collateral netting(56,776)
Net fair value$59,413 
Liabilities    
Interest rates$(32)$(247,871)$(1,159)$(249,062)
Credit– (10,163)(1,117)(11,280)
Currencies– (111,840)(332)(112,172)
Commodities– (32,435)(690)(33,125)
Equities(15)(55,240)(1,528)(56,783)
Gross fair value(47)(457,549)(4,826)(462,422)
Counterparty netting in levels– 358,917 886 359,803 
Subtotal$(47)$(98,632)$(3,940)$(102,619)
Cross-level counterparty netting 1,079 
Cash collateral netting 46,805 
Net fair value $(54,735)


In the table above:
Gross fair values exclude the effects of both counterparty netting and collateral netting, and therefore are not representative of the firm’s exposure.
Counterparty netting is reflected in each level to the extent that receivable and payable balances are netted within the same level and is included in counterparty netting in levels. Where the counterparty netting is across levels, the netting is included in cross-level counterparty netting.
Assets are shown as positive amounts and liabilities are shown as negative amounts.
See Note 4 for an overview of the firm’s fair value measurement policies, valuation techniques and significant inputs used to determine the fair value of derivatives.
Significant Unobservable Inputs. The table below presents the amount of level 3 derivative assets (liabilities), and ranges, averages and medians of significant unobservable inputs used to value level 3 derivatives.
As of March 2023As of December 2022
$ in millions, except inputsAmount or RangeAverage/ MedianAmount or RangeAverage/ Median
Interest rates, net$(376) $(459)
Correlation
(10)% to 81%
61%/78%
(10)% to 81%
61%/60%
Volatility (bps)
31 to 101
60/55
31 to 101
60/57
Credit, net$1,523  $1,460  
Credit spreads (bps)
5 to 960
153/117
5 to 935
149/116
Upfront credit points
(1) to 100
27/12
(1) to 100
29/18
Recovery rates
20% to 80%
43%/40%
20% to 50%
40%/40%
Currencies, net$182 $162  
Correlation
20% to 71%
40%/43%
20% to 71%
40%/23%
Volatility
18% to 19%
18%/18%
20% to 21%
20%/20%
Commodities, net$888  $919  
Volatility
33% to 119%
51%/45%
20% to 118%
50%/46%
Natural gas spread
$(1.86) to $1.35
$(0.23)/ $(0.20)
$(3.21) to $5.85
$(0.20)/ $(0.27)
Oil spread
$(3.09) to $33.89
$16.94/ $21.03
$12.68 to $48.92
$20.42/ $20.36
Electricity price
$3.10 to $270.20
$43.23/ $36.91
$3.00 to $329.28
$47.19/ $39.69
Equities, net$(644) $(561)
Correlation
(70)% to 99%
65%/68%
(75)% to 100%
66%/75%
Volatility
4% to 121%
15%/15%
2% to 74%
13%/7%
In the table above:
Assets are shown as positive amounts and liabilities are shown as negative amounts.
Ranges represent the significant unobservable inputs that were used in the valuation of each type of derivative.

Goldman Sachs March 2023 Form 10-Q
20

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Averages represent the arithmetic average of the inputs and are not weighted by the relative fair value or notional amount of the respective financial instruments. An average greater than the median indicates that the majority of inputs are below the average. For example, the difference between the average and the median for credit spreads indicates that the majority of the inputs fall in the lower end of the range.
The ranges, averages and medians of these inputs are not representative of the appropriate inputs to use when calculating the fair value of any one derivative. For example, the highest correlation for interest rate derivatives is appropriate for valuing a specific interest rate derivative but may not be appropriate for valuing any other interest rate derivative. Accordingly, the ranges of inputs do not represent uncertainty in, or possible ranges of, fair value measurements of level 3 derivatives.
Interest rates, currencies and equities derivatives are valued using option pricing models, credit derivatives are valued using option pricing, correlation and discounted cash flow models, and commodities derivatives are valued using option pricing and discounted cash flow models.
The fair value of any one instrument may be determined using multiple valuation techniques. For example, option pricing models and discounted cash flow models are typically used together to determine fair value. Therefore, the level 3 balance encompasses both of these techniques.
Correlation within currencies and equities includes cross-product type correlation.
Natural gas spread represents the spread per million British thermal units of natural gas.
Oil spread represents the spread per barrel of oil and refined products.
Electricity price represents the price per megawatt hour of electricity.
Range of Significant Unobservable Inputs. The following provides information about the ranges of significant unobservable inputs used to value the firm’s level 3 derivative instruments:
Correlation. Ranges for correlation cover a variety of underliers both within one product type (e.g., equity index and equity single stock names) and across product types (e.g., correlation of an interest rate and a currency), as well as across regions. Generally, cross-product type correlation inputs are used to value more complex instruments and are lower than correlation inputs on assets within the same derivative product type.

Volatility. Ranges for volatility cover numerous underliers across a variety of markets, maturities and strike prices. For example, volatility of equity indices is generally lower than volatility of single stocks.
Credit spreads, upfront credit points and recovery rates. The ranges for credit spreads, upfront credit points and recovery rates cover a variety of underliers (index and single names), regions, sectors, maturities and credit qualities (high-yield and investment-grade). The broad range of this population gives rise to the width of the ranges of significant unobservable inputs.
Commodity prices and spreads. The ranges for commodity prices and spreads cover variability in products, maturities and delivery locations.
Sensitivity of Fair Value Measurement to Changes in Significant Unobservable Inputs. The following is a description of the directional sensitivity of the firm’s level 3 fair value measurements to changes in significant unobservable inputs, in isolation, as of each period-end:
Correlation. In general, for contracts where the holder benefits from the convergence of the underlying asset or index prices (e.g., interest rates, credit spreads, foreign exchange rates, inflation rates and equity prices), an increase in correlation results in a higher fair value measurement.
Volatility. In general, for purchased options, an increase in volatility results in a higher fair value measurement.
Credit spreads, upfront credit points and recovery rates. In general, the fair value of purchased credit protection increases as credit spreads or upfront credit points increase or recovery rates decrease. Credit spreads, upfront credit points and recovery rates are strongly related to distinctive risk factors of the underlying reference obligations, which include reference entity-specific factors, such as leverage, volatility and industry, market-based risk factors, such as borrowing costs or liquidity of the underlying reference obligation, and macroeconomic conditions.
Commodity prices and spreads. In general, for contracts where the holder is receiving a commodity, an increase in the spread (price difference from a benchmark index due to differences in quality or delivery location) or price results in a higher fair value measurement.
Due to the distinctive nature of each of the firm’s level 3 derivatives, the interrelationship of inputs is not necessarily uniform within each product type.
21
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Level 3 Rollforward. The table below presents a summary of the changes in fair value for level 3 derivatives.
 Three Months
Ended March
$ in millions20232022
Total level 3 derivatives, net
Beginning balance$1,521 $440 
Net realized gains/(losses)147 307 
Net unrealized gains/(losses)(3)1,248 
Purchases219 73 
Sales(424)(1,025)
Settlements335 41 
Transfers into level 3(98)(114)
Transfers out of level 3(124)(55)
Ending balance$1,573 $915 
In the table above:
Changes in fair value are presented for all derivative assets and liabilities that are classified in level 3 as of the end of the period.
Net unrealized gains/(losses) relates to instruments that were still held at period-end.
Transfers between levels of the fair value hierarchy are reported at the beginning of the reporting period in which they occur. If a derivative was transferred into level 3 during a reporting period, its entire gain or loss for the period is classified in level 3.
Positive amounts for transfers into level 3 and negative amounts for transfers out of level 3 represent net transfers of derivative assets. Negative amounts for transfers into level 3 and positive amounts for transfers out of level 3 represent net transfers of derivative liabilities.
A derivative with level 1 and/or level 2 inputs is classified in level 3 in its entirety if it has at least one significant level 3 input.
If there is one significant level 3 input, the entire gain or loss from adjusting only observable inputs (i.e., level 1 and level 2 inputs) is classified in level 3.
Gains or losses that have been classified in level 3 resulting from changes in level 1 or level 2 inputs are frequently offset by gains or losses attributable to level 1 or level 2 derivatives and/or level 1, level 2 and level 3 trading cash instruments. As a result, gains/(losses) included in the level 3 rollforward below do not necessarily represent the overall impact on the firm’s results of operations, liquidity or capital resources.
The table below presents information, by product type, for derivatives included in the summary table above.
 Three Months
Ended March
$ in millions20232022
Interest rates, net  
Beginning balance$(459)$183 
Net realized gains/(losses)(37)84 
Net unrealized gains/(losses)263 242 
Purchases101 12 
Sales(219)(146)
Settlements126 61 
Transfers into level 3(55)
Transfers out of level 3(96)(118)
Ending balance$(376)$323 
Credit, net
  
Beginning balance$1,460 $1,854 
Net realized gains/(losses)5 20 
Net unrealized gains/(losses)22 (13)
Purchases57 
Sales(9)(19)
Settlements(32)
Transfers into level 33 – 
Transfers out of level 317 (23)
Ending balance$1,523 $1,834 
Currencies, net
Beginning balance$162 $(147)
Net realized gains/(losses)33 
Net unrealized gains/(losses)(11)16 
Purchases2 – 
Sales(2)– 
Settlements(20)20 
Transfers into level 31 – 
Transfers out of level 317 (26)
Ending balance$182 $(135)
Commodities, net
Beginning balance$919 $438 
Net realized gains/(losses)(15)(17)
Net unrealized gains/(losses)(5)485 
Purchases2 
Sales(37)(27)
Settlements95 (34)
Transfers into level 3(21)53 
Transfers out of level 3(50)(73)
Ending balance$888 $828 
Equities, net
  
Beginning balance$(561)$(1,888)
Net realized gains/(losses)161 218 
Net unrealized gains/(losses)(272)518 
Purchases57 52 
Sales(157)(833)
Settlements166 (15)
Transfers into level 3(26)(172)
Transfers out of level 3(12)185 
Ending balance$(644)$(1,935)

Goldman Sachs March 2023 Form 10-Q
22

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Level 3 Rollforward Commentary for the Three Months Ended March 2023. The net realized and unrealized gains on level 3 derivatives of $144 million (reflecting $147 million of net realized gains and $3 million of net unrealized losses) for the three months ended March 2023 included gains of $148 million reported in market making and losses of $4 million reported in other principal transactions.
The net unrealized losses on level 3 derivatives for the three months ended March 2023 were primarily attributable to losses on certain equity derivatives (primarily reflecting the impact of changes in equity prices), largely offset by gains on certain interest rate derivatives (primarily reflecting the impact of changes in interest rates).
The drivers of both transfers into and transfers out of level 3 derivatives during the three months ended March 2023 were not material.
Level 3 Rollforward Commentary for the Three Months Ended March 2022. The net realized and unrealized gains on level 3 derivatives of $1.56 billion (reflecting $307 million of net realized gains and $1.25 billion of net unrealized gains) for the three months ended March 2022 included gains of $1.54 billion reported in market making and gains of $12 million reported in other principal transactions.
The net unrealized gains on level 3 derivatives for the three months ended March 2022 were primarily attributable to gains on certain equity derivatives (primarily reflecting the impact of changes in equity prices), gains on certain commodity derivatives (primarily reflecting the impact of an increase in commodity prices) and gains on certain interest rate derivatives (primarily reflecting the impact of an increase in interest rates).
Transfers into level 3 derivatives during the three months ended March 2022 reflected transfers of certain equity derivative liabilities from level 2 (principally due to certain unobservable volatility inputs becoming significant to the valuation of these derivatives).
Transfers out of level 3 derivatives during the three months ended March 2022 primarily reflected transfers of certain interest rate derivative assets to level 2 (principally due to increased transparency of certain unobservable inputs used to value these derivatives) and certain commodity derivative assets to level 2 (principally due to certain volatility inputs no longer being significant to the valuation of these derivatives), partially offset by transfers of certain equity derivative liabilities to level 2 (principally due to increased transparency of certain volatility and correlation inputs used to value these derivatives).

Investments
Fair Value by Level. The table below presents investments accounted for at fair value by level within the fair value hierarchy.
$ in millionsLevel 1Level 2Level 3Total
As of March 2023
Government and agency obligations:
U.S.$46,357 $ $ $46,357 
Non-U.S.2,269 79  2,348 
Corporate debt securities152 2,441 7,448 10,041 
Securities backed by real estate 181 839 1,020 
Money market instruments48 826  874 
Other debt obligations  251 251 
Equity securities1,538 3,097 8,695 13,330 
Subtotal$50,364 $6,624 $17,233 $74,221 
Investments in funds at NAV   3,020 
Total investments   $77,241 
As of December 2022    
Government and agency obligations:   
U.S.$47,055 $– $– $47,055 
Non-U.S.2,169 66 – 2,235 
Corporate debt securities145 2,950 7,003 10,098 
Securities backed by real estate– 176 827 1,003 
Money market instruments48 957 – 1,005 
Other debt obligations– 256 259 
Equity securities1,522 3,227 8,856 13,605 
Subtotal$50,939 $7,379 $16,942 $75,260 
Investments in funds at NAV2,941 
Total investments
 
$78,201 
See Note 4 for an overview of the firm’s fair value measurement policies, valuation techniques and significant inputs used to determine the fair value of investments.
Significant Unobservable Inputs. The table below presents the amount of level 3 investments, and ranges and weighted averages of significant unobservable inputs used to value such investments.
 As of March 2023As of December 2022
$ in millions
Amount or
Range
Weighted
 Average
Amount or RangeWeighted
 Average
Corporate debt securities   
Level 3 assets$7,448  $7,003  
Yield
5.0% to 24.5%
12.2 %
5.0% to 21.8%
11.6 %
Recovery rate
8.6% to 58.9%
33.4 %
10.0% to 70.0%
55.5 %
Duration (years)
1.0 to 7.3
3.5
1.3 to 5.7
3.3
Multiples
1.7x to 69.4x
8.3x
1.8x to 83.4x
8.3x
Securities backed by real estate  
Level 3 assets$839  $827  
Yield
8.0% to 20.3%
13.7 %
8.0% to 20.3%
14.6 %
Duration (years)
1.9 to 4.2
4.2
0.6 to 4.2
4.1
Other debt obligations   
Level 3 assets$251  $256  
Yield
7.3% to 8.6%
7.9 %
5.2% to 8.4%
7.4 %
Equity securities    
Level 3 assets$8,695  $8,856  
Multiples
0.4x to 32.5x
8.4x
0.5x to 34.3x
8.3x
Discount rate/yield
5.0% to 38.5%
14.7 %
5.4% to 38.5%
14.6 %
Capitalization rate
4.0% to 10.8%
5.4 %
4.0% to 10.8%
5.4 %

23
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
In the table above:
Ranges represent the significant unobservable inputs that were used in the valuation of each type of investment.
Weighted averages are calculated by weighting each input by the relative fair value of the investment.
The ranges and weighted averages of these inputs are not representative of the appropriate inputs to use when calculating the fair value of any one investment. For example, the highest multiple for private equity securities is appropriate for valuing a specific private equity security but may not be appropriate for valuing any other private equity security. Accordingly, the ranges of inputs do not represent uncertainty in, or possible ranges of, fair value measurements of level 3 investments.
Increases in yield, discount rate, capitalization rate or duration used in the valuation of level 3 investments would have resulted in a lower fair value measurement, while increases in recovery rate or multiples would have resulted in a higher fair value measurement as of both March 2023 and December 2022. Due to the distinctive nature of each level 3 investment, the interrelationship of inputs is not necessarily uniform within each product type.
Corporate debt securities, securities backed by real estate and other debt obligations are valued using discounted cash flows, and equity securities are valued using market comparables and discounted cash flows.
The fair value of any one instrument may be determined using multiple valuation techniques. For example, market comparables and discounted cash flows may be used together to determine fair value. Therefore, the level 3 balance encompasses both of these techniques.


Level 3 Rollforward. The table below presents a summary of the changes in fair value for level 3 investments.
 Three Months
Ended March
$ in millions20232022
Beginning balance$16,942 $13,902 
Net realized gains/(losses)102 66 
Net unrealized gains/(losses)(76)(1,116)
Purchases213 277 
Sales(236)(87)
Settlements(356)(594)
Transfers into level 3860 2,087 
Transfers out of level 3(216)(367)
Ending balance$17,233 $14,168 
In the table above:
Changes in fair value are presented for all investments that are classified in level 3 as of the end of the period.
Net unrealized gains/(losses) relates to investments that were still held at period-end.
Transfers between levels of the fair value hierarchy are reported at the beginning of the reporting period in which they occur. If an investment was transferred to level 3 during a reporting period, its entire gain or loss for the period is classified in level 3.
For level 3 investments, increases are shown as positive amounts, while decreases are shown as negative amounts.

Goldman Sachs March 2023 Form 10-Q
24

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents information, by product type, for investments included in the summary table above.
 Three Months
Ended March
$ in millions20232022
Corporate debt securities  
Beginning balance$7,003 $4,527 
Net realized gains/(losses)94 32 
Net unrealized gains/(losses)46 28 
Purchases111 100 
Sales(74)(1)
Settlements(267)(419)
Transfers into level 3617 422 
Transfers out of level 3(82)(44)
Ending balance$7,448 $4,645 
Securities backed by real estate 
Beginning balance$827 $1,078 
Net realized gains/(losses)8 
Net unrealized gains/(losses)(3)(152)
Purchases21 30 
Sales (9)
Settlements(14)(41)
Transfers into level 3 145 
Ending balance$839 $1,060 
Other debt obligations  
Beginning balance$256 $382 
Net realized gains/(losses)1 
Net unrealized gains/(losses)4 (3)
Purchases1 21 
Sales (9)
Settlements(11)(72)
Ending balance$251 $322 
Equity securities  
Beginning balance$8,856 $7,915 
Net realized gains/(losses)(1)22 
Net unrealized gains/(losses)(123)(989)
Purchases80 126 
Sales(162)(68)
Settlements(64)(62)
Transfers into level 3243 1,520 
Transfers out of level 3(134)(323)
Ending balance$8,695 $8,141 
Level 3 Rollforward Commentary for the Three Months Ended March 2023. The net realized and unrealized gains on level 3 investments of $26 million (reflecting $102 million of net realized gains and $76 million of net unrealized losses) for the three months ended March 2023 included gains/(losses) of $(133) million reported in other principal transactions and $159 million reported in interest income.

The net unrealized losses on level 3 investments for the three months ended March 2023 reflected losses on certain private equity securities (principally driven by corporate performance).
Transfers into level 3 investments during the three months ended March 2023 primarily reflected transfers of certain corporate debt securities from level 2 (principally due to certain unobservable yield and duration inputs becoming significant to the valuation of these instruments) and certain equity securities from level 2 (principally due to reduced price transparency as a result of a lack of market evidence, including fewer market transactions in these instruments).
Transfers out of level 3 investments during the three months ended March 2023 primarily reflected transfers of certain equity securities to level 2 (principally due to increased price transparency as a result of market evidence, including market transactions in these instruments).
Level 3 Rollforward Commentary for the Three Months Ended March 2022. The net realized and unrealized losses on level 3 investments of $1.05 billion (reflecting $66 million of net realized gains and $1.12 billion of net unrealized losses) for the three months ended March 2022 included gains/(losses) of $(1.11) billion reported in other principal transactions and $61 million reported in interest income.
The net unrealized losses on level 3 investments for the three months ended March 2022 primarily reflected losses on certain equity securities and securities backed by real estate (in each case, principally driven by broad macroeconomic and geopolitical concerns).
Transfers into level 3 investments during the three months ended March 2022 primarily reflected transfers of certain equity securities from level 2 (principally due to reduced price transparency as a result of a lack of market evidence, including fewer market transactions in these instruments) and transfers of certain corporate debt securities from level 2 (principally due to certain unobservable yield and duration inputs becoming significant to the valuation of these instruments, and reduced price transparency as a result of a lack of market evidence, including fewer market transactions in these instruments).
Transfers out of level 3 investments during the three months ended March 2022 primarily reflected transfers of certain equity securities to level 2 (principally due to increased price transparency as a result of market evidence, including market transactions in these instruments).

25
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Loans
Fair Value by Level. The table below presents loans held for investment accounted for at fair value under the fair value option by level within the fair value hierarchy.
$ in millionsLevel 1Level 2Level 3Total
As of March 2023    
Loan Type    
Corporate$ $394 $646 $1,040 
Real estate:
Commercial
 346 653 999 
Residential
 4,320 69 4,389 
Other collateralized
 637 141 778 
Other 22 278 300 
Total$ $5,719 $1,787 $7,506 
As of December 2022   
Loan Type   
Corporate$– $359 $637 $996 
Real estate:
Commercial
– 435 711 1,146 
Residential
– 4,437 74 4,511 
Other collateralized
– 576 140 716 
Other– 11 275 286 
Total$– $5,818 $1,837 $7,655 
The gains/(losses) as a result of changes in the fair value of loans held for investment for which the fair value option was elected were $76 million for the three months ended March 2023 and $(116) million for the three months ended March 2022. These gains/(losses) were included in other principal transactions.
Significant Unobservable Inputs. The table below presents the amount of level 3 loans, and ranges and weighted averages of significant unobservable inputs used to value such loans.
 As of March 2023As of December 2022
$ in millions
Amount or
Range
Weighted
 Average
Amount or
Range
Weighted
 Average
Corporate    
Level 3 assets$646  $637  
Yield
4.0% to 26.9%
10.1 %
4.1% to 26.9%
9.6 %
Recovery rate
2.0% to 95.0%
57.9 %
23.1% to 95.0%
66.0 %
Duration (years)
1.4 to 4.9
2.1
1.6 to 3.3
2.6
Real estate
   
Level 3 assets$722 $785 
Yield
3.0% to 27.0%
14.6 %
3.0% to 27.0%
16.1 %
Recovery rate
4.0% to 62.0%
53.2 %
3.6% to 66.2%
54.4 %
Duration (years)
0.4 to 6.4
3.0
0.6 to 6.7
2.5
Other collateralized
Level 3 assets$141 $140 
Yield
5.9% to 13.3%
8.0 %
5.8% to 12.7%
7.7 %
Duration (years)
2.3 to 2.7
2.4
2.5 to 2.9
2.7
Other
Level 3 assets$278  $275 
Yield
8.9% to 10.0%
9.8 %
9.4% to 10.0%
9.9 %
Duration (years)
0.3 to 2.9
2.5N/AN/A
In the table above:
Ranges represent the significant unobservable inputs that were used in the valuation of each type of loan.
Weighted averages are calculated by weighting each input by the relative fair value of the loan.

The ranges and weighted averages of these inputs are not representative of the appropriate inputs to use when calculating the fair value of any one loan. For example, the highest yield for real estate loans is appropriate for valuing a specific real estate loan but may not be appropriate for valuing any other real estate loan. Accordingly, the ranges of inputs do not represent uncertainty in, or possible ranges of, fair value measurements of level 3 loans.
Increases in yield or duration used in the valuation of level 3 loans would have resulted in a lower fair value measurement, while increases in recovery rate would have resulted in a higher fair value measurement as of both March 2023 and December 2022. Due to the distinctive nature of each level 3 loan, the interrelationship of inputs is not necessarily uniform within each product type.
Loans are valued using discounted cash flows.
The significant unobservable inputs for duration related to other loans as of December 2022 did not have a range (and there was no weighted average) as it related to a purchased portfolio of revolving loans with a single duration.
Level 3 Rollforward. The table below presents a summary of the changes in fair value for level 3 loans.
 Three Months
Ended March
$ in millions20232022
Beginning balance$1,837 $2,354 
Net realized gains/(losses)19 57 
Net unrealized gains/(losses)3 (82)
Purchases33 129 
Sales
(5)– 
Settlements(100)(203)
Transfers into level 3 279 
Transfers out of level 3 (43)
Ending balance$1,787 $2,491 
In the table above:
Changes in fair value are presented for loans that are classified in level 3 as of the end of the period.
Net unrealized gains/(losses) relates to loans that were still held at period-end.
Purchases includes originations and secondary purchases.
Transfers between levels of the fair value hierarchy are reported at the beginning of the reporting period in which they occur. If a loan was transferred to level 3 during a reporting period, its entire gain or loss for the period is classified in level 3.


Goldman Sachs March 2023 Form 10-Q
26

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents information, by loan type, for loans included in the summary table above.
 Three Months
Ended March
$ in millions20232022
Corporate  
Beginning balance$637 $672 
Net realized gains/(losses)10 
Net unrealized gains/(losses)(1)(30)
Purchases32 42 
Sales(5)– 
Settlements(27)(48)
Transfers into level 3 145 
Transfers out of level 3 (8)
Ending balance$646 $782 
Real estate
  
Beginning balance$785 $1,188 
Net realized gains/(losses)5 36 
Net unrealized gains/(losses)(5)(42)
Purchases1 53 
Settlements(64)(124)
Transfers into level 3 29 
Transfers out of level 3 (6)
Ending balance$722 $1,134 
Other collateralized
Beginning balance$140 $229 
Net realized gains/(losses)1 
Net unrealized gains/(losses)1 – 
Settlements(1)(4)
Transfers into level 3 39 
Transfers out of level 3 (28)
Ending balance$141 $237 
Other 
Beginning balance$275 $265 
Net realized gains/(losses)3 11 
Net unrealized gains/(losses)8 (10)
Purchases 34 
Settlements
(8)(27)
Transfers into level 3
 66 
Transfers out of level 3 (1)
Ending balance$278 $338 

Level 3 Rollforward Commentary for the Three Months Ended March 2023. The net realized and unrealized gains on level 3 loans of $22 million (reflecting $19 million of net realized gains and $3 million of net unrealized gains) for the three months ended March 2023 included gains of $8 million reported in other principal transactions and $14 million reported in interest income.
The drivers of net unrealized losses on level 3 loans for the three months ended March 2023 were not material.
There were no transfers into or out of level 3 loans during the three months ended March 2023.
Level 3 Rollforward Commentary for the Three Months Ended March 2022. The net realized and unrealized losses on level 3 loans of $25 million (reflecting $57 million of net realized gains and $82 million of net unrealized losses) for the three months ended March 2022 included gains/(losses) of $(38) million reported in other principal transactions and $13 million reported in interest income.
The drivers of net unrealized losses on level 3 loans for the three months ended March 2022 were not material.
Transfers into level 3 loans during the three months ended March 2022 primarily reflected transfers of certain corporate loans from level 2 (principally due to reduced price transparency as a result of a lack of market evidence, including fewer market transactions in these instruments, and certain unobservable yield and duration inputs becoming significant to the valuation of these instruments).
The drivers of transfers out of level 3 loans during the three months ended March 2022 were not material.





27
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Other Financial Assets and Liabilities
Fair Value by Level. The table below presents, by level within the fair value hierarchy, other financial assets and liabilities at fair value, substantially all of which are accounted for at fair value under the fair value option.
$ in millionsLevel 1Level 2 Level 3 Total
As of March 2023    
Assets    
Resale agreements$ $202,151 $ $202,151 
Securities borrowed 40,599  40,599 
Customer and other receivables 23  23 
Other assets
 148 104 252 
Total$ $242,921 $104 $243,025 
Liabilities    
Deposits$ $(15,893)$(2,637)$(18,530)
Repurchase agreements (197,387) (197,387)
Securities loaned (5,726) (5,726)
Other secured financings (15,566)(1,836)(17,402)
Unsecured borrowings:    
Short-term (38,601)(4,514)(43,115)
Long-term (63,728)(11,160)(74,888)
Other liabilities (150)(91)(241)
Total$ $(337,051)$(20,238)$(357,289)
As of December 2022    
Assets    
Resale agreements$– $225,117 $– $225,117 
Securities borrowed– 38,578 – 38,578 
Customer and other receivables– 25 – 25 
Other assets– 71 74 145 
Total$– $263,791 $74 $263,865 
Liabilities    
Deposits$– $(13,003)$(2,743)$(15,746)
Repurchase agreements– (110,349)– (110,349)
Securities loaned– (4,372)– (4,372)
Other secured financings– (10,914)(1,842)(12,756)
Unsecured borrowings:    
Short-term– (35,641)(4,090)(39,731)
Long-term– (63,081)(10,066)(73,147)
Other liabilities– (74)(85)(159)
Total$– $(237,434)$(18,826)$(256,260)
In the table above, assets are shown as positive amounts and liabilities are shown as negative amounts.
See Note 4 for an overview of the firm’s fair value measurement policies, valuation techniques and significant inputs used to determine the fair value of other financial assets and liabilities.

Significant Unobservable Inputs. See below for information about the significant unobservable inputs used to value level 3 other financial liabilities at fair value as of both March 2023 and December 2022.
Other Secured Financings. The ranges and weighted averages of significant unobservable inputs used to value level 3 other secured financings are presented below. These ranges and weighted averages exclude unobservable inputs that are only relevant to a single instrument, and therefore are not meaningful.
As of March 2023:
Yield: 5.9% to 10.4% (weighted average: 7.4%)
Duration: 0.4 to 6.3 years (weighted average: 2.8 years)
As of December 2022:
Yield: 4.5% to 9.4% (weighted average: 5.9%)
Duration: 0.6 to 5.1 years (weighted average: 2.2 years)
Generally, increases in yield or duration, in isolation, would have resulted in a lower fair value measurement as of period-end. Due to the distinctive nature of each of level 3 other secured financings, the interrelationship of inputs is not necessarily uniform across such financings. See Note 11 for further information about other secured financings.
Deposits, Unsecured Borrowings and Other Assets and Liabilities. Substantially all of the firm’s deposits, unsecured short- and long-term borrowings, and other assets and liabilities that are classified in level 3 are hybrid financial instruments. As the significant unobservable inputs used to value hybrid financial instruments primarily relate to the embedded derivative component of these deposits, unsecured borrowings and other assets and liabilities, these unobservable inputs are incorporated in the firm’s derivative disclosures. See Note 12 for further information about other assets, Note 13 for further information about deposits, Note 14 for further information about unsecured borrowings and Note 15 for further information about other liabilities.
Goldman Sachs March 2023 Form 10-Q
28

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Level 3 Rollforward. The table below presents a summary of the changes in fair value for level 3 other financial assets and liabilities accounted for at fair value.
 Three Months
Ended March
$ in millions20232022
Assets
Beginning balance$74 $– 
Net unrealized gains/(losses)30 – 
Ending balance$104 $– 
Liabilities
Beginning balance$(18,826)$(23,567)
Net realized gains/(losses)(94)(166)
Net unrealized gains/(losses)(821)2,075 
Issuances(2,251)(5,175)
Settlements2,522 3,801 
Transfers into level 3(1,391)(1,907)
Transfers out of level 3623 1,311 
Ending balance$(20,238)$(23,628)
In the table above:
Changes in fair value are presented for all other financial assets and liabilities that are classified in level 3 as of the end of the period.
Net unrealized gains/(losses) relates to other financial assets and liabilities that were still held at period-end.
Transfers between levels of the fair value hierarchy are reported at the beginning of the reporting period in which they occur. If a financial instrument was transferred to level 3 during a reporting period, its entire gain or loss for the period is classified in level 3.
For level 3 other financial assets, increases are shown as positive amounts, while decreases are shown as negative amounts. For level 3 other financial liabilities, increases are shown as negative amounts, while decreases are shown as positive amounts.
Level 3 other financial assets and liabilities are frequently economically hedged with trading assets and liabilities. Accordingly, gains or losses that are classified in level 3 can be partially offset by gains or losses attributable to level 1, 2 or 3 trading assets and liabilities. As a result, gains or losses included in the level 3 rollforward below do not necessarily represent the overall impact on the firm’s results of operations, liquidity or capital resources.
The table below presents information, by the consolidated balance sheet line items, for liabilities included in the summary table above.
 Three Months
Ended March
$ in millions20232022
Deposits  
Beginning balance$(2,743)$(3,613)
Net realized gains/(losses)1 (5)
Net unrealized gains/(losses)(8)145 
Issuances(119)(183)
Settlements224 379 
Transfers into level 3(6)(8)
Transfers out of level 314 41 
Ending balance$(2,637)$(3,244)
Other secured financings  
Beginning balance$(1,842)$(2,566)
Net realized gains/(losses)(7)(3)
Net unrealized gains/(losses)(32)12 
Issuances(98)(39)
Settlements187 104 
Transfers into level 3(121)(190)
Transfers out of level 377 93 
Ending balance$(1,836)$(2,589)
Unsecured short-term borrowings 
Beginning balance$(4,090)$(7,829)
Net realized gains/(losses)(57)(76)
Net unrealized gains/(losses)(298)546 
Issuances(1,473)(2,880)
Settlements1,216 2,684 
Transfers into level 3(132)(395)
Transfers out of level 3320 922 
Ending balance$(4,514)$(7,028)
Unsecured long-term borrowings 
Beginning balance$(10,066)$(9,413)
Net realized gains/(losses)(31)(82)
Net unrealized gains/(losses)(477)1,323 
Issuances(561)(2,073)
Settlements895 634 
Transfers into level 3(1,132)(1,314)
Transfers out of level 3212 255 
Ending balance$(11,160)$(10,670)
Other liabilities  
Beginning balance$(85)$(146)
Net unrealized gains/(losses)(6)49 
Ending balance$(91)$(97)

29
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Level 3 Rollforward Commentary for the Three Months Ended March 2023. The net realized and unrealized losses on level 3 other financial liabilities of $915 million (reflecting $94 million of net realized losses and $821 million of net unrealized losses) for the three months ended March 2023 included gains/(losses) of $(939) million reported in market making, $(15) million reported in other principal transactions and $(9) million reported in interest expense in the consolidated statements of earnings, and $48 million reported in debt valuation adjustment in the consolidated statements of comprehensive income.
The net unrealized losses on level 3 other financial liabilities for the three months ended March 2023 primarily reflected losses on certain hybrid financial instruments included in unsecured long- and short-term borrowings (principally due to an increase in global equity prices).
Transfers into level 3 other financial liabilities during the three months ended March 2023 primarily reflected transfers of certain hybrid financial instruments included in unsecured long-term borrowings from level 2 (principally due to reduced price transparency of certain volatility inputs used to value these instruments).
Transfers out of level 3 other financial liabilities during the three months ended March 2023 primarily reflected transfers of certain hybrid financial instruments included in unsecured short- and long-term borrowings to level 2 (principally due to increased price transparency of certain volatility inputs used to value these instruments).
Level 3 Rollforward Commentary for the Three Months Ended March 2022. The net realized and unrealized gains on level 3 other financial liabilities of $1.91 billion (reflecting $166 million of net realized losses and $2.08 billion of net unrealized gains) for the three months ended March 2022 included gains/(losses) of $1.63 billion reported in market making, $29 million reported in other principal transactions and $(3) million reported in interest expense in the consolidated statements of earnings, and $257 million reported in debt valuation adjustment in the consolidated statements of comprehensive income.
The net unrealized gains on level 3 other financial liabilities for the three months ended March 2022 primarily reflected gains on certain hybrid financial instruments included in unsecured long- and short-term borrowings (principally due to a decrease in global equity prices and an increase in interest rates).

Transfers into level 3 other financial liabilities during the three months ended March 2022 primarily reflected transfers of certain hybrid financial instruments included in unsecured long- and short-term borrowings from level 2 (principally due to reduced price transparency of certain volatility inputs used to value these instruments) and transfers of certain other secured financings from level 2 (principally due to reduced price transparency of certain yield and duration inputs used to value these instruments).
Transfers out of level 3 other financial liabilities during the three months ended March 2022 primarily reflected transfers of certain hybrid financial instruments included in unsecured short- and long-term borrowings to level 2 (principally due to increased price transparency of certain volatility inputs used to value these instruments).
Note 6.
Trading Assets and Liabilities
Trading assets and liabilities include trading cash instruments and derivatives held in connection with the firm’s market-making or risk management activities. These assets and liabilities are carried at fair value either under the fair value option or in accordance with other U.S. GAAP, and the related fair value gains and losses are generally recognized in the consolidated statements of earnings.
The table below presents a summary of trading assets and liabilities.
TradingTrading
$ in millionsAssets

Liabilities
As of March 2023  
Trading cash instruments$357,275 $142,090 
Derivatives50,120 52,042 
Total$407,395 $194,132 
As of December 2022  
Trading cash instruments$241,832 $136,589 
Derivatives59,413 54,735 
Total$301,245 $191,324 
See Note 5 for further information about trading cash instruments and Note 7 for further information about derivatives.

Goldman Sachs March 2023 Form 10-Q
30

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Gains and Losses from Market Making
The table below presents market making revenues by major product type.
 Three Months
Ended March
$ in millions20232022
Interest rates$2,382 $(1,861)
Credit347 715 
Currencies363 4,154 
Equities1,478 2,053 
Commodities863 968 
Total$5,433 $6,029 
In the table above:
Gains/(losses) include both realized and unrealized gains and losses. Gains/(losses) exclude related interest income and interest expense. See Note 23 for further information about interest income and interest expense.
Gains/(losses) included in market making are primarily related to the firm’s trading assets and liabilities, including both derivative and non-derivative financial instruments.
Gains/(losses) are not representative of the manner in which the firm manages its business activities because many of the firm’s market-making and client facilitation strategies utilize financial instruments across various product types. Accordingly, gains or losses in one product type frequently offset gains or losses in other product types. For example, most of the firm’s longer-term derivatives across product types are sensitive to changes in interest rates and may be economically hedged with interest rate swaps. Similarly, a significant portion of the firm’s trading cash instruments and derivatives across product types has exposure to foreign currencies and may be economically hedged with foreign currency contracts.
Note 7.
Derivatives and Hedging Activities
Derivative Activities
Derivatives are instruments that derive their value from underlying asset prices, indices, reference rates and other inputs, or a combination of these factors. Derivatives may be traded on an exchange (exchange-traded) or they may be privately negotiated contracts, which are usually referred to as OTC derivatives. Certain of the firm’s OTC derivatives are cleared and settled through central clearing counterparties (OTC-cleared), while others are bilateral contracts between two counterparties (bilateral OTC).

Market Making. As a market maker, the firm enters into derivative transactions to provide liquidity to clients and to facilitate the transfer and hedging of their risks. In this role, the firm typically acts as principal and is required to commit capital to provide execution, and maintains market-making positions in response to, or in anticipation of, client demand.
Risk Management. The firm also enters into derivatives to actively manage risk exposures that arise from its market-making and investing and financing activities. The firm’s holdings and exposures are hedged, in many cases, on either a portfolio or risk-specific basis, as opposed to an instrument-by-instrument basis. The offsetting impact of this economic hedging is reflected in the same business segment as the related revenues. In addition, the firm may enter into derivatives designated as hedges under U.S. GAAP. These derivatives are used to manage interest rate exposure of certain fixed-rate unsecured borrowings and deposits and certain U.S. government securities classified as available-for-sale, foreign exchange risk of certain available-for-sale securities and the net investment in certain non-U.S. operations.
The firm enters into various types of derivatives, including:
Futures and Forwards. Contracts that commit counterparties to purchase or sell financial instruments, commodities or currencies in the future.
Swaps. Contracts that require counterparties to exchange cash flows, such as currency or interest payment streams. The amounts exchanged are based on the specific terms of the contract with reference to specified rates, financial instruments, commodities, currencies or indices.
Options. Contracts in which the option purchaser has the right, but not the obligation, to purchase from or sell to the option writer financial instruments, commodities or currencies within a defined time period for a specified price.
Derivatives are reported on a net-by-counterparty basis (i.e., the net payable or receivable for derivative assets and liabilities for a given counterparty) when a legal right of setoff exists under an enforceable netting agreement (counterparty netting). Derivatives are accounted for at fair value, net of cash collateral received or posted under enforceable credit support agreements (cash collateral netting). Derivative assets are included in trading assets and derivative liabilities are included in trading liabilities. Realized and unrealized gains and losses on derivatives not designated as hedges are included in market making (for derivatives included in Fixed Income, Currency and Commodities (FICC) and Equities within Global Banking & Markets), and other principal transactions (for derivatives included in Investment banking fees and Other within Global Banking & Markets, as well as derivatives in Asset & Wealth Management) in the consolidated statements of earnings. For both the three months ended March 2023 and March 2022, substantially all of the firm’s derivatives were included in Global Banking & Markets.
31
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The tables below present the gross fair value and the notional amounts of derivative contracts by major product type, the amounts of counterparty and cash collateral netting in the consolidated balance sheets, as well as cash and securities collateral posted and received under enforceable credit support agreements that do not meet the criteria for netting under U.S. GAAP.
 As of March 2023As of December 2022
$ in millionsDerivative
 Assets
Derivative
 Liabilities
Derivative
 Assets
Derivative
 Liabilities
Not accounted for as hedges
Exchange-traded$786 $1,465 $675 $1,385 
OTC-cleared74,363 72,647 74,297 72,979 
Bilateral OTC182,432 160,326 195,052 174,687 
Total interest rates257,581 234,438 270,024 249,051 
OTC-cleared1,879 2,163 1,516 1,802 
Bilateral OTC11,823 10,508 10,751 9,478 
Total credit13,702 12,671 12,267 11,280 
Exchange-traded490 17 1,041 22 
OTC-cleared443 432 520 589 
Bilateral OTC84,660 88,807 102,301 111,276 
Total currencies85,593 89,256 103,862 111,887 
Exchange-traded7,393 7,711 9,225 9,542 
OTC-cleared488 547 698 838 
Bilateral OTC18,973 16,131 30,017 22,745 
Total commodities26,854 24,389 39,940 33,125 
Exchange-traded26,442 29,690 26,302 26,607 
OTC-cleared37 42 685 19 
Bilateral OTC26,106 33,054 23,574 30,157 
Total equities52,585 62,786 50,561 56,783 
Subtotal436,315 423,540 476,654 462,126 
Accounted for as hedges    
OTC-cleared 1 – – 
Bilateral OTC362 7 335 11 
Total interest rates362 8 335 11 
OTC-cleared13 52 29 29 
Bilateral OTC10 274 53 256 
Total currencies23 326 82 285 
Subtotal385 334 417 296 
Total gross fair value$436,700 $423,874 $477,071 $462,422 
Offset in the consolidated balance sheets
Exchange-traded$(28,553)$(28,553)$(31,229)$(31,229)
OTC-cleared(75,264)(75,264)(75,349)(75,349)
Bilateral OTC(229,422)(229,422)(254,304)(254,304)
Counterparty netting(333,239)(333,239)(360,882)(360,882)
OTC-cleared(1,476)(336)(1,388)(406)
Bilateral OTC(51,865)(38,257)(55,388)(46,399)
Cash collateral netting(53,341)(38,593)(56,776)(46,805)
Total amounts offset$(386,580)$(371,832)$(417,658)$(407,687)
Included in the consolidated balance sheets  
Exchange-traded$6,558 $10,330 $6,014 $6,327 
OTC-cleared483 284 1,008 501 
Bilateral OTC43,079 41,428 52,391 47,907 
Total$50,120 $52,042 $59,413 $54,735 
Not offset in the consolidated balance sheets
 
Cash collateral$(164)$(1,888)$(298)$(1,887)
Securities collateral(14,182)(3,928)(15,229)(4,329)
Total$35,774 $46,226 $43,886 $48,519 
 
Notional Amounts as of
MarchDecember
$ in millions20232022
Not accounted for as hedges
Exchange-traded$4,526,836 $4,241,937 
OTC-cleared18,148,914 13,104,682 
Bilateral OTC12,193,042 11,137,127 
Total interest rates34,868,792 28,483,746 
Exchange-traded573 369 
OTC-cleared572,969 529,543 
Bilateral OTC699,801 577,542 
Total credit1,273,343 1,107,454 
Exchange-traded14,512 9,012 
OTC-cleared188,813 150,561 
Bilateral OTC6,481,803 5,304,069 
Total currencies6,685,128 5,463,642 
Exchange-traded367,057 341,526 
OTC-cleared3,155 3,188 
Bilateral OTC229,414 255,208 
Total commodities599,626 599,922 
Exchange-traded1,477,372 1,107,659 
OTC-cleared750 1,639 
Bilateral OTC1,108,062 1,026,736 
Total equities2,586,184 2,136,034 
Subtotal46,013,073 37,790,798 
Accounted for as hedges
OTC-cleared237,712 257,739 
Bilateral OTC3,080 3,156 
Total interest rates240,792 260,895 
OTC-cleared1,557 2,048 
Bilateral OTC8,431 7,701 
Total currencies9,988 9,749 
Subtotal250,780 270,644 
Total notional amounts$46,263,853 $38,061,442 
In the tables above:
Gross fair values exclude the effects of both counterparty netting and collateral, and therefore are not representative of the firm’s exposure.
Where the firm has received or posted collateral under credit support agreements, but has not yet determined such agreements are enforceable, the related collateral has not been netted.
Notional amounts, which represent the sum of gross long and short derivative contracts, provide an indication of the volume of the firm’s derivative activity and do not represent anticipated losses.
Total gross fair value of derivatives included derivative assets of $7.94 billion as of March 2023 and $10.08 billion as of December 2022, and derivative liabilities of $13.71 billion as of March 2023 and $12.71 billion as of December 2022, which are not subject to an enforceable netting agreement or are subject to a netting agreement that the firm has not yet determined to be enforceable.
Goldman Sachs March 2023 Form 10-Q
32

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
OTC Derivatives
The table below presents OTC derivative assets and liabilities by tenor and major product type.
$ in millionsLess than
 1 Year
1 - 5
 Years
Greater than 5 YearsTotal
As of March 2023
Assets
Interest rates$6,621 $15,909 $49,591 $72,121 
Credit1,047 2,492 2,545 6,084 
Currencies8,478 7,182 6,588 22,248 
Commodities6,379 3,897 2,063 12,339 
Equities5,470 3,713 1,552 10,735 
Counterparty netting in tenors(2,873)(2,703)(3,771)(9,347)
Subtotal$25,122 $30,490 $58,568 $114,180 
Cross-tenor counterparty netting   (17,277)
Cash collateral netting   (53,341)
Total OTC derivative assets   $43,562 
Liabilities
    
Interest rates$7,797 $19,635 $20,512 $47,944 
Credit892 2,788 1,373 5,053 
Currencies12,456 6,757 7,476 26,689 
Commodities3,913 4,123 1,519 9,555 
Equities6,320 8,396 2,972 17,688 
Counterparty netting in tenors(2,873)(2,703)(3,771)(9,347)
Subtotal$28,505 $38,996 $30,081 $97,582 
Cross-tenor counterparty netting   (17,277)
Cash collateral netting   (38,593)
Total OTC derivative liabilities  $41,712 
As of December 2022
Assets
Interest rates$5,509 $16,963 $53,943 $76,415 
Credit921 2,622 2,142 5,685 
Currencies12,284 7,819 7,085 27,188 
Commodities10,525 7,513 2,574 20,612 
Equities5,346 4,007 1,782 11,135 
Counterparty netting in tenors(2,661)(3,942)(4,830)(11,433)
Subtotal$31,924 $34,982 $62,696 $129,602 
Cross-tenor counterparty netting(19,427)
Cash collateral netting(56,776)
Total OTC derivative assets$53,399 
Liabilities
Interest rates$9,351 $23,589 $21,467 $54,407 
Credit993 2,635 1,071 4,699 
Currencies18,987 8,736 8,712 36,435 
Commodities6,400 6,135 945 13,480 
Equities7,629 7,249 2,174 17,052 
Counterparty netting in tenors(2,661)(3,942)(4,830)(11,433)
Subtotal$40,699 $44,402 $29,539 $114,640 
Cross-tenor counterparty netting(19,427)
Cash collateral netting(46,805)
Total OTC derivative liabilities$48,408 
In the table above:
Tenor is based on remaining contractual maturity.
Counterparty netting within the same product type and tenor category is included within such product type and tenor category.
Counterparty netting across product types within the same tenor category is included in counterparty netting in tenors. Where the counterparty netting is across tenor categories, the netting is included in cross-tenor counterparty netting.
See Note 4 for an overview of the firm’s fair value measurement policies, valuation techniques and significant inputs used to determine the fair value of derivatives, and Note 5 for information about derivatives within the fair value hierarchy.
Credit Derivatives
The firm enters into a broad array of credit derivatives to facilitate client transactions and to manage the credit risk associated with market-making and investing and financing activities. Credit derivatives are actively managed based on the firm’s net risk position. Credit derivatives are generally individually negotiated contracts and can have various settlement and payment conventions. Credit events include failure to pay, bankruptcy, acceleration of indebtedness, restructuring, repudiation and dissolution of the reference entity.
The firm enters into the following types of credit derivatives:
Credit Default Swaps. Single-name credit default swaps protect the buyer against the loss of principal on one or more bonds, loans or mortgages (reference obligations) in the event the issuer of the reference obligations suffers a credit event. The buyer of protection pays an initial or periodic premium to the seller and receives protection for the period of the contract. If there is no credit event, as defined in the contract, the seller of protection makes no payments to the buyer. If a credit event occurs, the seller of protection is required to make a payment to the buyer, calculated according to the terms of the contract.
Credit Options. In a credit option, the option writer assumes the obligation to purchase or sell a reference obligation at a specified price or credit spread. The option purchaser buys the right, but does not assume the obligation, to sell the reference obligation to, or purchase it from, the option writer. The payments on credit options depend either on a particular credit spread or the price of the reference obligation.



33
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Credit Indices, Baskets and Tranches. Credit derivatives may reference a basket of single-name credit default swaps or a broad-based index. If a credit event occurs in one of the underlying reference obligations, the protection seller pays the protection buyer. The payment is typically a pro-rata portion of the transaction’s total notional amount based on the underlying defaulted reference obligation. In certain transactions, the credit risk of a basket or index is separated into various portions (tranches), each having different levels of subordination. The most junior tranches cover initial defaults and once losses exceed the notional amount of these junior tranches, any excess loss is covered by the next most senior tranche.
Total Return Swaps. A total return swap transfers the risks relating to economic performance of a reference obligation from the protection buyer to the protection seller. Typically, the protection buyer receives a floating rate of interest and protection against any reduction in fair value of the reference obligation, and the protection seller receives the cash flows associated with the reference obligation, plus any increase in the fair value of the reference obligation.
The firm economically hedges its exposure to written credit derivatives primarily by entering into offsetting purchased credit derivatives with identical underliers. Substantially all of the firm’s purchased credit derivative transactions are with financial institutions and are subject to stringent collateral thresholds. In addition, upon the occurrence of a specified trigger event, the firm may take possession of the reference obligations underlying a particular written credit derivative, and consequently may, upon liquidation of the reference obligations, recover amounts on the underlying reference obligations in the event of default.
As of March 2023, written credit derivatives had a total gross notional amount of $608.59 billion and purchased credit derivatives had a total gross notional amount of $664.76 billion, for total net notional purchased protection of $56.17 billion. As of December 2022, written credit derivatives had a total gross notional amount of $528.31 billion and purchased credit derivatives had a total gross notional amount of $579.14 billion, for total net notional purchased protection of $50.83 billion. The firm’s written and purchased credit derivatives primarily consist of credit default swaps.
The table below presents information about credit derivatives.
 Credit Spread on Underlier (basis points)
$ in millions0 - 250251 -
 500
501 -
 1,000
Greater
 than
 1,000
Total
As of March 2023     
Maximum Payout/Notional Amount of Written Credit Derivatives by Tenor
Less than 1 year$137,418 $21,730 $1,135 $4,028 $164,311 
1 - 5 years316,727 24,826 11,672 9,306 362,531 
Greater than 5 years70,615 6,647 3,621 861 81,744 
Total$524,760 $53,203 $16,428 $14,195 $608,586 
Maximum Payout/Notional Amount of Purchased Credit Derivatives
Offsetting$435,885 $35,422 $14,239 $12,398 $497,944 
Other$145,416 $16,493 $2,419 $2,485 $166,813 
Fair Value of Written Credit Derivatives
Asset$6,423 $559 $192 $106 $7,280 
Liability801 1,047 1,037 3,001 5,886 
Net asset/(liability)$5,622 $(488)$(845)$(2,895)$1,394 
As of December 2022     
Maximum Payout/Notional Amount of Written Credit Derivatives by Tenor
Less than 1 year$108,703 $12,166 $1,879 $4,135 $126,883 
1 - 5 years306,484 28,188 13,724 9,092 357,488 
Greater than 5 years39,302 2,916 1,416 305 43,939 
Total$454,489 $43,270 $17,019 $13,532 $528,310 
Maximum Payout/Notional Amount of Purchased Credit Derivatives
Offsetting$372,360 $33,149 $14,817 $11,757 $432,083 
Other$128,828 $13,211 $2,615 $2,407 $147,061 
Fair Value of Written Credit Derivatives
Asset$5,405 $460 $132 $84 $6,081 
Liability681 1,081 1,027 2,673 5,462 
Net asset/(liability)$4,724 $(621)$(895)$(2,589)$619 
In the table above:
Fair values exclude the effects of both netting of receivable balances with payable balances under enforceable netting agreements, and netting of cash received or posted under enforceable credit support agreements, and therefore are not representative of the firm’s credit exposure.
Tenor is based on remaining contractual maturity.
The credit spread on the underlier, together with the tenor of the contract, are indicators of payment/performance risk. The firm is less likely to pay or otherwise be required to perform where the credit spread and the tenor are lower.
Offsetting purchased credit derivatives represent the notional amount of purchased credit derivatives that economically hedge written credit derivatives with identical underliers.
Other purchased credit derivatives represent the notional amount of all other purchased credit derivatives not included in offsetting.

Goldman Sachs March 2023 Form 10-Q
34

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Impact of Credit and Funding Spreads on Derivatives
The firm realizes gains or losses on its derivative contracts. These gains or losses include credit valuation adjustments (CVA) relating to uncollateralized derivative assets and liabilities, which represent the gains or losses (including hedges) attributable to the impact of changes in credit exposure, counterparty credit spreads, liability funding spreads (which include the firm’s own credit), probability of default and assumed recovery. These gains or losses also include funding valuation adjustments (FVA) relating to uncollateralized derivative assets, which represent the gains or losses (including hedges) attributable to the impact of changes in expected funding exposures and funding spreads.
The table below presents information about CVA and FVA.
Three Months
Ended March
$ in millions20232022
CVA, net of hedges$(99)$83 
FVA, net of hedges14 (269)
Total$(85)$(186)
Bifurcated Embedded Derivatives
The table below presents the fair value and the notional amount of derivatives that have been bifurcated from their related borrowings.
 
As of
MarchDecember
$ in millions20232022
Fair value of assets$334 $288 
Fair value of liabilities(236)(392)
Net asset/(liability)$98 $(104)
 
Notional amount
$7,905 $8,892 
In the table above, derivatives that have been bifurcated from their related borrowings are recorded at fair value and primarily consist of interest rate, equity and commodity products. These derivatives are included in unsecured short- and long-term borrowings, as well as other secured financings, with the related borrowings.
Derivatives with Credit-Related Contingent Features
Certain of the firm’s derivatives have been transacted under bilateral agreements with counterparties who may require the firm to post collateral or terminate the transactions based on changes in the firm’s credit ratings. The firm assesses the impact of these bilateral agreements by determining the collateral or termination payments that would occur assuming a downgrade by all rating agencies. A downgrade by any one rating agency, depending on the agency’s relative ratings of the firm at the time of the downgrade, may have an impact which is comparable to the impact of a downgrade by all rating agencies.
The table below presents information about net derivative liabilities under bilateral agreements (excluding collateral posted), the fair value of collateral posted and additional collateral or termination payments that could have been called by counterparties in the event of a one- or two-notch downgrade in the firm’s credit ratings.
As of
MarchDecember
$ in millions20232022
Net derivative liabilities under bilateral agreements$25,842 $33,059 
Collateral posted$20,844 $27,657 
Additional collateral or termination payments:
One-notch downgrade$315 $343 
Two-notch downgrade$1,075 $1,115 
Hedge Accounting
The firm applies hedge accounting for (i) interest rate swaps used to manage the interest rate exposure of certain fixed-rate unsecured long- and short-term borrowings, certain fixed-rate certificates of deposit and certain U.S. government securities classified as available-for-sale, (ii) foreign currency forward contracts used to manage the foreign exchange risk of certain securities classified as available-for-sale and (iii) foreign currency forward contracts and foreign currency-denominated debt used to manage foreign exchange risk on the firm’s net investment in certain non-U.S. operations.
To qualify for hedge accounting, the hedging instrument must be highly effective at reducing the risk from the exposure being hedged. Additionally, the firm must formally document the hedging relationship at inception and assess the hedging relationship at least on a quarterly basis to ensure the hedging instrument continues to be highly effective over the life of the hedging relationship.
Fair Value Hedges
The firm designates interest rate swaps as fair value hedges of certain fixed-rate unsecured long- and short-term debt and fixed-rate certificates of deposit and, beginning in the second quarter of 2022, of certain U.S. government securities classified as available-for-sale. These interest rate swaps hedge changes in fair value attributable to the designated benchmark interest rate (e.g., London Interbank Offered Rate (LIBOR), Secured Overnight Financing Rate (SOFR) or Overnight Index Swap Rate), effectively converting a substantial portion of these fixed-rate financial instruments into floating-rate financial instruments.
The firm applies a statistical method that utilizes regression analysis when assessing the effectiveness of these hedging relationships in achieving offsetting changes in the fair values of the hedging instrument and the risk being hedged (i.e., interest rate risk). An interest rate swap is considered highly effective in offsetting changes in fair value attributable to changes in the hedged risk when the regression analysis results in a coefficient of determination of 80% or greater and a slope between 80% and 125%.

35
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
For qualifying interest rate fair value hedges, gains or losses on derivatives are included in interest income/expense. The change in fair value of the hedged items attributable to the risk being hedged is reported as an adjustment to its carrying value (hedging adjustment) and is also included in interest income/expense. When a derivative is no longer designated as a hedge, any remaining difference between the carrying value and par value of the hedged item is amortized in interest income/expense over the remaining life of the hedged item using the effective interest method. See Note 23 for further information about interest income and interest expense.
The table below presents the gains/(losses) from interest rate derivatives accounted for as hedges and the related hedged items.
Three Months
Ended March
$ in millions20232022
Investments
Interest rate hedges$(90)$– 
Hedged investments86 – 
Gains/(losses)$(4)$– 
Borrowings and deposits
Interest rate hedges$2,712 $(8,742)
Hedged borrowings and deposits(2,847)8,695 
Gains/(losses)$(135)$(47)
The table below presents the carrying value of investments, deposits and unsecured borrowings that are designated in an interest rate hedging relationship and the related cumulative hedging adjustment (increase/(decrease)) from current and prior hedging relationships included in such carrying values.
$ in millionsCarrying
 Value
Cumulative
 Hedging
 Adjustment
As of March 2023
Assets
Investments$11,443 $(224)
Liabilities
Deposits$5,143 $(210)
Unsecured short-term borrowings$8,926 $(195)
Unsecured long-term borrowings$140,374 $(12,155)
As of December 2022
Assets
Investments$10,804 $(350)
Liabilities
Deposits$6,311 $(280)
Unsecured short-term borrowings$7,295 $(47)
Unsecured long-term borrowings$151,215 $(15,134)
In the table above:
Cumulative hedging adjustment included $4.96 billion as of March 2023 and $5.09 billion as of December 2022 of hedging adjustments from prior hedging relationships that were de-designated and substantially all were related to unsecured long-term borrowings.
The amortized cost of investments was $12.17 billion as of March 2023 and $11.49 billion as of December 2022.
In addition, cumulative hedging adjustments for items no longer designated in a hedging relationship were $41 million as of March 2023 and $111 million as of December 2022 and were primarily related to unsecured long-term borrowings.
The firm designates foreign currency forward contracts as fair value hedges of the foreign exchange risk of non-U.S. government securities classified as available-for-sale. See Note 8 for information about the amortized cost and fair value of such securities. The effectiveness of such hedges is assessed based on changes in spot rates. The gains/(losses) on the hedges (relating to both spot and forward points) and the foreign exchange gains/(losses) on the related available-for-sale securities are included in market making and were not material for both the three months ended March 2023 and March 2022.
Net Investment Hedges
The firm seeks to reduce the impact of fluctuations in foreign exchange rates on its net investments in certain non-U.S. operations through the use of foreign currency forward contracts and foreign currency-denominated debt. For foreign currency forward contracts designated as hedges, the effectiveness of the hedge is assessed based on the overall changes in the fair value of the forward contracts (i.e., based on changes in forward rates). For foreign currency-denominated debt designated as a hedge, the effectiveness of the hedge is assessed based on changes in spot rates. For qualifying net investment hedges, all gains or losses on the hedging instruments are included in currency translation.
The table below presents the gains/(losses) from net investment hedging.
Three Months
Ended March
$ in millions20232022
Hedges:
Foreign currency forward contract$(117)$109 
Foreign currency-denominated debt$(231)$168 
Gains or losses on individual net investments in non-U.S. operations are reclassified from accumulated other comprehensive income/(loss) to other principal transactions in the consolidated statements of earnings when such net investments are sold or substantially liquidated. The gross and net gains and losses on hedges and the related net investments in non-U.S. operations reclassified to earnings from accumulated other comprehensive income/(loss) were not material for both the three months ended March 2023 and March 2022.
The firm had designated $26.31 billion as of March 2023 and $21.46 billion as of December 2022 of foreign currency-denominated debt, included in unsecured long- and short-term borrowings, as hedges of net investments in non-U.S. subsidiaries.

Goldman Sachs March 2023 Form 10-Q
36

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Note 8.
Investments
Investments includes debt instruments and equity securities that are accounted for at fair value and are generally held by the firm in connection with its long-term investing activities. In addition, investments includes debt securities classified as available-for-sale and held-to-maturity that are generally held in connection with the firm’s asset-liability management activities. Investments also consists of equity securities that are accounted for under the equity method.
The table below presents information about investments.
As of
MarchDecember
$ in millions20232022
Equity securities, at fair value$14,599 $14,892 
Debt instruments, at fair value14,007 14,075 
Available-for-sale securities, at fair value48,635 49,234 
Investments, at fair value77,241 78,201 
Held-to-maturity securities53,809 51,662 
Equity method investments740 766 
Total investments$131,790 $130,629 
See Note 4 for an overview of the firm’s fair value measurement policies, valuation techniques and significant inputs used to determine the fair value of investments, and Note 5 for information about investments within the fair value hierarchy.
Equity Securities and Debt Instruments, at Fair Value
Equity securities and debt instruments, at fair value are accounted for at fair value either under the fair value option or in accordance with other U.S. GAAP, and the related fair value gains and losses are recognized in the consolidated statements of earnings.
Equity Securities, at Fair Value. Equity securities, at fair value consists of the firm’s public and private equity investments in corporate and real estate entities.
The table below presents information about equity securities, at fair value.
As of
MarchDecember
$ in millions20232022
Equity securities, at fair value$14,599 $14,892 
Equity Type
Public equity13 %13 %
Private equity87 %87 %
Total100 %100 %
Asset Class
Corporate72 %71 %
Real estate28 %29 %
Total100 %100 %



In the table above:
Equity securities, at fair value included investments accounted for at fair value under the fair value option where the firm would otherwise apply the equity method of accounting of $5.13 billion as of March 2023 and $5.35 billion as of December 2022. Gains/(losses) recognized as a result of changes in the fair value of equity securities for which the fair value option was elected were $(105) million for the three months ended March 2023 and $(187) million for the three months ended March 2022. These gains/(losses) are included in other principal transactions.
Equity securities, at fair value included $1.28 billion as of March 2023 and $1.30 billion as of December 2022 of investments in funds that are measured at NAV.
Debt Instruments, at Fair Value. Debt instruments, at fair value primarily includes mezzanine, senior and distressed debt.
The table below presents information about debt instruments, at fair value.
As of
MarchDecember
$ in millions20232022
Corporate debt securities$10,041 $10,098 
Securities backed by real estate1,020 1,003 
Money market instruments874 1,005 
Other2,072 1,969 
Total$14,007 $14,075 
In the table above:
Substantially all of the firm's money market instruments consist of time deposits.
Other included $1.74 billion as of March 2023 and $1.64 billion as of December 2022 of investments in credit funds that are measured at NAV.

37
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Investments in Funds at Net Asset Value Per Share. Equity securities and debt instruments, at fair value include investments in funds that are measured at NAV of the investment fund. The firm uses NAV to measure the fair value of fund investments when (i) the fund investment does not have a readily determinable fair value and (ii) the NAV of the investment fund is calculated in a manner consistent with the measurement principles of investment company accounting, including measurement of the investments at fair value.
Substantially all of the firm’s investments in funds at NAV consist of investments in firm-sponsored private equity, credit, real estate and hedge funds where the firm co-invests with third-party investors.
Private equity funds primarily invest in a broad range of industries worldwide, including leveraged buyouts, recapitalizations, growth investments and distressed investments. Credit funds generally invest in loans and other fixed income instruments and are focused on providing private high-yield capital for leveraged and management buyout transactions, recapitalizations, financings, refinancings, acquisitions and restructurings for private equity firms, private family companies and corporate issuers. Real estate funds invest globally, primarily in real estate companies, loan portfolios, debt recapitalizations and property. Private equity, credit and real estate funds are closed-end funds in which the firm’s investments are generally not eligible for redemption. Distributions will be received from these funds as the underlying assets are liquidated or distributed, the timing of which is uncertain.
The firm also invests in hedge funds, primarily multi-disciplinary hedge funds that employ a fundamental bottom-up investment approach across various asset classes and strategies. The firm’s investments in hedge funds primarily include interests where the underlying assets are illiquid in nature, and proceeds from redemptions will not be received until the underlying assets are liquidated or distributed, the timing of which is uncertain.

The firm's investments in funds at NAV includes investments in “covered funds” as defined in the Volcker Rule of the U.S. Dodd-Frank Wall Street Reform and Consumer Protection Act (Dodd-Frank Act). To achieve conformance with the covered fund provisions of the Volcker Rule by July 2022, the firm restructured certain legacy “illiquid funds” (as defined by the Volcker Rule) to be non-covered funds as liquidating trusts. However, based on recent interpretations of the covered fund provisions of the Volcker Rule, the firm was required to seek an additional extension from the Board of Governors of the Federal Reserve System (FRB) to bring these funds into conformance. The FRB granted the firm an additional extension to July 2023. If the firm does not conform such funds by July 2023, the firm will be required to sell such interests. If that occurs, the firm may receive a value for its interests that is less than the then carrying value as there could be a limited secondary market for these investments and the firm may be unable to sell them in orderly transactions. As of March 2023, the amount by which the firm’s investment in such funds would need to be reduced in order to achieve conformance was approximately $100 million (net of the firm’s pro rata share of cash in the funds).
The table below presents the fair value of investments in funds at NAV and the related unfunded commitments.
$ in millionsFair Value of InvestmentsUnfunded Commitments
As of March 2023  
Private equity funds$818 $618 
Credit funds1,742 293 
Hedge funds65  
Real estate funds395 138 
Total$3,020 $1,049 
As of December 2022  
Private equity funds$815 $647 
Credit funds1,645 303 
Hedge funds68 – 
Real estate funds413 138 
Total$2,941 $1,088 

Goldman Sachs March 2023 Form 10-Q
38

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Available-for-Sale Securities
Available-for-sale securities are accounted for at fair value, and the related unrealized fair value gains and losses are included in accumulated other comprehensive income/(loss) unless designated in a fair value hedging relationship. See Note 7 for information about available-for-sale securities that are designated in a hedging relationship.
The table below presents information about available-for-sale securities by tenor.
$ in millions
Amortized
 Cost
Fair
 Value
Weighted
 Average
 Yield
As of March 2023   
Less than 1 year$14,698 $14,267 0.38 %
1 year to 5 years33,650 31,586 0.80 %
5 years to 10 years547 504 1.86 %
Total U.S. government obligations48,895 46,357 0.68 %
1 year to 5 years
1,590 1,351 0.10 %
5 years to 10 years
1,096 927 0.84 %
Total non-U.S. government obligations2,686 2,278 0.40 %
Total available-for-sale securities$51,581 $48,635 0.67 %
As of December 2022   
Less than 1 year$8,103 $7,861 0.37 %
1 year to 5 years41,479 38,706 0.74 %
5 years to 10 years538 488 1.86 %
Total U.S. government obligations50,120 47,055 0.69 %
1 year to 5 years
10 10 0.27 %
5 years to 10 years
2,616 2,169 0.40 %
Total non-U.S. government obligations2,626 2,179 0.40 %
Total available-for-sale securities$52,746 $49,234 0.68 %
In the table above:
Available-for-sale securities were classified in level 1 of the fair value hierarchy as of both March 2023 and December 2022.
The weighted average yield for available-for-sale securities is presented on a pre-tax basis and computed using the effective interest rate of each security at the end of the period, weighted based on the fair value of each security.


The gross unrealized gains included in accumulated other comprehensive income/(loss) were not material and the gross unrealized losses included in accumulated other comprehensive income/(loss) were $2.95 billion as of March 2023 and primarily related to U.S. government obligations in a continuous unrealized loss position for more than a year. The gross unrealized gains included in accumulated other comprehensive income/(loss) were not material and the gross unrealized losses included in accumulated other comprehensive income/(loss) were $3.52 billion as of December 2022 and primarily related to U.S. government obligations in a continuous unrealized loss position for more than a year. Net unrealized gains/(losses) included in other comprehensive income/(loss) were $566 million ($427 million, net of tax) for the three months ended March 2023 and $(1.80) billion ($(1.35) billion, net of tax) for the three months ended March 2022.
If the fair value of available-for-sale securities is less than amortized cost, such securities are considered impaired. If the firm has the intent to sell the debt security, or if it is more likely than not that the firm will be required to sell the debt security before recovery of its amortized cost, the difference between the amortized cost (net of allowance, if any) and the fair value of the securities is recognized as an impairment loss in earnings. The firm did not record any such impairment losses during either the three months ended March 2023 or March 2022. Impaired available-for-sale debt securities that the firm has the intent and ability to hold are reviewed to determine if an allowance for credit losses should be recorded. The firm considers various factors in such determination, including market conditions, changes in issuer credit ratings and severity of the unrealized losses. The firm did not record any provision for credit losses on such securities during either the three months ended March 2023 or March 2022.
The table below presents gross realized gains and the proceeds from the sales of available-for-sale securities.
 Three Months
Ended March
$ in millions20232022
Gross realized gains$6 $– 
Gross realized losses – 
Gains/(losses)
$6 $– 
Proceeds from sales$2,452 $
In the table above, the specific identification method is used to determine realized gains on available-for-sale securities. Such amounts were reclassified from accumulated other comprehensive income/(loss) to other principal transactions in the consolidated statements of earnings.

39
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Held-to-Maturity Securities
Held-to-maturity securities are accounted for at amortized cost.
The table below presents information about held-to-maturity securities by type and tenor.
$ in millions
Amortized
Cost
Fair
Value
Weighted
Average
Yield
As of March 2023  
Less than 1 year$6,685 $6,572 2.39 %
1 year to 5 years45,452 44,710 3.15 %
5 years to 10 years1,433 1,400 3.19 %
Total U.S. government obligations53,570 52,682 3.06 %
5 years to 10 years3 2 6.60 %
Greater than 10 years236 234 3.15 %
Total securities backed by real estate239 236 3.21 %
Total held-to-maturity securities$53,809 $52,918 3.06 %
As of December 2022   
Less than 1 year$5,319 $5,282 2.98 %
1 year to 5 years45,154 43,852 3.00 %
5 years to 10 years1,026 966 2.89 %
Total U.S. government obligations51,499 50,100 2.99 %
5 years to 10 years5.63 %
Greater than 10 years161 158 3.18 %
Total securities backed by real estate163 160 3.24 %
Total held-to-maturity securities$51,662 $50,260 2.99 %
In the table above:
Substantially all of the securities backed by real estate consist of securities backed by residential real estate.
As these securities are not accounted for at fair value, they are not included in the firm’s fair value hierarchy in Notes 4 and 5. Had these securities been included in the firm’s fair value hierarchy, U.S. government obligations would have been classified in level 1 and securities backed by real estate would have been primarily classified in level 2 of the fair value hierarchy as of both March 2023 and December 2022.
The weighted average yield for held-to-maturity securities is presented on a pre-tax basis and computed using the effective interest rate of each security at the end of the period, weighted based on the amortized cost of each security.
The gross unrealized gains were $154 million as of March 2023 and were not material as of December 2022. The gross unrealized losses were $1.05 billion as of March 2023 and $1.44 billion as of December 2022.
Held-to-maturity securities are reviewed to determine if an allowance for credit losses should be recorded in the consolidated statements of earnings. The firm considers various factors in such determination, including market conditions, changes in issuer credit ratings, historical credit losses and sovereign guarantees. Provision for credit losses on such securities was not material during either the three months ended March 2023 or March 2022.
Note 9.
Loans
Loans includes (i) loans held for investment that are accounted for at amortized cost net of allowance for loan losses or at fair value under the fair value option and (ii) loans held for sale that are accounted for at the lower of cost or fair value. Interest on loans is recognized over the life of the loan and is recorded on an accrual basis.
The table below presents information about loans.
$ in millionsAmortized
Cost
Fair ValueHeld For SaleTotal
As of March 2023    
Loan Type    
Corporate$37,206 $1,040 $1,612 $39,858 
Commercial real estate26,447 999 1,244 28,690 
Residential real estate18,099 4,389 2 22,490 
Securities-based
15,934   15,934 
Other collateralized
51,879 778 210 52,867 
Consumer:   
Installment3,280  2,489 5,769 
Credit cards15,563   15,563 
Other1,328 300 307 1,935 
Total loans, gross169,736 7,506 5,864 183,106 
Allowance for loan losses(5,032)  (5,032)
Total loans$164,704 $7,506 $5,864 $178,074 
As of December 2022    
Loan Type    
Corporate$36,822 $996 $2,317 $40,135 
Commercial real estate26,222 1,146 1,511 28,879 
Residential real estate18,523 4,511 23,035 
Securities-based
16,671 – – 16,671 
Other collateralized
50,473 716 513 51,702 
Consumer:   
Installment6,326 – – 6,326 
Credit cards15,820 – – 15,820 
Other1,723 286 252 2,261 
Total loans, gross172,580 7,655 4,594 184,829 
Allowance for loan losses(5,543)– – (5,543)
Total loans$167,037 $7,655 $4,594 $179,286 
In the table above:
Loans held for investment that are accounted for at amortized cost include net deferred fees and costs, and unamortized premiums and discounts, which are amortized over the life of the loan. These amounts were less than 1% of loans accounted for at amortized cost as of both March 2023 and December 2022.
During the first quarter of 2023, the firm sold $1.0 billion of Marcus loans and transferred the remaining $2.88 billion of the Marcus loans portfolio to held for sale. As a result, the firm incurred a loss of approximately $470 million in net revenues, which was largely offset by a related reserve reduction of approximately $440 million in provision for credit losses.
Substantially all loans had floating interest rates as of both March 2023 and December 2022.

Goldman Sachs March 2023 Form 10-Q
40

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The following is a description of the loan types in the table above:
Corporate. Corporate loans includes term loans, revolving lines of credit, letter of credit facilities and bridge loans, and are principally used for operating and general corporate purposes, or in connection with acquisitions. Corporate loans are secured (typically by a senior lien on the assets of the borrower) or unsecured, depending on the loan purpose, the risk profile of the borrower and other factors.
Commercial Real Estate. Commercial real estate loans includes originated loans that are directly or indirectly secured by hotels, retail stores, multifamily housing complexes and commercial and industrial properties. Commercial real estate loans also includes loans extended to clients who warehouse assets that are directly or indirectly backed by commercial real estate. In addition, commercial real estate includes loans purchased by the firm.
Residential Real Estate. Residential real estate loans primarily includes loans extended to wealth management clients and to clients who warehouse assets that are directly or indirectly secured by residential real estate. In addition, residential real estate includes loans purchased by the firm.
Securities-Based. Securities-based loans includes loans that are secured by stocks, bonds, mutual funds, and exchange-traded funds. These loans are primarily extended to the firm's wealth management clients and used for purposes other than purchasing, carrying or trading margin stocks. Securities-based loans require borrowers to post additional collateral based on changes in the underlying collateral's fair value.
Other Collateralized. Other collateralized loans includes loans that are backed by specific collateral (other than securities and real estate). Such loans are extended to clients who warehouse assets that are directly or indirectly secured by corporate loans, consumer loans and other assets. Other collateralized loans also includes loans to investment funds (managed by third parties) that are collateralized by capital commitments of the funds' investors or assets held by the fund, as well as other secured loans extended to the firm's wealth management clients.
Installment. Installment loans are unsecured loans originated by the firm.
Credit Cards. Credit card loans are loans made pursuant to revolving lines of credit issued to consumers by the firm.
Other. Other loans includes unsecured loans extended to wealth management clients and unsecured consumer and credit card loans purchased by the firm.
See Note 4 for an overview of the firm’s fair value measurement policies, valuation techniques and significant inputs used to determine the fair value of loans, and Note 5 for information about loans within the fair value hierarchy.
Credit Quality
Risk Assessment. The firm’s risk assessment process includes evaluating the credit quality of its loans by the firm’s independent risk oversight and control function. For corporate loans and a majority of securities-based, real estate, other collateralized and other loans, the firm performs credit analyses which incorporate initial and ongoing evaluations of the capacity and willingness of a borrower to meet its financial obligations. These credit evaluations are performed on an annual basis or more frequently if deemed necessary as a result of events or changes in circumstances. The firm determines an internal credit rating for the borrower by considering the results of the credit evaluations and assumptions with respect to the nature of and outlook for the borrower’s industry and the economic environment. Beginning in the first quarter of 2023, the firm also takes into consideration collateral received or other credit support arrangements when determining an internal credit rating on collateralized loans, as management believes that this methodology better reflects the credit quality of the underlying loans. In the table below, prior period amounts have been conformed to reflect the current methodology. The impact to December 2022 was an increase in loans classified as investment-grade and a decrease in loans classified as non-investment-grade of $25.0 billion in real estate (warehouse loans) and other collateralized loans. For consumer loans and for loans that are not assigned an internal credit rating, the firm reviews certain key metrics, including, but not limited to, the Fair Isaac Corporation (FICO) credit scores, delinquency status, collateral value and other risk factors.

41
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents gross loans by an internally determined public rating agency equivalent or other credit metrics and the concentration of secured and unsecured loans.
$ in millions
Investment-Grade
Non-Investment- GradeOther Metrics/UnratedTotal
As of March 2023   
Accounting Method   
Amortized cost$88,707 $56,412 $24,617 $169,736 
Fair value2,242 2,745 2,519 7,506 
Held for sale299 2,996 2,569 5,864 
Total$91,248 $62,153 $29,705 $183,106 
Loan Type    
Corporate$10,241 $29,617 $ $39,858 
Real estate:   
Commercial12,251 16,312 127 28,690 
Residential11,200 6,466 4,824 22,490 
Securities-based
12,276 679 2,979 15,934 
Other collateralized
44,536 8,196 135 52,867 
Consumer:   
Installment  5,769 5,769 
Credit cards  15,563 15,563 
Other744 883 308 1,935 
Total$91,248 $62,153 $29,705 $183,106 
Secured90 %91 %27 %80 %
Unsecured10 %9 %73 %20 %
Total100 %100 %100 %100 %
As of December 2022   
Accounting Method   
Amortized cost$88,497 $55,122 $28,961 $172,580 
Fair value2,116 2,968 2,571 7,655 
Held for sale557 3,991 46 4,594 
Total$91,170 $62,081 $31,578 $184,829 
Loan Type    
Corporate$10,200 $29,935 $– $40,135 
Real estate:   
Commercial11,922 16,822 135 28,879 
Residential11,994 5,670 5,371 23,035 
Securities-based
12,901 764 3,006 16,671 
Other collateralized
43,093 8,291 318 51,702 
Consumer:   
Installment– – 6,326 6,326 
Credit cards– – 15,820 15,820 
Other1,060 599 602 2,261 
Total$91,170 $62,081 $31,578 $184,829 
Secured89 %90 %27 %79 %
Unsecured11 %10 %73 %21 %
Total100 %100 %100 %100 %

In the table above:
Substantially all residential real estate, securities-based, other collateralized and other loans included in the other metrics/unrated category consists of loans where the firm uses other key metrics to assess the borrower’s credit quality, such as loan-to-value ratio, delinquency status, collateral value, expected cash flows, FICO credit score (which measures a borrower’s creditworthiness by considering factors such as payment and credit history) and other risk factors.
For installment and credit card loans included in the other metrics/unrated category, the evaluation of credit quality incorporates the borrower’s FICO credit score. FICO credit scores are periodically refreshed by the firm to assess the updated creditworthiness of the borrower. See “Vintage” below for information about installment and credit card loans by FICO credit scores.
The firm also assigns a regulatory risk rating to its loans based on the definitions provided by the U.S. federal bank regulatory agencies. Total loans included 91% of loans as of March 2023 and 93% of loans as of December 2022 that were rated pass/non-criticized.




Goldman Sachs March 2023 Form 10-Q
42

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Vintage. The tables below present gross loans accounted for at amortized cost (excluding installment and credit card loans) by an internally determined public rating agency equivalent or other credit metrics and origination year for term loans.
 As of March 2023
$ in millionsInvestment-
 Grade
Non-Investment-
 Grade
 Other Metrics/
 Unrated
Total
2023$280 $301 $ $581 
20222,543 3,681  6,224 
20211,485 4,210  5,695 
2020518 2,558  3,076 
2019192 2,695  2,887 
2018 or earlier440 4,049  4,489 
Revolving4,593 9,661  14,254 
Corporate10,051 27,155  37,206 
202391 62  153 
2022861 3,819 55 4,735 
2021923 3,532  4,455 
2020422 1,555  1,977 
2019339 1,409  1,748 
2018 or earlier1,350 1,088 11 2,449 
Revolving7,915 3,015  10,930 
Commercial real estate11,901 14,480 66 26,447 
2023219 115 133 467 
20221,499 1,043 1,101 3,643 
2021986 1,341 1,169 3,496 
20206 30 63 99 
20197 36 61 104 
2018 or earlier21 244 64 329 
Revolving7,407 2,554  9,961 
Residential real estate10,145 5,363 2,591 18,099 
20225   5 
20198   8 
2018 or earlier275 22  297 
Revolving11,988 657 2,979 15,624 
Securities-based 12,276 679 2,979 15,934 
20231,406 364  1,770 
20224,160 794 48 5,002 
20213,291 1,058 32 4,381 
20201,867 374 35 2,276 
2019481 57 11 549 
2018 or earlier762 236 7 1,005 
Revolving31,667 5,229  36,896 
Other collateralized 43,634 8,112 133 51,879 
202311 20  31 
202217 96  113 
202117 160  177 
2020 270  270 
2019 8  8 
2018 or earlier  5 5 
Revolving655 69  724 
Other700 623 5 1,328 
Total$88,707 $56,412 $5,774 $150,893 
Percentage of total59 %37 %4 %100 %
 As of December 2022
$ in millionsInvestment-
 Grade
Non-Investment-
 Grade
Other Metrics/
 Unrated
Total
2022$2,607 $4,042 $$6,651 
20211,669 4,273 – 5,942 
2020684 2,595 – 3,279 
2019209 2,779 – 2,988 
2018759 1,911 – 2,670 
2017 or earlier508 2,329 – 2,837 
Revolving3,709 8,746 – 12,455 
Corporate10,145 26,675 36,822 
2022805 3,900 4,707 
2021771 3,460 – 4,231 
2020407 1,740 – 2,147 
2019480 1,267 – 1,747 
2018212 469 – 681 
2017 or earlier1,238 797 11 2,046 
Revolving7,660 3,003 – 10,663 
Commercial real estate11,573 14,636 13 26,222 
20221,493 833 1,307 3,633 
20211,263 888 1,357 3,508 
202089 103 
2019– 99 106 
201810 50 138 198 
2017 or earlier31 10 142 183 
Revolving8,065 2,727 – 10,792 
Residential real estate10,877 4,514 3,132 18,523 
2022– – 
2018– – 
2017 or earlier– 291 – 291 
Revolving12,895 473 3,006 16,374 
Securities-based
12,901 764 3,006 16,671 
20224,556 751 113 5,420 
20213,339 1,098 146 4,583 
20201,871 701 36 2,608 
2019523 79 12 614 
2018545 108 659 
2017 or earlier487 108 – 595 
Revolving30,669 5,323 35,994 
Other collateralized 41,990 8,168 315 50,473 
202244 105 – 149 
202117 162 – 179 
2020– 29 262 291 
2019– 10 – 10 
2017 or earlier– – 
Revolving950 59 80 1,089 
Other1,011 365 347 1,723 
Total$88,497 $55,122 $6,815 $150,434 
Percentage of total
59 %37 %%100 %
In the tables above, revolving loans which converted to term loans were $485 million as of March 2023 and $725 million as of December 2022, and primarily included other collateralized loans.



43
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents gross installment loans by refreshed FICO credit scores and origination year and gross credit card loans by refreshed FICO credit scores.
$ in millionsGreater than or
 equal to 660
Less than 660Total
As of March 2023   
2023$1,037 $48 $1,085 
20221,995 155 2,150 
202119 15 34 
20202 3 5 
20191 3 4 
2018 or earlier 2 2 
Installment3,054 226 3,280 
Credit cards10,290 5,273 15,563 
Total$13,344 $5,499 $18,843 
Percentage of total:   
Installment93 %7 %100 %
Credit cards66 %34 %100 %
Total71 %29 %100 %
As of December 2022   
2022$4,349 $242 $4,591 
20211,080 109 1,189 
2020251 23 274 
2019160 23 183 
201870 13 83 
2017 or earlier
Installment5,915 411 6,326 
Credit cards10,762 5,058 15,820 
Total$16,677 $5,469 $22,146 
Percentage of total:  
Installment94 %%100 %
Credit cards68 %32 %100 %
Total75 %25 %100 %
In the table above, credit card loans consist of revolving lines of credit.
Credit Concentrations. The table below presents the concentration of gross loans by region.
$ in millionsCarrying
 Value
AmericasEMEAAsiaTotal
As of March 2023     
Corporate$39,858 61 %30 %9 %100 %
Commercial real estate28,690 79 %16 %5 %100 %
Residential real estate22,490 95 %4 %1 %100 %
Securities-based
15,934 83 %16 %1 %100 %
Other collateralized
52,867 86 %12 %2 %100 %
Consumer:    
Installment5,769 100 %  100 %
Credit cards15,563 100 %  100 %
Other1,935 90 %10 % 100 %
Total$183,106 82 %15 %3 %100 %
As of December 2022    
Corporate$40,135 57 %34 %%100 %
Commercial real estate28,879 79 %16 %%100 %
Residential real estate23,035 96 %%%100 %
Securities-based
16,671 83 %15 %%100 %
Other collateralized
51,702 86 %12 %%100 %
Consumer:    
Installment6,326 100 %– – 100 %
Credit cards15,820 100 %– – 100 %
Other2,261 89 %11 %– 100 %
Total$184,829 81 %15 %%100 %
In the table above:
EMEA represents Europe, Middle East and Africa.
The top five industry concentrations for corporate loans as of March 2023 were 26% for technology, media & telecommunications, 18% for diversified industrials, 12% for real estate, 11% for healthcare and 10% for consumer & retail.
The top five industry concentrations for corporate loans as of December 2022 were 26% for technology, media & telecommunications, 18% for diversified industrials, 11% for real estate, 10% for healthcare and 10% for consumer & retail.
Nonaccrual, Past Due and Modified Loans. Loans accounted for at amortized cost (other than credit card loans) are placed on nonaccrual status when it is probable that the firm will not collect all principal and interest due under the contractual terms, regardless of the delinquency status or if a loan is past due for 90 days or more, unless the loan is both well collateralized and in the process of collection. At that time, all accrued but uncollected interest is reversed against interest income and interest subsequently collected is recognized on a cash basis to the extent the loan balance is deemed collectible. Otherwise, all cash received is used to reduce the outstanding loan balance. A loan is considered past due when a principal or interest payment has not been made according to its contractual terms. Credit card loans are not placed on nonaccrual status and accrue interest until the loan is paid in full or is charged off.
The table below presents information about past due loans.
$ in millions30-89 days90 days
 or more
Total
As of March 2023   
Corporate$ $58 $58 
Commercial real estate66 432 498 
Residential real estate2 6 8 
Securities-based
22  22 
Other collateralized
92 6 98 
Consumer:  
Installment54 19 73 
Credit cards295 308 603 
Other16 5 21 
Total$547 $834 $1,381 
Total divided by gross loans at amortized cost0.8 %
As of December 2022   
Corporate$– $92 $92 
Commercial real estate47 362 409 
Residential real estate10 
Securities-based
– 
Other collateralized
10 15 
Consumer:  
Installment46 17 63 
Credit cards291 265 556 
Other17 22 
Total$416 $752 $1,168 
Total divided by gross loans at amortized cost0.7 %
Goldman Sachs March 2023 Form 10-Q
44

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents information about nonaccrual loans.
 As of
MarchDecember
$ in millions20232022
Corporate$1,738 $1,432 
Commercial real estate1,575 1,079 
Residential real estate66 93 
Other collateralized
107 65 
Other26 – 
Installment21 41 
Total$3,533 $2,710 
Total divided by gross loans at amortized cost2.1 %1.6 %
In the table above:
Nonaccrual loans included $605 million as of March 2023 and $483 million as of December 2022 of loans that were 30 days or more past due.
Loans that were 90 days or more past due and still accruing were not material as of both March 2023 and December 2022.
Allowance for loan losses as a percentage of total nonaccrual loans was 142.4% as of March 2023 and 204.5% as of December 2022.
In certain circumstances, the firm may modify the original terms of a loan agreement by granting a concession to a borrower experiencing financial difficulty, typically in the form of a modification of loan covenants, but may also include forbearance of interest or principal, payment extensions or interest rate reductions. These modifications, to the extent significant, were considered TDRs as of December 2022. In January 2023, the firm adopted ASU No. 2022-02, which eliminated the recognition and measurement guidance for TDRs and requires enhanced disclosures for certain loan modifications. As of December 2022, loans modified in a TDR were $231 million and commitments related to such loans were not material. Substantially all of such loans modified in a TDR were related to corporate and commercial real estate loans. During the three months ended March 2023, the firm provided loan modifications (in the form of term extensions) to borrowers experiencing financial difficulty. The carrying value of such loans was $337 million as of March 2023 and commitments related to such loans were not material. Substantially all of such loan modifications were related to corporate and commercial real estate loans. The impact of these modifications was not material for the three months ended March 2023.

Allowance for Credit Losses
The firm’s allowance for credit losses consists of the allowance for losses on loans and lending commitments accounted for at amortized cost. Loans and lending commitments accounted for at fair value or accounted for at the lower of cost or fair value are not subject to an allowance for credit losses.
To determine the allowance for credit losses, the firm classifies its loans and lending commitments accounted for at amortized cost into wholesale and consumer portfolios. These portfolios represent the level at which the firm has developed and documented its methodology to determine the allowance for credit losses. The allowance for credit losses is measured on a collective basis for loans that exhibit similar risk characteristics using a modeled approach and on an asset-specific basis for loans that do not share similar risk characteristics.
The allowance for credit losses takes into account the weighted average of a range of forecasts of future economic conditions over the expected life of the loan and lending commitments. The expected life of each loan or lending commitment is determined based on the contractual term adjusted for extension options or demand features, or is modeled in the case of revolving credit card loans. The forecasts include baseline, favorable and adverse economic scenarios over a three-year period. For loans with expected lives beyond three years, the model reverts to historical loss information based on a non-linear modeled approach. The forecasted economic scenarios consider a number of risk factors relevant to the wholesale and consumer portfolios described below. The firm applies judgment in weighing individual scenarios each quarter based on a variety of factors, including the firm’s internally derived economic outlook, market consensus, recent macroeconomic conditions and industry trends.
The allowance for credit losses also includes qualitative components which allow management to reflect the uncertain nature of economic forecasting, capture uncertainty regarding model inputs, and account for model imprecision and concentration risk.

45
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Management’s estimate of credit losses entails judgment about the expected life of the loan and loan collectability at the reporting dates, and there are uncertainties inherent in those judgments. The allowance for credit losses is subject to a governance process that involves review and approval by senior management within the firm’s independent risk oversight and control functions. Personnel within the firm’s independent risk oversight and control functions are responsible for forecasting the economic variables that underlie the economic scenarios that are used in the modeling of expected credit losses. While management uses the best information available to determine this estimate, future adjustments to the allowance may be necessary based on, among other things, changes in the economic environment or variances between actual results and the original assumptions used.
The table below presents gross loans and lending commitments accounted for at amortized cost by portfolio.
As of
March 2023December 2022
$ in millionsLoansLending
 Commitments
LoansLending
 Commitments
Wholesale
Corporate$37,206 $135,509 $36,822 $137,149 
Commercial real estate26,447 3,295 26,222 3,692 
Residential real estate18,099 2,001 18,523 3,089 
Securities-based
15,934 718 16,671 508 
Other collateralized
51,879 12,982 50,473 13,209 
Other1,328 1,015 1,723 944 
Consumer
Installment3,280 2,271 6,326 1,882 
Credit cards15,563 66,373 15,820 62,216 
Total$169,736 $224,164 $172,580 $222,689 
In the table above, wholesale loans included $3.51 billion as of March 2023 and $2.67 billion as of December 2022 of nonaccrual loans for which the allowance for credit losses was measured on an asset-specific basis. The allowance for credit losses on these loans was $647 million as of March 2023 and $535 million as of December 2022. These loans included $692 million as of March 2023 and $384 million as of December 2022 of loans which did not require a reserve as the loan was deemed to be recoverable.
See Note 18 for further information about lending commitments.

The following is a description of the methodology used to calculate the allowance for credit losses:
Wholesale. The allowance for credit losses for wholesale loans and lending commitments that exhibit similar risk characteristics is measured using a modeled approach. These models determine the probability of default and loss given default based on various risk factors, including internal credit ratings, industry default and loss data, expected life, macroeconomic indicators, the borrower’s capacity to meet its financial obligations, the borrower’s country of risk and industry, loan seniority and collateral type. For lending commitments, the methodology also considers the probability of drawdowns or funding. In addition, for loans backed by real estate, risk factors include the loan-to-value ratio, debt service ratio and home price index. The most significant inputs to the forecast model for wholesale loans and lending commitments include unemployment rates, GDP, credit spreads, commercial and industrial delinquency rates, short- and long-term interest rates, and oil prices.
The allowance for loan losses for wholesale loans that do not share similar risk characteristics, such as nonaccrual loans, is calculated using the present value of expected future cash flows discounted at the loan’s effective rate, the observable market price of the loan or the fair value of the collateral.
Wholesale loans are charged off against the allowance for loan losses when deemed to be uncollectible.
Consumer. The allowance for credit losses for consumer loans that exhibit similar risk characteristics is calculated using a modeled approach which classifies consumer loans into pools based on borrower-related and exposure-related characteristics that differentiate a pool’s risk characteristics from other pools. The factors considered in determining a pool are generally consistent with the risk characteristics used for internal credit risk measurement and management and include key metrics, such as FICO credit scores, delinquency status, loan vintage and macroeconomic indicators. The most significant inputs to the forecast model for consumer loans include unemployment rates and delinquency rates. The expected life of revolving credit card loans is determined by modeling expected future draws and the timing and amount of repayments allocated to the funded balance. The firm also recognizes an allowance for credit losses on commitments to acquire loans and commitments extended in connection with point-of-sale financing. However, no allowance for credit losses is recognized on credit card lending commitments as they are cancellable by the firm.
Installment loans are charged off when they are 120 days past due. Credit card loans are charged off when they are 180 days past due.

Goldman Sachs March 2023 Form 10-Q
46

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Allowance for Credit Losses Rollforward
The table below presents information about the allowance for credit losses.
$ in millionsWholesale Consumer Total
Three Months Ended March 2023
Allowance for loan losses
Beginning balance$2,562 $2,981 $5,543 
Charge-offs(25)(271)(296)
Recoveries14 24 38 
Net (charge-offs)/recoveries(11)(247)(258)
Provision8 (257)(249)
Other(4) (4)
Ending balance$2,555 $2,477 $5,032 
Allowance ratio1.7 %13.1 %3.0 %
Net charge-off ratio 4.6 %0.6 %
Allowance for losses on lending commitments
Beginning balance$711 $63 $774 
Provision(16)(9)(25)
Other(2) (2)
Ending balance$693 $54 $747 
Three Months Ended March 2022
Allowance for loan losses
Beginning balance$2,135 $1,438 $3,573 
Charge-offs(98)(87)(185)
Recoveries12 19 31 
Net (charge-offs)/recoveries(86)(68)(154)
Provision257 416 673 
Other(6) (6)
Ending balance$2,300 $1,786 $4,086 
Allowance ratio1.7 %12.2 %2.7 %
Net charge-off ratio0.3 %2.1 %0.4 %
Allowance for losses on lending commitments
Beginning balance$589 $187 $776 
Provision73 (185)(112)
Ending balance$662 $$664 
In the table above:
Other primarily represented the reduction to the allowance related to loans and lending commitments transferred to held for sale.
The allowance ratio is calculated by dividing the allowance for loan losses by gross loans accounted for at amortized cost.
The net charge-off ratio is calculated by dividing annualized net (charge-offs)/recoveries by average gross loans accounted for at amortized cost.

Forecast Model Inputs as of March 2023
When modeling expected credit losses, the firm employs a weighted, multi-scenario forecast, which includes baseline, adverse and favorable economic scenarios. As of March 2023, this multi-scenario forecast was weighted towards the baseline and adverse economic scenarios.
The table below presents the forecasted U.S. unemployment and U.S. GDP growth rates used in the baseline economic scenario of the forecast model.
As of March 2023
U.S. unemployment rate 
Forecast for the quarter ended: 
June 20233.6 %
December 20234.1 %
June 20244.5 %
Growth in U.S. GDP 
Forecast for the year: 
20231.2 %
20240.9 %
20251.7 %
The adverse economic scenario of the forecast model reflects a global recession in 2023 and a more aggressive tightening of monetary policy by central banks, resulting in an economic contraction and rising unemployment rates. In this scenario, the U.S. unemployment rate peaks at approximately 7.4% during the second quarter of 2024 and the maximum decline in the quarterly U.S. GDP relative to the first quarter of 2023 is approximately 2.7%, which occurs during the first quarter of 2024.
In the table above:
U.S. unemployment rate represents the rate forecasted as of the respective quarter-end.
Growth in U.S. GDP represents the year-over-year growth rate forecasted for the respective years.
While the U.S. unemployment and U.S. GDP growth rates are significant inputs to the forecast model, the model contemplates a variety of other inputs across a range of scenarios to provide a forecast of future economic conditions. Given the complex nature of the forecasting process, no single economic variable can be viewed in isolation and independently of other inputs.

47
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Allowance for Credit Losses Commentary
Three Months Ended March 2023. The allowance for credit losses decreased by $538 million during the three months ended March 2023, reflecting a reserve reduction of approximately $440 million associated with the sale of Marcus loans and transfer of the remaining Marcus loans portfolio to held for sale and reserve releases based on actual repayment experience, partially offset by growth in the firm's consumer point-of-sale loans portfolio.
Charge-offs for the three months ended March 2023 for wholesale loans were not material and charge-offs for consumer loans were primarily related to credit cards.
Three Months Ended March 2022. The allowance for credit losses increased by $401 million during the three months ended March 2022.
The provision for credit losses reflected growth in the firm’s lending portfolios (primarily in credit cards) and the impact of macroeconomic and geopolitical concerns. In addition, the provision for credit losses for wholesale loans was impacted by asset-specific provisions primarily related to borrowers in the real estate and consumer & retail industries.
Charge-offs for the three months ended March 2022 for wholesale loans were primarily related to corporate loans and charge-offs for consumer loans were primarily related to credit cards.
Estimated Fair Value
The table below presents the estimated fair value of loans that are not accounted for at fair value and in what level of the fair value hierarchy they would have been classified if they had been included in the firm’s fair value hierarchy.
 Carrying ValueEstimated Fair Value
$ in millionsLevel 2Level 3Total
As of March 2023    
Amortized cost$164,704 $86,265 $80,182 $166,447 
Held for sale$5,864 $1,905 $3,978 $5,883 
As of December 2022    
Amortized cost$167,037 $85,921 $83,121 $169,042 
Held for sale$4,594 $2,592 $2,014 $4,606 
See Note 4 for an overview of the firm’s fair value measurement policies, valuation techniques and significant inputs used to determine the fair value of loans, and Note 5 for information about loans within the fair value hierarchy.







Note 10.
Fair Value Option
Other Financial Assets and Liabilities at Fair Value
In addition to trading assets and liabilities, and certain investments and loans, the firm accounts for certain of its other financial assets and liabilities at fair value, substantially all under the fair value option. The primary reasons for electing the fair value option are to:
Reflect economic events in earnings on a timely basis;
Mitigate volatility in earnings from using different measurement attributes (e.g., transfers of financial assets accounted for as financings are recorded at fair value, whereas the related secured financing would be recorded on an accrual basis absent electing the fair value option); and
Address simplification and cost-benefit considerations (e.g., accounting for hybrid financial instruments at fair value in their entirety versus bifurcation of embedded derivatives and hedge accounting for debt hosts).
Hybrid financial instruments are instruments that contain bifurcatable embedded derivatives and do not require settlement by physical delivery of nonfinancial assets (e.g., physical commodities). If the firm elects to bifurcate the embedded derivative from the associated debt, the derivative is accounted for at fair value and the host contract is accounted for at amortized cost, adjusted for the effective portion of any fair value hedges. If the firm does not elect to bifurcate, the entire hybrid financial instrument is accounted for at fair value under the fair value option.
Other financial assets and liabilities accounted for at fair value under the fair value option include:
Resale and repurchase agreements;
Certain securities borrowed and loaned transactions;
Certain customer and other receivables and certain other assets and liabilities;
Certain time deposits (deposits with no stated maturity are not eligible for a fair value option election), including structured certificates of deposit, which are hybrid financial instruments;
Substantially all other secured financings, including transfers of assets accounted for as financings; and
Certain unsecured short- and long-term borrowings, substantially all of which are hybrid financial instruments.
See Note 4 for an overview of the firm’s fair value measurement policies, valuation techniques and significant inputs used to determine the fair value of other financial assets and liabilities, and Note 5 for information about other financial assets and liabilities within the fair value hierarchy.
Goldman Sachs March 2023 Form 10-Q
48

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Gains and Losses on Other Financial Assets and Liabilities Accounted for at Fair Value Under the Fair Value Option
The table below presents the gains and losses recognized in earnings as a result of the election to apply the fair value option to certain financial assets and liabilities.
 Three Months
Ended March
$ in millions20232022
Unsecured short-term borrowings$(1,761)$1,705 
Unsecured long-term borrowings(2,307)2,547 
Other(141)330 
Total$(4,209)$4,582 
In the table above:
Gains/(losses) were substantially all included in market making.
Gains/(losses) exclude contractual interest, which is included in interest income and interest expense, for all instruments other than hybrid financial instruments. See Note 23 for further information about interest income and interest expense.
Gains/(losses) included in unsecured short- and long-term borrowings were substantially all related to the embedded derivative component of hybrid financial instruments. These gains and losses would have been recognized under other U.S. GAAP even if the firm had not elected to account for the entire hybrid financial instrument at fair value.
Gains/(losses) included in other were substantially all related to resale and repurchase agreements, deposits, other secured financings and other liabilities.
Other financial assets and liabilities at fair value are frequently economically hedged with trading assets and liabilities. Accordingly, gains or losses on such other financial assets and liabilities can be partially offset by gains or losses on trading assets and liabilities. As a result, gains or losses on other financial assets and liabilities do not necessarily represent the overall impact on the firm’s results of operations, liquidity or capital resources.
See Note 8 for information about gains/(losses) on equity securities and Note 9 for information about gains/(losses) on loans which are accounted for at fair value under the fair value option. Gains/(losses) on trading assets and liabilities accounted for at fair value under the fair value option are included in market making. See Note 6 for further information about gains/(losses) from market making.

Long-Term Debt Instruments
The aggregate contractual principal amount of long-term other secured financings, for which the fair value option was elected, exceeded the related fair value by $181 million as of March 2023. The related amount was not material as of December 2022.
The aggregate contractual principal amount of unsecured long-term borrowings, for which the fair value option was elected, exceeded the related fair value by $4.74 billion as of March 2023 and $5.03 billion as of December 2022.
These debt instruments include both principal-protected and non-principal-protected long-term borrowings.
Debt Valuation Adjustment
The firm calculates the fair value of financial liabilities for which the fair value option is elected by discounting future cash flows at a rate which incorporates the firm’s credit spreads.
The table below presents information about the net debt valuation adjustment (DVA) gains/(losses) on financial liabilities for which the fair value option was elected.
 Three Months
Ended March
$ in millions20232022
Pre-tax DVA$(1)$993 
After-tax DVA
$(1)$740 
In the table above:
After-tax DVA is included in debt valuation adjustment in the consolidated statements of comprehensive income.
The gains/(losses) reclassified to market making in the consolidated statements of earnings from accumulated other comprehensive income/(loss) upon extinguishment of such financial liabilities were not material for both the three months ended March 2023 and March 2022.
49
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Loans and Lending Commitments
The table below presents the difference between the aggregate fair value and the aggregate contractual principal amount for loans (included in trading assets and loans in the consolidated balance sheets) for which the fair value option was elected.
 
As of
MarchDecember
$ in millions20232022
Performing loans  
Aggregate contractual principal in excess of fair value$1,928 $2,645 
Loans on nonaccrual status and/or more than 90 days past due
Aggregate contractual principal in excess of fair value$2,887 $3,331 
Aggregate fair value$2,369 $2,633 
In the table above, the aggregate contractual principal amount of loans on nonaccrual status and/or more than 90 days past due (which excludes loans carried at zero fair value and considered uncollectible) exceeds the related fair value primarily because the firm regularly purchases loans, such as distressed loans, at values significantly below the contractual principal amounts.
The fair value of unfunded lending commitments for which the fair value option was elected was a liability of $16 million as of March 2023 and $22 million as of December 2022, and the related total contractual amount of these lending commitments was $215 million as of March 2023 and $307 million as of December 2022. See Note 18 for further information about lending commitments.
Impact of Credit Spreads on Loans and Lending Commitments
The estimated net gain/(loss) attributable to changes in instrument-specific credit spreads on loans and lending commitments for which the fair value option was elected was $8 million for the three months ended March 2023 and $(2) million for the three months ended March 2022. The firm generally calculates the fair value of loans and lending commitments for which the fair value option is elected by discounting future cash flows at a rate which incorporates the instrument-specific credit spreads. For floating-rate loans and lending commitments, substantially all changes in fair value are attributable to changes in instrument-specific credit spreads, whereas for fixed-rate loans and lending commitments, changes in fair value are also attributable to changes in interest rates.







Note 11.
Collateralized Agreements and Financings
Collateralized agreements are resale agreements and securities borrowed. Collateralized financings are repurchase agreements, securities loaned and other secured financings. The firm enters into these transactions in order to, among other things, facilitate client activities, invest excess cash, acquire securities to cover short positions and finance certain firm activities.
Collateralized agreements and financings with the same settlement date are presented on a net-by-counterparty basis when such transactions meet certain settlement criteria and are subject to netting agreements. Interest on collateralized agreements, which is included in interest income, and collateralized financings, which is included in interest expense, is recognized over the life of the transaction. See Note 23 for further information about interest income and interest expense.
Resale and Repurchase Agreements
A resale agreement is a transaction in which the firm purchases financial instruments from a seller, typically in exchange for cash, and simultaneously enters into an agreement to resell the same or substantially the same financial instruments to the seller at a stated price plus accrued interest at a future date.
A repurchase agreement is a transaction in which the firm sells financial instruments to a buyer, typically in exchange for cash, and simultaneously enters into an agreement to repurchase the same or substantially the same financial instruments from the buyer at a stated price plus accrued interest at a future date.
Even though repurchase and resale agreements (including “repos- and reverses-to-maturity”) involve the legal transfer of ownership of financial instruments, they are accounted for as financing arrangements because they require the financial instruments to be repurchased or resold before or at the maturity of the agreement. The financial instruments purchased or sold in resale and repurchase agreements typically include U.S. government and agency, and investment-grade sovereign obligations.
The firm receives financial instruments purchased under resale agreements and makes delivery of financial instruments sold under repurchase agreements. To mitigate credit exposure, the firm monitors the market value of these financial instruments on a daily basis, and delivers or obtains additional collateral due to changes in the market value of the financial instruments, as appropriate. For resale agreements, the firm typically requires collateral with a fair value approximately equal to the carrying value of the relevant assets in the consolidated balance sheets.

Goldman Sachs March 2023 Form 10-Q
50

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Securities Borrowed and Loaned Transactions
In a securities borrowed transaction, the firm borrows securities from a counterparty in exchange for cash or securities. When the firm returns the securities, the counterparty returns the cash or securities. Interest is generally paid periodically over the life of the transaction.
In a securities loaned transaction, the firm lends securities to a counterparty in exchange for cash or securities. When the counterparty returns the securities, the firm returns the cash or securities posted as collateral. Interest is generally paid periodically over the life of the transaction.
The firm receives securities borrowed and makes delivery of securities loaned. To mitigate credit exposure, the firm monitors the market value of these securities on a daily basis, and delivers or obtains additional collateral due to changes in the market value of the securities, as appropriate. For securities borrowed transactions, the firm typically requires collateral with a fair value approximately equal to the carrying value of the securities borrowed transaction.
Securities borrowed and loaned within FICC financing are recorded at fair value under the fair value option. See Note 5 for further information about securities borrowed and loaned accounted for at fair value.
Substantially all of the securities borrowed and loaned within Equities financing are recorded based on the amount of cash collateral advanced or received plus accrued interest. The firm also reviews such securities borrowed to determine if an allowance for credit losses should be recorded by taking into consideration the fair value of collateral received. As these agreements generally can be terminated on demand, they exhibit little, if any, sensitivity to changes in interest rates. Therefore, the carrying value of such agreements approximates fair value. As these agreements are not accounted for at fair value, they are not included in the firm’s fair value hierarchy in Notes 4 and 5. Had these agreements been included in the firm’s fair value hierarchy, they would have been classified in level 2 as of both March 2023 and December 2022.
Offsetting Arrangements
The table below presents resale and repurchase agreements and securities borrowed and loaned transactions included in the consolidated balance sheets, as well as the amounts not offset in the consolidated balance sheets.
 Assets Liabilities
$ in millionsResale agreements Securities borrowedRepurchase agreementsSecurities loaned
As of March 2023   
Included in the consolidated balance sheets
Gross carrying value$281,953 $203,830 $277,189 $46,972 
Counterparty netting(79,802)(653)(79,802)(653)
Total202,151 203,177 197,387 46,319 
Amounts not offset    
Counterparty netting(22,899)(6,480)(22,899)(6,480)
Collateral(167,725)(189,121)(172,373)(39,042)
Total$11,527 $7,576 $2,115 $797 
As of December 2022
Included in the consolidated balance sheets
Gross carrying value$334,042 $199,623 $219,274 $41,309 
Counterparty netting(108,925)(10,582)(108,925)(10,582)
Total225,117 189,041 110,349 30,727 
Amounts not offset    
Counterparty netting(15,350)(4,576)(15,350)(4,576)
Collateral(204,843)(171,997)(92,997)(25,578)
Total$4,924 $12,468 $2,002 $573 
In the table above:
Substantially all of the gross carrying values of these arrangements are subject to enforceable netting agreements.
Where the firm has received or posted collateral under credit support agreements, but has not yet determined such agreements are enforceable, the related collateral has not been netted.
Amounts not offset includes counterparty netting that does not meet the criteria for netting under U.S. GAAP and the fair value of collateral received or posted subject to enforceable credit support agreements.
Resale agreements and repurchase agreements are carried at fair value under the fair value option. See Note 4 for further information about the valuation techniques and significant inputs used to determine fair value.
Securities borrowed included in the consolidated balance sheets of $40.60 billion as of March 2023 and $38.58 billion as of December 2022, and securities loaned of $5.73 billion as of March 2023 and $4.37 billion as of December 2022 were at fair value under the fair value option. See Note 5 for further information about securities borrowed and securities loaned accounted for at fair value.
51
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Gross Carrying Value of Repurchase Agreements and Securities Loaned
The table below presents the gross carrying value of repurchase agreements and securities loaned by class of collateral pledged.
$ in millionsRepurchase agreementsSecurities loaned
As of March 2023  
Money market instruments$1,116 $ 
U.S. government and agency obligations156,350 210 
Non-U.S. government and agency obligations88,963 789 
Securities backed by commercial real estate528 23 
Securities backed by residential real estate1,249 1 
Corporate debt securities16,930 459 
State and municipal obligations35  
Other debt obligations
249 8 
Equity securities11,769 45,482 
Total$277,189 $46,972 
As of December 2022  
Money market instruments$10 $– 
U.S. government and agency obligations112,825 55 
Non-U.S. government and agency obligations87,828 594 
Securities backed by commercial real estate172 – 
Securities backed by residential real estate466 – 
Corporate debt securities11,398 295 
State and municipal obligations143 – 
Other debt obligations108 – 
Equity securities6,324 40,365 
Total$219,274 $41,309 
The table below presents the gross carrying value of repurchase agreements and securities loaned by maturity.
 As of March 2023
$ in millionsRepurchase agreementsSecurities loaned
No stated maturity and overnight$125,201 $32,180 
2 - 30 days71,999 434 
31 - 90 days26,718 1,144 
91 days - 1 year45,044 8,208 
Greater than 1 year8,227 5,006 
Total$277,189 $46,972 
In the table above:
Repurchase agreements and securities loaned that are repayable prior to maturity at the option of the firm are reflected at their contractual maturity dates.
Repurchase agreements and securities loaned that are redeemable prior to maturity at the option of the holder are reflected at the earliest dates such options become exercisable.


Other Secured Financings
In addition to repurchase agreements and securities loaned transactions, the firm funds certain assets through the use of other secured financings and pledges financial instruments and other assets as collateral in these transactions. These other secured financings include:
Liabilities of consolidated VIEs;
Transfers of assets accounted for as financings rather than sales (e.g., pledged commodities, bank loans and mortgage whole loans); and
Other structured financing arrangements.
Other secured financings included nonrecourse arrangements. Nonrecourse other secured financings were $7.99 billion as of March 2023 and $7.94 billion as of December 2022.
The firm has elected to apply the fair value option to substantially all other secured financings because the use of fair value eliminates non-economic volatility in earnings that would arise from using different measurement attributes. See Note 10 for further information about other secured financings that are accounted for at fair value.
Other secured financings that are not recorded at fair value are recorded based on the amount of cash received plus accrued interest, which generally approximates fair value. As these financings are not accounted for at fair value, they are not included in the firm’s fair value hierarchy in Notes 4 and 5. Had these financings been included in the firm’s fair value hierarchy, substantially all would have been classified in level 3 as of both March 2023 and December 2022.
The table below presents information about other secured financings.
$ in millionsU.S.
Dollar
Non-U.S. DollarTotal
As of March 2023   
Other secured financings (short-term):   
At fair value$7,809 $2,870 $10,679 
At amortized cost409 391 800 
Other secured financings (long-term):  
At fair value3,575 3,148 6,723 
At amortized cost309  309 
Total other secured financings$12,102 $6,409 $18,511 
Other secured financings collateralized by:
Financial instruments$7,815 $5,364 $13,179 
Other assets$4,287 $1,045 $5,332 
As of December 2022  
Other secured financings (short-term):  
At fair value$3,478 $2,963 $6,441 
At amortized cost398 – 398 
Other secured financings (long-term):  
At fair value3,793 2,522 6,315 
At amortized cost395 397 792 
Total other secured financings$8,064 $5,882 $13,946 
Other secured financings collateralized by:
Financial instruments$3,817 $4,895 $8,712 
Other assets$4,247 $987 $5,234 
Goldman Sachs March 2023 Form 10-Q
52

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
In the table above:
Short-term other secured financings includes financings maturing within one year of the financial statement date and financings that are redeemable within one year of the financial statement date at the option of the holder.
U.S. dollar-denominated short-term other secured financings at amortized cost had a weighted average interest rate of 5.51% as of March 2023 and 5.56% as of December 2022. These rates include the effect of hedging activities.
Non-U.S. dollar-denominated short-term other secured financings at amortized cost had a weighted average interest rate of 0.45% as of March 2023. This rate includes the effect of hedging activities.
U.S. dollar-denominated long-term other secured financings at amortized cost had a weighted average interest rate of 3.49% as of March 2023 and 3.54% as of December 2022. These rates include the effect of hedging activities.
Non-U.S. dollar-denominated long-term other secured financings at amortized cost had a weighted average interest rate of 0.45% as of December 2022. This rate includes the effect of hedging activities.
Total other secured financings included $1.94 billion as of March 2023 and $1.69 billion as of December 2022 related to transfers of financial assets accounted for as financings rather than sales. Such financings were collateralized by financial assets, primarily included in trading assets, of $1.90 billion as of March 2023 and $1.64 billion as of December 2022.
Other secured financings collateralized by financial instruments included $11.59 billion as of March 2023 and $7.49 billion as of December 2022 of other secured financings collateralized by trading assets, investments and loans, and included $1.59 billion as of March 2023 and $1.22 billion as of December 2022 of other secured financings collateralized by financial instruments received as collateral and repledged.

The table below presents other secured financings by maturity.
As of
$ in millionsMarch 2023
Other secured financings (short-term)$11,479 
Other secured financings (long-term): 
20242,046 
20251,279 
2026994 
2027167 
2028844 
2029 - thereafter1,702 
Total other secured financings (long-term) 7,032 
Total other secured financings$18,511 
In the table above:
Long-term other secured financings that are repayable prior to maturity at the option of the firm are reflected at their contractual maturity dates.
Long-term other secured financings that are redeemable prior to maturity at the option of the holder are reflected at the earliest dates such options become exercisable.
Collateral Received and Pledged
The firm receives cash and securities (e.g., U.S. government and agency obligations, other sovereign and corporate obligations, as well as equity securities) as collateral, primarily in connection with resale agreements, securities borrowed, derivative transactions and customer margin loans. The firm obtains cash and securities as collateral on an upfront or contingent basis for derivative instruments and collateralized agreements to reduce its credit exposure to individual counterparties.
In many cases, the firm is permitted to deliver or repledge financial instruments received as collateral when entering into repurchase agreements and securities loaned transactions, primarily in connection with secured client financing activities. The firm is also permitted to deliver or repledge these financial instruments in connection with other secured financings, collateralized derivative transactions and firm or customer settlement requirements.
The firm also pledges certain trading assets in connection with repurchase agreements, securities loaned transactions and other secured financings, and other assets (substantially all real estate and cash) in connection with other secured financings to counterparties who may or may not have the right to deliver or repledge them.

53
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents financial instruments at fair value received as collateral that were available to be delivered or repledged and were delivered or repledged.
 
As of
MarchDecember
$ in millions20232022
Collateral available to be delivered or repledged$956,347 $971,699 
Collateral that was delivered or repledged$809,466 $797,919 
The table below presents information about assets pledged.
 
As of
MarchDecember
$ in millions20232022
Pledged to counterparties that had the right to deliver or repledge
Trading assets$81,927 $40,143 
Investments$10,223 $9,818 
Pledged to counterparties that did not have the right to deliver or repledge
Trading assets$123,009 $70,912 
Investments$11,837 $1,726 
Loans$8,847 $6,600 
Other assets$7,390 $7,525 
The firm also segregates securities for regulatory and other purposes related to client activity. Such securities are segregated from trading assets and investments, as well as from securities received as collateral under resale agreements and securities borrowed transactions. Securities segregated by the firm were $42.98 billion as of March 2023 and $49.60 billion as of December 2022.
Note 12.
Other Assets
The table below presents other assets by type.
 
As of
MarchDecember
$ in millions20232022
Property, leasehold improvements and equipment$16,461 $17,074 
Goodwill6,439 6,374 
Identifiable intangible assets1,965 2,009 
Operating lease right-of-use assets2,148 2,172 
Income tax-related assets6,794 7,012 
Miscellaneous receivables and other 7,995 4,567 
Total$41,802 $39,208 

Property, Leasehold Improvements and Equipment
Property, leasehold improvements and equipment is net of accumulated depreciation and amortization of $12.88 billion as of March 2023 and $12.19 billion as of December 2022. Property, leasehold improvements and equipment included $7.02 billion as of March 2023 and $7.17 billion as of December 2022 that the firm uses in connection with its operations, and $77 million as of March 2023 and $89 million as of December 2022 of foreclosed real estate primarily related to distressed loans that were purchased by the firm. The remainder is held by investment entities, including VIEs, consolidated by the firm. Substantially all property and equipment is depreciated on a straight-line basis over the useful life of the asset. Leasehold improvements are amortized on a straight-line basis over the shorter of the useful life of the improvement or the term of the lease. Capitalized costs of software developed or obtained for internal use are amortized on a straight-line basis over three years.
The firm tests property, leasehold improvements and equipment for impairment when events or changes in circumstances suggest that an asset’s or asset group’s carrying value may not be fully recoverable. To the extent the carrying value of an asset or asset group exceeds the projected undiscounted cash flows expected to result from the use and eventual disposal of the asset or asset group, the firm determines the asset or asset group is impaired and records an impairment equal to the difference between the estimated fair value and the carrying value of the asset or asset group. In addition, the firm will recognize an impairment prior to the sale of an asset or asset group if the carrying value of the asset or asset group exceeds its estimated fair value.
During the three months ended March 2023, the firm had impairments of approximately $355 million related to consolidated real estate investments and approximately $35 million related to capitalized software. Substantially all of these impairments were included within Asset & Wealth Management. There were no material impairments during the three months ended March 2022.

Goldman Sachs March 2023 Form 10-Q
54

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Goodwill
Goodwill is the cost of acquired companies in excess of the fair value of net assets, including identifiable intangible assets, at the acquisition date.
The table below presents the carrying value of goodwill by reporting unit.
 
As of
MarchDecember
$ in millions20232022
Global Banking & Markets:
Investment banking
$267 $267 
FICC
269 269 
Equities
2,647 2,647 
Asset & Wealth Management:
Asset management1,398 1,385 
Wealth management1,340 1,310 
Platform Solutions:  
Consumer platforms
504 482 
Transaction banking and other
14 14 
Total$6,439 $6,374 
In the table above:
The increase in goodwill from December 2022 to March 2023 was primarily attributable to an updated purchase price allocation related to the GreenSky acquisition.
During 2022, goodwill increased by $2.09 billion, substantially all in connection with the acquisitions of GreenSky and NN Investment Partners (NNIP).
Goodwill is assessed for impairment annually in the fourth quarter or more frequently if events occur or circumstances change that indicate an impairment may exist. When assessing goodwill for impairment, first, a qualitative assessment can be made to determine whether it is more likely than not that the estimated fair value of a reporting unit is less than its carrying value. If the results of the qualitative assessment are not conclusive, a quantitative goodwill test is performed. Alternatively, a quantitative goodwill test can be performed without performing a qualitative assessment.
The quantitative goodwill test compares the estimated fair value of each reporting unit with its carrying value (including goodwill and identifiable intangible assets). If the reporting unit’s estimated fair value exceeds its carrying value, goodwill is not impaired. An impairment is recognized if the estimated fair value of a reporting unit is less than its carrying value.
In the fourth quarter of 2022, goodwill was tested for impairment using a quantitative test. The estimated fair value of each of the reporting units exceeded its respective carrying value, and therefore, goodwill was not impaired.

The estimated fair value of each reporting unit was based on valuation techniques the firm believes market participants would use to value these reporting units. Estimated fair values are generally derived from utilizing a relative value technique, which applies observable price-to-earnings multiples or price-to-book multiples of comparable competitors to the reporting units’ net earnings or net book value, or a discounted cash flow valuation approach, for reporting units with businesses in early stages of development. The carrying value of each reporting unit reflects an allocation of total shareholders’ equity and represents the estimated amount of total shareholders’ equity required to support the activities of the reporting unit under currently applicable regulatory capital requirements.
Based on the evaluation of relevant factors during the first quarter of 2023, including stress in the banking sector, the firm determined it was more likely than not that the estimated fair value of each of the reporting units exceeded its respective carrying value as of March 2023.
Identifiable Intangible Assets
The table below presents identifiable intangible assets by type.
 
As of
MarchDecember
$ in millions20232022
Customer lists and merchant relationships  
Gross carrying value$3,237 $3,225 
Accumulated amortization(1,321)(1,275)
Net carrying value1,916 1,950 
Acquired leases and other  
Gross carrying value481 486 
Accumulated amortization(432)(427)
Net carrying value49 59 
Total gross carrying value3,718 3,711 
Total accumulated amortization(1,753)(1,702)
Total net carrying value$1,965 $2,009 
The firm did not acquire any identifiable intangible assets during the three months ended March 2023. The firm acquired approximately $1.79 billion of identifiable intangible assets (with a weighted average amortization period of 13 years) during 2022, substantially all in connection with the acquisitions of GreenSky and NNIP. Substantially all of these identifiable intangible assets consisted of customer lists and merchant relationships.
Substantially all of the firm’s identifiable intangible assets have finite useful lives and are amortized over their estimated useful lives generally using the straight-line method.

55
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The tables below present information about the amortization of identifiable intangible assets.
 Three Months
Ended March
$ in millions20232022
Amortization$52 $19 
As of
$ in millionsMarch 2023
Estimated future amortization 
Remainder of 2023$150 
2024$188 
2025$171 
2026$164 
2027$163 
2028$162 
The firm tests identifiable intangible assets for impairment when events or changes in circumstances suggest that an asset’s or asset group’s carrying value may not be fully recoverable. To the extent the carrying value of an asset or asset group exceeds the projected undiscounted cash flows expected to result from the use and eventual disposal of the asset or asset group, the firm determines the asset or asset group is impaired and records an impairment equal to the difference between the estimated fair value and the carrying value of the asset or asset group. In addition, the firm will recognize an impairment prior to the sale of an asset or asset group if the carrying value of the asset or asset group exceeds its estimated fair value. There were no material impairments during either the three months ended March 2023 or March 2022.
Operating Lease Right-of-Use Assets
The firm enters into operating leases for real estate, office equipment and other assets, substantially all of which are used in connection with its operations. For leases longer than one year, the firm recognizes a right-of-use asset representing the right to use the underlying asset for the lease term, and a lease liability representing the liability to make payments. The lease term is generally determined based on the contractual maturity of the lease. For leases where the firm has the option to terminate or extend the lease, an assessment of the likelihood of exercising the option is incorporated into the determination of the lease term. Such assessment is initially performed at the inception of the lease and is updated if events occur that impact the original assessment.
An operating lease right-of-use asset is initially determined based on the operating lease liability, adjusted for initial direct costs, lease incentives and amounts paid at or prior to lease commencement. This amount is then amortized over the lease term. Right-of-use assets and operating lease liabilities recognized (in non-cash transactions for leases entered into or assumed) by the firm were $38 million for the three months ended March 2023 and $67 million for the three months ended March 2022. See Note 15 for information about operating lease liabilities.
For leases where the firm will derive no economic benefit from leased space that it has vacated or where the firm has shortened the term of a lease when space is no longer needed, the firm will record an impairment or accelerated amortization of right-of-use assets. There were no material impairments or accelerated amortizations during either the three months ended March 2023 or March 2022.
Miscellaneous Receivables and Other
Miscellaneous receivables and other included:
A term deposit with First Republic Bank of approximately $2.4 billion as of March 2023. This deposit is accounted for at cost, net of an allowance for credit losses.
Investments in qualified affordable housing projects of $1.30 billion as of March 2023 and $793 million as of December 2022. The firm accounts for these investments using the proportional amortization method such that the investment is amortized in proportion to the income tax credits received on such investments. The amortization of investments and the related income tax credit are recorded as a component of the provision for taxes. The impact of the amortization and the related tax credits was not material for both the three months ended March 2023 and March 2022.
Assets classified as held for sale of $122 million as of March 2023 and $285 million as of December 2022 related to certain of the firm’s consolidated investments within Asset & Wealth Management, substantially all of which consisted of property and equipment.
Note 13.
Deposits
The table below presents the types and sources of deposits.
$ in millionsSavings and
 Demand
TimeTotal
As of March 2023   
Private bank and consumer
$185,793 $32,939 $218,732 
Brokered certificates of deposit 29,804 29,804 
Deposit sweep programs39,117  39,117 
Transaction banking67,972 3,344 71,316 
Other1,052 15,510 16,562 
Total$293,934 $81,597 $375,531 
As of December 2022  
Private bank and consumer$192,713 $33,046 $225,759 
Brokered certificates of deposit– 32,624 32,624 
Deposit sweep programs44,819 – 44,819 
Transaction banking65,155 5,069 70,224 
Other808 12,431 13,239 
Total$303,495 $83,170 $386,665 

Goldman Sachs March 2023 Form 10-Q
56

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
In the table above:
Substantially all deposits are interest-bearing.
Savings and demand accounts consist of money market deposit accounts, negotiable order of withdrawal accounts and demand deposit accounts that have no stated maturity or expiration date.
Time deposits included $18.53 billion as of March 2023 and $15.75 billion as of December 2022 of deposits accounted for at fair value under the fair value option. See Note 10 for further information about deposits accounted for at fair value.
Time deposits had a weighted average maturity of approximately 0.9 years as of both March 2023 and December 2022.
Deposit sweep programs include long-term contractual agreements with U.S. broker-dealers who sweep client cash to FDIC-insured deposits.
Transaction banking deposits consists of deposits that the firm raised through its cash management services business for corporate and other institutional clients.
Other deposits represent deposits from institutional clients.
Deposits insured by the FDIC were $185.15 billion as of March 2023 and $184.88 billion as of December 2022.
Deposits insured by non-U.S. insurance programs were $24.67 billion as of March 2023 and $31.74 billion as of December 2022. The decline in insured deposits from December 2022 reflected a change in an insurance program that became effective in January 2023, which reduced the population of deposit accounts eligible for insurance coverage and lowered the applicable insurance limits.
The table below presents the location of deposits.
 
As of
MarchDecember
$ in millions20232022
U.S. offices$297,425 $313,598 
Non-U.S. offices78,106 73,067 
Total$375,531 $386,665 
In the table above, U.S. deposits were held at Goldman Sachs Bank USA (GS Bank USA) and substantially all non-U.S. deposits were held at Goldman Sachs International Bank (GSIB) and Goldman Sachs Bank Europe SE (GSBE).
The table below presents maturities of time deposits held in U.S. and non-U.S. offices.
 As of March 2023
$ in millionsU.S.Non-U.S.Total
Remainder of 2023$28,834 $18,695 $47,529 
202420,350 3,312 23,662 
20254,034 223 4,257 
20262,598 276 2,874 
20271,224 192 1,416 
2028598 182 780 
2029 - thereafter892 187 1,079 
Total$58,530 $23,067 $81,597 
As of March 2023, deposits in U.S. offices included $12.70 billion and deposits in non-U.S. offices included $22.21 billion of time deposits in denominations that met or exceeded the applicable insurance limits, or were otherwise not covered by insurance.
The firm’s savings and demand deposits are recorded based on the amount of cash received plus accrued interest, which approximates fair value. In addition, the firm designates certain derivatives as fair value hedges to convert a portion of its time deposits not accounted for at fair value from fixed-rate obligations into floating-rate obligations. The carrying value of time deposits not accounted for at fair value approximated fair value as of both March 2023 and December 2022. As these savings and demand deposits and time deposits are not accounted for at fair value, they are not included in the firm’s fair value hierarchy in Notes 4 and 5. Had these deposits been included in the firm’s fair value hierarchy, they would have been classified in level 2 as of both March 2023 and December 2022.
Note 14.
Unsecured Borrowings
The table below presents information about unsecured borrowings.
 
As of
MarchDecember
$ in millions20232022
Unsecured short-term borrowings$64,603 $60,961 
Unsecured long-term borrowings240,794 247,138 
Total$305,397 $308,099 
Unsecured Short-Term Borrowings
Unsecured short-term borrowings includes the portion of unsecured long-term borrowings maturing within one year of the financial statement date and unsecured long-term borrowings that are redeemable within one year of the financial statement date at the option of the holder.
The firm accounts for certain hybrid financial instruments at fair value under the fair value option. See Note 10 for further information about unsecured short-term borrowings that are accounted for at fair value. In addition, the firm designates certain derivatives as fair value hedges to convert a portion of its unsecured short-term borrowings not accounted for at fair value from fixed-rate obligations into floating-rate obligations. The carrying value of unsecured short-term borrowings that are not recorded at fair value generally approximates fair value due to the short-term nature of the obligations. As these unsecured short-term borrowings are not accounted for at fair value, they are not included in the firm’s fair value hierarchy in Notes 4 and 5. Had these borrowings been included in the firm’s fair value hierarchy, substantially all would have been classified in level 2 as of both March 2023 and December 2022.
57
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents information about unsecured short-term borrowings.
 
As of
MarchDecember
$ in millions20232022
Current portion of unsecured long-term borrowings$37,069 $38,635 
Hybrid financial instruments21,664 18,383 
Commercial paper3,207 1,718 
Other unsecured short-term borrowings2,663 2,225 
Total unsecured short-term borrowings$64,603 $60,961 
Weighted average interest rate 4.04 %3.71 %
In the table above, the weighted average interest rates for these borrowings include the effect of hedging activities and exclude unsecured short-term borrowings accounted for at fair value under the fair value option. See Note 7 for further information about hedging activities.
Unsecured Long-Term Borrowings
The table below presents information about unsecured long-term borrowings.
$ in millionsU.S. DollarNon-U.S.
 Dollar
Total
As of March 2023   
Fixed-rate obligations$113,785 $39,003 $152,788 
Floating-rate obligations53,672 34,334 88,006 
Total$167,457 $73,337 $240,794 
As of December 2022  
Fixed-rate obligations$118,986 $38,538 $157,524 
Floating-rate obligations55,689 33,925 89,614 
Total$174,675 $72,463 $247,138 
In the table above:
Unsecured long-term borrowings consists principally of senior borrowings, which have maturities extending through 2063.
Floating-rate obligations includes equity-linked, credit-linked and indexed instruments. Floating interest rates are generally based on Euro Interbank Offered Rate, SOFR or USD LIBOR.
U.S. dollar-denominated debt had interest rates ranging from 0.66% to 6.75% (with a weighted average rate of 3.56%) as of March 2023 and 0.66% to 6.75% (with a weighted average rate of 3.51%) as of December 2022. These rates exclude unsecured long-term borrowings accounted for at fair value under the fair value option.
Non-U.S. dollar-denominated debt had interest rates ranging from 0.13% to 7.25% (with a weighted average rate of 1.88%) as of March 2023 and 0.13% to 7.25% (with a weighted average rate of 1.85%) as of December 2022. These rates exclude unsecured long-term borrowings accounted for at fair value under the fair value option.

The table below presents unsecured long-term borrowings by maturity.
As of
$ in millionsMarch 2023
2024$35,683 
202536,981 
202622,578 
202733,206 
202821,446 
2029 - thereafter90,900 
Total$240,794 
In the table above:
Unsecured long-term borrowings maturing within one year of the financial statement date and unsecured long-term borrowings that are redeemable within one year of the financial statement date at the option of the holder are excluded as they are included in unsecured short-term borrowings.
Unsecured long-term borrowings that are repayable prior to maturity at the option of the firm are reflected at their contractual maturity dates.
Unsecured long-term borrowings that are redeemable prior to maturity at the option of the holder are reflected at the earliest dates such options become exercisable.
Unsecured long-term borrowings included $(12.09) billion of adjustments to the carrying value of certain unsecured long-term borrowings resulting from the application of hedge accounting by year of maturity as follows: $(227) million in 2024, $(1.04) billion in 2025, $(683) million in 2026, $(1.33) billion in 2027, $(1.38) billion in 2028 and $(7.43) billion in 2029 and thereafter.
The firm designates certain derivatives as fair value hedges to convert a portion of fixed-rate unsecured long-term borrowings not accounted for at fair value into floating-rate obligations. See Note 7 for further information about hedging activities.
The table below presents unsecured long-term borrowings, after giving effect to such hedging activities.
 
As of
March
December
$ in millions20232022
Fixed-rate obligations:  
At fair value$7,416 $6,147 
At amortized cost10,826 6,065 
Floating-rate obligations:
At fair value67,472 67,000 
At amortized cost155,080 167,926 
Total$240,794 $247,138 

Goldman Sachs March 2023 Form 10-Q
58

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
In the table above, the aggregate amounts of unsecured long-term borrowings had weighted average interest rates of 5.46% (2.94% related to fixed-rate obligations and 5.62% related to floating-rate obligations) as of March 2023 and 4.97% (4.08% related to fixed-rate obligations and 5.00% related to floating-rate obligations) as of December 2022. These rates exclude unsecured long-term borrowings accounted for at fair value under the fair value option.
The carrying value of unsecured long-term borrowings for which the firm did not elect the fair value option was $165.91 billion as of March 2023 and $173.99 billion as of December 2022. The estimated fair value of such unsecured long-term borrowings was $165.75 billion as of March 2023 and $173.70 billion as of December 2022. As these borrowings are not accounted for at fair value, they are not included in the firm’s fair value hierarchy in Notes 4 and 5. Had these borrowings been included in the firm’s fair value hierarchy, substantially all would have been classified in level 2 as of both March 2023 and December 2022.
Subordinated Borrowings
Unsecured long-term borrowings includes subordinated debt and junior subordinated debt. Subordinated debt that matures within one year is included in unsecured short-term borrowings. Junior subordinated debt is junior in right of payment to other subordinated borrowings, which are junior to senior borrowings. Long-term subordinated debt had maturities ranging from 2025 to 2045 as of both March 2023 and December 2022.
The table below presents information about subordinated borrowings.
$ in millionsPar
 Amount
Carrying
 Value
Rate
As of March 2023   
Subordinated debt$12,243 $12,229 7.14 %
Junior subordinated debt968 1,081 5.36 %
Total$13,211 $13,310 7.01 %
As of December 2022   
Subordinated debt$12,261 $11,882 6.40 %
Junior subordinated debt968 1,054 4.86 %
Total$13,229 $12,936 6.29 %
In the table above, the rate is the weighted average interest rate for these borrowings (excluding borrowings accounted for at fair value under the fair value option), including the effect of fair value hedges used to convert fixed-rate obligations into floating-rate obligations. See Note 7 for further information about hedging activities.
Junior Subordinated Debt
In 2004, Group Inc. issued $2.84 billion of junior subordinated debt to Goldman Sachs Capital I, a Delaware statutory trust. Goldman Sachs Capital I issued $2.75 billion of guaranteed preferred beneficial interests (Trust Preferred securities) to third parties and $85 million of common beneficial interests to Group Inc. As of both March 2023 and December 2022, the outstanding par amount of junior subordinated debt held by Goldman Sachs Capital I was $968 million and the outstanding par amount of Trust Preferred securities and common beneficial interests issued by Goldman Sachs Capital I was $939 million and $29 million, respectively. Goldman Sachs Capital I is a wholly-owned finance subsidiary of the firm for regulatory and legal purposes but is not consolidated for accounting purposes.
The firm pays interest semi-annually on the junior subordinated debt at an annual rate of 6.345% and the debt matures on February 15, 2034. The coupon rate and the payment dates applicable to the beneficial interests are the same as the interest rate and payment dates for the junior subordinated debt. The firm has the right, from time to time, to defer payment of interest on the junior subordinated debt, and therefore cause payment on Goldman Sachs Capital I’s preferred beneficial interests to be deferred, in each case up to ten consecutive semi-annual periods. During any such deferral period, the firm will not be permitted to, among other things, pay dividends on or make certain repurchases of its common stock. Goldman Sachs Capital I is not permitted to pay any distributions on the common beneficial interests held by Group Inc. unless all dividends payable on the preferred beneficial interests have been paid in full.



















59
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Note 15.
Other Liabilities
The table below presents other liabilities by type.
 
As of
MarchDecember
$ in millions20232022
Compensation and benefits$3,688 $7,225 
Income tax-related liabilities2,681 2,669 
Operating lease liabilities2,129 2,154 
Noncontrolling interests621 649 
Employee interests in consolidated funds20 25 
Accrued expenses and other 8,123 8,733 
Total$17,262 $21,455 
Operating Lease Liabilities
For leases longer than one year, the firm recognizes a right-of-use asset representing the right to use the underlying asset for the lease term, and a lease liability representing the liability to make payments. See Note 12 for information about operating lease right-of-use assets.
The table below presents information about operating lease liabilities.
$ in millionsOperating
 lease liabilities
As of March 2023 
Remainder of 2023$241 
2024348 
2025289 
2026243 
2027209 
2028 - thereafter1,446 
Total undiscounted lease payments2,776 
Imputed interest(647)
Total operating lease liabilities$2,129 
Weighted average remaining lease term13 years
Weighted average discount rate3.73 %
As of December 2022 
2023$325 
2024334 
2025283 
2026236 
2027203 
2028 - thereafter1,424 
Total undiscounted lease payments2,805 
Imputed interest(651)
Total operating lease liabilities$2,154 
Weighted average remaining lease term13 years
Weighted average discount rate3.66 %
In the table above, the weighted average discount rate represents the firm’s incremental borrowing rate as of January 2019 for operating leases existing on the date of adoption of ASU No. 2016-02, “Leases (Topic 842),” and at the lease inception date for leases entered into subsequent to the adoption of this ASU.

Operating lease costs were $119 million for the three months ended March 2023 and $120 million for the three months ended March 2022. Variable lease costs, which are included in operating lease costs, were not material for both the three months ended March 2023 and March 2022. Total occupancy expenses for space held in excess of the firm’s current requirements were not material for both the three months ended March 2023 and March 2022.
Lease payments relating to operating lease arrangements that were signed but had not yet commenced were $1.46 billion as of March 2023.
Accrued Expenses and Other
Accrued expenses and other included:
There were no liabilities that were classified as held for sale as of both March 2023 and December 2022. See Note 12 for further information about assets held for sale.
Contract liabilities, which represent consideration received by the firm in connection with its contracts with clients prior to providing the service, were $130 million as of March 2023 and $113 million as of December 2022.
Note 16.
Securitization Activities
The firm securitizes residential and commercial mortgages, corporate bonds, loans and other types of financial assets by selling these assets to securitization vehicles (e.g., trusts, corporate entities and limited liability companies) or through a resecuritization. The firm acts as underwriter of the beneficial interests that are sold to investors. The firm’s residential mortgage securitizations are primarily in connection with government agency securitizations.
The firm accounts for a securitization as a sale when it has relinquished control over the transferred financial assets. Prior to securitization, the firm generally accounts for assets pending transfer at fair value and therefore does not typically recognize significant gains or losses upon the transfer of assets. Net revenues from underwriting activities are recognized in connection with the sales of the underlying beneficial interests to investors.

Goldman Sachs March 2023 Form 10-Q
60

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The firm generally receives cash in exchange for the transferred assets but may also have continuing involvement with the transferred financial assets, including ownership of beneficial interests in securitized financial assets, primarily in the form of debt instruments. The firm may also purchase senior or subordinated securities issued by securitization vehicles (which are typically VIEs) in connection with secondary market-making activities.
The primary risks included in beneficial interests and other interests from the firm’s continuing involvement with securitization vehicles are the performance of the underlying collateral, the position of the firm’s investment in the capital structure of the securitization vehicle and the market yield for the security. Interests accounted for at fair value are primarily classified in level 2 of the fair value hierarchy. Interests not accounted for at fair value are carried at amounts that approximate fair value. See Note 4 for further information about fair value measurements.
The table below presents the amount of financial assets securitized and the cash flows received on retained interests in securitization entities in which the firm had continuing involvement as of the end of the period.
Three Months
Ended March
$ in millions20232022
Residential mortgages$7,496 $11,730 
Commercial mortgages604 6,221 
Other financial assets464 2,021 
Total financial assets securitized$8,564 $19,972 
Retained interests cash flows$102 $193 
The firm securitized assets of $44 million during the three months ended March 2023 and $200 million during the three months ended March 2022, in a non-cash exchange for loans and investments.


The table below presents information about nonconsolidated securitization entities to which the firm sold assets and had continuing involvement as of the end of the period.
$ in millionsOutstanding
 Principal
 Amount
Retained
 Interests
Purchased
 Interests
As of March 2023
U.S. government agency-issued CMOs$38,378 $1,877 $ 
Other residential mortgage-backed28,938 1,289 117 
Other commercial mortgage-backed59,680 1,340 101 
Corporate debt and other asset-backed8,587 381 50 
Total$135,583 $4,887 $268 
As of December 2022
U.S. government agency-issued CMOs$38,617 $1,835 $– 
Other residential mortgage-backed27,075 1,461 117 
Other commercial mortgage-backed59,688 1,349 82 
Corporate debt and other asset-backed8,750 398 46 
Total$134,130 $5,043 $245 
In the table above:
CMOs represents collateralized mortgage obligations.
The outstanding principal amount is presented for the purpose of providing information about the size of the securitization entities and is not representative of the firm’s risk of loss.
The firm’s risk of loss from retained or purchased interests is limited to the carrying value of these interests.
Purchased interests represent senior and subordinated interests, purchased in connection with secondary market-making activities, in securitization entities in which the firm also holds retained interests.
Substantially all of the total outstanding principal amount and total retained interests relate to securitizations during 2018 and thereafter.
The fair value of retained interests was $4.87 billion as of March 2023 and $5.03 billion as of December 2022.
In addition to the interests in the table above, the firm had other continuing involvement in the form of derivative transactions and commitments with certain nonconsolidated VIEs. The carrying value of these derivatives and commitments was a net asset of $96 million as of March 2023 and $72 million as of December 2022, and the notional amount of these derivatives and commitments was $1.89 billion as of March 2023 and $1.90 billion as of December 2022. The notional amounts of these derivatives and commitments are included in maximum exposure to loss in the nonconsolidated VIE table in Note 17. Additionally, the firm has provided seller financing of approximately $830 million in connection with the sale of $1.0 billion of Marcus loans.

61
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents information about the weighted average key economic assumptions used in measuring the fair value of mortgage-backed retained interests.
As of
MarchDecember
$ in millions20232022
Fair value of retained interests$4,502 $4,644 
Weighted average life (years)7.16.6
Constant prepayment rate7.7%7.7%
Impact of 10% adverse change$(40)$(27)
Impact of 20% adverse change$(73)$(48)
Discount rate8.4%9.5%
Impact of 10% adverse change$(136)$(138)
Impact of 20% adverse change$(259)$(266)
In the table above:
Amounts do not reflect the benefit of other financial instruments that are held to mitigate risks inherent in these retained interests.
Changes in fair value based on an adverse variation in assumptions generally cannot be extrapolated because the relationship of the change in assumptions to the change in fair value is not usually linear.
The impact of a change in a particular assumption is calculated independently of changes in any other assumption. In practice, simultaneous changes in assumptions might magnify or counteract the sensitivities disclosed above.
The constant prepayment rate is included only for positions for which it is a key assumption in the determination of fair value.
The discount rate for retained interests that relate to U.S. government agency-issued CMOs does not include any credit loss. Expected credit loss assumptions are reflected in the discount rate for the remainder of retained interests.
The firm has other retained interests not reflected in the table above with a fair value of $368 million and a weighted average life of 6.9 years as of March 2023, and a fair value of $384 million and a weighted average life of 6.4 years as of December 2022. Due to the nature and fair value of certain of these retained interests, the weighted average assumptions for constant prepayment and discount rates and the related sensitivity to adverse changes are not meaningful as of both March 2023 and December 2022. The firm’s maximum exposure to adverse changes in the value of these interests is the carrying value of $381 million as of March 2023 and $398 million as of December 2022.


Note 17.
Variable Interest Entities
A variable interest in a VIE is an investment (e.g., debt or equity) or other interest (e.g., derivatives or loans and lending commitments) that will absorb portions of the VIE’s expected losses and/or receive portions of the VIE’s expected residual returns.
The firm’s variable interests in VIEs include senior and subordinated debt; loans and lending commitments; limited and general partnership interests; preferred and common equity; derivatives that may include foreign currency, equity and/or credit risk; guarantees; and certain of the fees the firm receives from investment funds. Certain interest rate, foreign currency and credit derivatives the firm enters into with VIEs are not variable interests because they create, rather than absorb, risk.
VIEs generally finance the purchase of assets by issuing debt and equity securities that are either collateralized by or indexed to the assets held by the VIE. The debt and equity securities issued by a VIE may include tranches of varying levels of subordination. The firm’s involvement with VIEs includes securitization of financial assets, as described in Note 16, and investments in and loans to other types of VIEs, as described below. See Note 3 for the firm’s consolidation policies, including the definition of a VIE.
VIE Consolidation Analysis
The enterprise with a controlling financial interest in a VIE is known as the primary beneficiary and consolidates the VIE. The firm determines whether it is the primary beneficiary of a VIE by performing an analysis that principally considers:
Which variable interest holder has the power to direct the activities of the VIE that most significantly impact the VIE’s economic performance;
Which variable interest holder has the obligation to absorb losses or the right to receive benefits from the VIE that could potentially be significant to the VIE;
The VIE’s purpose and design, including the risks the VIE was designed to create and pass through to its variable interest holders;
The VIE’s capital structure;
The terms between the VIE and its variable interest holders and other parties involved with the VIE; and
Related-party relationships.

Goldman Sachs March 2023 Form 10-Q
62

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The firm reassesses its evaluation of whether an entity is a VIE when certain reconsideration events occur. The firm reassesses its determination of whether it is the primary beneficiary of a VIE on an ongoing basis based on current facts and circumstances.
VIE Activities
The firm is principally involved with VIEs through the following business activities:
Mortgage-Backed VIEs. The firm sells residential and commercial mortgage loans and securities to mortgage-backed VIEs and may retain beneficial interests in the assets sold to these VIEs. The firm purchases and sells beneficial interests issued by mortgage-backed VIEs in connection with market-making activities. In addition, the firm may enter into derivatives with certain of these VIEs, primarily interest rate swaps, which are typically not variable interests. The firm generally enters into derivatives with other counterparties to mitigate its risk.
Real Estate, Credit- and Power-Related and Other Investing VIEs. The firm purchases equity and debt securities issued by and makes loans to VIEs that hold real estate, performing and nonperforming debt, distressed loans, power-related assets and equity securities. The firm generally does not sell assets to, or enter into derivatives with, these VIEs.
Corporate Debt and Other Asset-Backed VIEs. The firm structures VIEs that issue notes to clients, purchases and sells beneficial interests issued by corporate debt and other asset-backed VIEs in connection with market-making activities, and makes loans to VIEs that warehouse corporate debt. Certain of these VIEs synthetically create the exposure for the beneficial interests they issue by entering into credit derivatives with the firm, rather than purchasing the underlying assets. In addition, the firm may enter into derivatives, such as total return swaps, with certain corporate debt and other asset-backed VIEs, under which the firm pays the VIE a return due to the beneficial interest holders and receives the return on the collateral owned by the VIE. The collateral owned by these VIEs is primarily other asset-backed loans and securities. The firm may be removed as the total return swap counterparty and may enter into derivatives with other counterparties to mitigate its risk related to these swaps. The firm may sell assets to the corporate debt and other asset-backed VIEs it structures.


Principal-Protected Note VIEs. The firm structures VIEs that issue principal-protected notes to clients. These VIEs own portfolios of assets, principally with exposure to hedge funds. Substantially all of the principal protection on the notes issued by these VIEs is provided by the asset portfolio rebalancing that is required under the terms of the notes. The firm enters into total return swaps with these VIEs under which the firm pays the VIE the return due to the principal-protected note holders and receives the return on the assets owned by the VIE. The firm may enter into derivatives with other counterparties to mitigate its risk. The firm also obtains funding through these VIEs.
Investments in Funds. The firm makes equity investments in certain investment fund VIEs it manages and is entitled to receive fees from these VIEs. The firm has generally not sold assets to, or entered into derivatives with, these VIEs.
Nonconsolidated VIEs
The table below presents a summary of the nonconsolidated VIEs in which the firm holds variable interests.
 
As of
MarchDecember
$ in millions20232022
Total nonconsolidated VIEs  
Assets in VIEs$191,778 $181,697 
Carrying value of variable interests — assets$13,441 $12,325 
Carrying value of variable interests — liabilities$1,051 $659 
Maximum exposure to loss:  
Retained interests$4,887 $5,043 
Purchased interests993 861 
Commitments and guarantees3,106 3,087 
Derivatives8,764 8,802 
Debt and equity7,171 6,026 
Total$24,921 $23,819 
In the table above:
The nature of the firm’s variable interests is described in the rows under maximum exposure to loss.
The firm’s exposure to the obligations of VIEs is generally limited to its interests in these entities. In certain instances, the firm provides guarantees, including derivative guarantees, to VIEs or holders of variable interests in VIEs.
The maximum exposure to loss excludes the benefit of offsetting financial instruments that are held to mitigate the risks associated with these variable interests.
The maximum exposure to loss from retained interests, purchased interests, and debt and equity is the carrying value of these interests.
The maximum exposure to loss from commitments and guarantees, and derivatives is the notional amount, which does not represent anticipated losses and has not been reduced by unrealized losses. As a result, the maximum exposure to loss exceeds liabilities recorded for commitments and guarantees, and derivatives.

63
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents information, by principal business activity, for nonconsolidated VIEs included in the summary table above.
 
As of
MarchDecember
$ in millions20232022
Mortgage-backed  
Assets in VIEs$128,774 $127,290 
Carrying value of variable interests — assets$4,860 $4,977 
Maximum exposure to loss:  
Retained interests$4,506 $4,645 
Purchased interests354 332 
Commitments and guarantees44 64 
Derivatives2 
Total$4,906 $5,043 
Real estate, credit- and power-related and other investing
Assets in VIEs$37,318 $29,193 
Carrying value of variable interests — assets$4,722 $4,415 
Carrying value of variable interests — liabilities$376 $
Maximum exposure to loss:  
Commitments and guarantees$2,796 $2,679 
Debt and equity4,720 4,414 
Total$7,516 $7,093 
Corporate debt and other asset-backed
Assets in VIEs$20,655 $19,428 
Carrying value of variable interests — assets$3,745 $2,817 
Carrying value of variable interests — liabilities$675 $657 
Maximum exposure to loss:  
Retained interests$381 $398 
Purchased interests639 529 
Commitments and guarantees111 190 
Derivatives8,762 8,800 
Debt and equity2,337 1,496 
Total$12,230 $11,413 
Investments in funds
  
Assets in VIEs$5,031 $5,786 
Carrying value of variable interests — assets$114 $116 
Maximum exposure to loss:  
Commitments and guarantees$155 $154 
Debt and equity114 116 
Total$269 $270 
As of both March 2023 and December 2022, the carrying values of the firm’s variable interests in nonconsolidated VIEs are included in the consolidated balance sheets as follows:
Mortgage-backed: Assets primarily included in trading assets and loans.
Real estate, credit- and power-related and other investing: Assets primarily included in investments and loans, and liabilities included in trading liabilities and other liabilities.
Corporate debt and other asset-backed: Assets included in loans and trading assets, and liabilities included in trading liabilities.
Investments in funds: Assets included in investments.

Consolidated VIEs
The table below presents a summary of the carrying value and balance sheet classification of assets and liabilities in consolidated VIEs.
 
As of
MarchDecember
$ in millions20232022
Total consolidated VIEs  
Assets  
Cash and cash equivalents$335 $348 
Customer and other receivables
13 
Trading assets94 103 
Investments90 101 
Loans997 1,177 
Other assets332 336 
Total$1,861 $2,072 
Liabilities  
Other secured financings$957 $952 
Customer and other payables2 51 
Trading liabilities 
Unsecured short-term borrowings60 58 
Unsecured long-term borrowings17 16 
Other liabilities114 112 
Total$1,150 $1,198 
In the table above:
Assets and liabilities are presented net of intercompany eliminations and exclude the benefit of offsetting financial instruments that are held to mitigate the risks associated with the firm’s variable interests.
VIEs in which the firm holds a majority voting interest are excluded if (i) the VIE meets the definition of a business and (ii) the VIE’s assets can be used for purposes other than the settlement of its obligations.
Substantially all assets can only be used to settle obligations of the VIE.

Goldman Sachs March 2023 Form 10-Q
64

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents information, by principal business activity, for consolidated VIEs included in the summary table above.
 
As of
MarchDecember
$ in millions20232022
Real estate, credit-related and other investing 
Assets  
Cash and cash equivalents$320 $339 
Customer and other receivables
13 
Trading assets32 42 
Investments90 101 
Loans997 1,177 
Other assets332 336 
Total$1,784 $2,002 
Liabilities
  
Other secured financings$163 $170 
Customer and other payables2 51 
Trading liabilities 
Other liabilities114 112 
Total$279 $342 
Corporate debt and other asset-backed
  
Assets  
Cash and cash equivalents$15 $
Trading assets21 20 
Total$36 $29 
Liabilities
  
Other secured financings$482 $482 
Total$482 $482 
Principal-protected notes
  
Assets  
Trading assets$41 $41 
Total$41 $41 
Liabilities
  
Other secured financings$312 $300 
Unsecured short-term borrowings60 58 
Unsecured long-term borrowings17 16 
Total$389 $374 
In the table above:
The majority of the assets in principal-protected notes VIEs are intercompany and are eliminated in consolidation.
Creditors and beneficial interest holders of real estate, credit-related and other investing VIEs do not have recourse to the general credit of the firm.

Note 18.
Commitments, Contingencies and Guarantees
Commitments
The table below presents commitments by type.
 
As of
MarchDecember
$ in millions20232022
Commitment Type  
Commercial lending:  
Investment-grade$96,058 $100,438 
Non-investment-grade56,014 53,486 
Warehouse financing7,757 9,116 
Consumer
68,644 64,098 
Total lending228,473 227,138 
Risk participations9,238 9,173 
Collateralized agreement126,351 105,301 
Collateralized financing37,190 22,532 
Investment7,459 7,705 
Other8,033 9,690 
Total commitments$416,744 $381,539 
The table below presents commitments by expiration.
As of March 2023
Remainder2024 -2026 -2028 -
$ in millionsof 202320252027Thereafter
Commitment Type    
Commercial lending:    
Investment-grade$10,376 $24,016 $52,067 $9,599 
Non-investment-grade3,774 16,696 27,174 8,370 
Warehouse financing1,705 4,895 1,054 103 
Consumer
68,383 261   
Total lending84,238 45,868 80,295 18,072 
Risk participations2,575 3,320 3,087 256 
Collateralized agreement125,110 1,241   
Collateralized financing36,412 778   
Investment1,152 1,258 2,298 2,751 
Other7,445 352  236 
Total commitments$256,932 $52,817 $85,680 $21,315 
In the table above, beginning in the first quarter of 2023, the firm made certain changes to its methodology for determining internal credit ratings. See Note 9 for further information about these changes. Prior period amounts have been conformed to reflect the current methodology. The impact to December 2022 was an increase in commercial lending commitments classified as investment-grade and a decrease in commercial lending commitments classified as non-investment-grade of $2.78 billion.
Lending Commitments
The firm’s commercial and warehouse financing lending commitments are agreements to lend with fixed termination dates and depend on the satisfaction of all contractual conditions to borrowing. These commitments are presented net of amounts syndicated to third parties. The total commitment amount does not necessarily reflect actual future cash flows because the firm may syndicate portions of these commitments. In addition, commitments can expire unused or be reduced or cancelled at the counterparty’s request. The firm also provides credit to consumers by issuing credit card lines and through commitments to provide unsecured installment loans.
65
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents information about lending commitments.
 
As of
MarchDecember
$ in millions20232022
Held for investment$224,164 $222,689 
Held for sale3,313 3,355 
At fair value996 1,094 
Total$228,473 $227,138 
In the table above:
Held for investment lending commitments are accounted for at amortized cost. The carrying value of lending commitments was a liability of $954 million (including allowance for credit losses of $747 million) as of March 2023 and $1.01 billion (including allowance for credit losses of $774 million) as of December 2022. The estimated fair value of such lending commitments was a liability of $5.81 billion as of March 2023 and $5.95 billion as of December 2022. Had these lending commitments been carried at fair value and included in the fair value hierarchy, $2.79 billion as of March 2023 and $3.11 billion as of December 2022 would have been classified in level 2, and $3.02 billion as of March 2023 and $2.84 billion as of December 2022 would have been classified in level 3.
Held for sale lending commitments are accounted for at the lower of cost or fair value. The carrying value of lending commitments held for sale was a liability of $75 million as of March 2023 and $88 million as of December 2022. The estimated fair value of such lending commitments approximates the carrying value. Had these lending commitments been included in the fair value hierarchy, they would have been primarily classified in level 3 as of both March 2023 and December 2022.
Gains or losses related to lending commitments at fair value, if any, are generally recorded net of any fees in other principal transactions.
Commercial Lending. The firm’s commercial lending commitments were primarily extended to investment-grade corporate borrowers. Such commitments primarily included $129.97 billion as of March 2023 and $127.60 billion as of December 2022, related to relationship lending activities (principally used for operating and general corporate purposes), and $4.73 billion as of March 2023 and $7.71 billion as of December 2022, related to other investment banking activities (generally extended for contingent acquisition financing and are often intended to be short-term in nature, as borrowers often seek to replace them with other funding sources). The firm also extends lending commitments in connection with other types of corporate lending, commercial real estate financing and other collateralized lending. See Note 9 for further information about funded loans.

To mitigate the credit risk associated with the firm’s commercial lending activities, the firm obtains credit protection on certain loans and lending commitments through credit default swaps, both single-name and index-based contracts, and through the issuance of credit-linked notes.
Warehouse Financing. The firm provides financing to clients who warehouse financial assets. These arrangements are collateralized by the warehoused assets, primarily consisting of residential real estate, consumer and corporate loans.
Consumer. The firm’s consumer lending commitments includes:
Credit card lines issued by the firm to consumers were $66.37 billion as of March 2023 and $62.22 billion as of December 2022. These credit card lines are cancellable by the firm.
Commitments to provide unsecured installment loans to consumers were $2.27 billion as of March 2023 and $1.88 billion as of December 2022.
Risk Participations
The firm also risk participates certain of its commercial lending commitments to other financial institutions. In the event of a risk participant’s default, the firm will be responsible to fund the borrower.
Collateralized Agreement Commitments/ Collateralized Financing Commitments
Collateralized agreement commitments includes forward starting resale and securities borrowing agreements, and collateralized financing commitments includes forward starting repurchase and secured lending agreements that settle at a future date, generally within three business days. Collateralized agreement commitments also includes transactions where the firm has entered into commitments to provide contingent financing to its clients and counterparties through resale agreements. The firm’s funding of these commitments depends on the satisfaction of all contractual conditions to the resale agreement and these commitments can expire unused.

Goldman Sachs March 2023 Form 10-Q
66

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Investment Commitments
Investment commitments includes commitments to invest in private equity, real estate and other assets directly and through funds that the firm raises and manages. Investment commitments included $1.31 billion as of March 2023 and $1.29 billion as of December 2022, related to commitments to invest in funds managed by the firm. If these commitments are called, they would be funded at market value on the date of investment.
Contingencies
Legal Proceedings. See Note 27 for information about legal proceedings.
Guarantees
The table below presents derivatives that meet the definition of a guarantee, securities lending and clearing guarantees and certain other financial guarantees.
$ in millionsDerivativesSecurities
 lending and
 clearing
Other
 financial
 guarantees
As of March 2023   
Carrying Value of Net Liability$6,367 $ $402 
Maximum Payout/Notional Amount by Period of Expiration
Remainder of 2023$108,381 $25,270 $1,056 
2024 - 2025152,538  3,314 
2026 - 202723,009  2,572 
2028 - thereafter29,841  237 
Total$313,769 $25,270 $7,179 
As of December 2022   
Carrying Value of Net Liability$7,485 $– $395 
Maximum Payout/Notional Amount by Period of Expiration
2023$110,599 $20,970 $1,634 
2024 - 2025133,090 – 3,308 
2026 - 202720,252 – 1,837 
2028 - thereafter27,518 – 93 
Total$291,459 $20,970 $6,872 
In the table above:
The maximum payout is based on the notional amount of the contract and does not represent anticipated losses.
Amounts exclude certain commitments to issue standby letters of credit that are included in lending commitments. See the tables in “Commitments” above for a summary of the firm’s commitments.
The carrying value for derivatives included derivative assets of $501 million as of March 2023 and $578 million as of December 2022, and derivative liabilities of $6.87 billion as of March 2023 and $8.06 billion as of December 2022.

Derivative Guarantees. The firm enters into various derivatives that meet the definition of a guarantee under U.S. GAAP, including written equity and commodity put options, written currency contracts and interest rate caps, floors and swaptions. These derivatives are risk managed together with derivatives that do not meet the definition of a guarantee, and therefore the amounts in the table above do not reflect the firm’s overall risk related to derivative activities. Disclosures about derivatives are not required if they may be cash settled and the firm has no basis to conclude it is probable that the counterparties held the underlying instruments at the inception of the contract. The firm has concluded that these conditions have been met for certain large, internationally active commercial and investment bank counterparties, central clearing counterparties, hedge funds and certain other counterparties. Accordingly, the firm has not included such contracts in the table above. See Note 7 for information about credit derivatives that meet the definition of a guarantee, which are not included in the table above.
Derivatives are accounted for at fair value and therefore the carrying value is considered the best indication of payment/performance risk for individual contracts. However, the carrying values in the table above exclude the effect of counterparty and cash collateral netting.
Securities Lending and Clearing Guarantees. Securities lending and clearing guarantees include the indemnifications and guarantees that the firm provides in its capacity as an agency lender and in its capacity as a sponsoring member of the Fixed Income Clearing Corporation.
As an agency lender, the firm indemnifies most of its securities lending customers against losses incurred in the event that borrowers do not return securities and the collateral held is insufficient to cover the market value of the securities borrowed. The maximum payout of such indemnifications was $16.56 billion as of March 2023 and $12.23 billion as of December 2022. Collateral held by the lenders in connection with securities lending indemnifications was $17.11 billion as of March 2023 and $12.62 billion as of December 2022. Because the contractual nature of these arrangements requires the firm to obtain collateral with a market value that exceeds the value of the securities lent to the borrower, there is minimal performance risk associated with these indemnifications.

67
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
As a sponsoring member of the Government Securities Division of the Fixed Income Clearing Corporation, the firm guarantees the performance of its sponsored member clients to the Fixed Income Clearing Corporation in connection with certain resale and repurchase agreements. To minimize potential losses on such guarantees, the firm obtains a security interest in the collateral that the sponsored client placed with the Fixed Income Clearing Corporation. Therefore, the risk of loss on such guarantees is minimal. The maximum payout on this guarantee was $8.71 billion as of March 2023 and $8.74 billion as of December 2022. The related collateral held was $8.73 billion as of March 2023 and $8.70 billion as of December 2022.
Other Financial Guarantees. In the ordinary course of business, the firm provides other financial guarantees of the obligations of third parties (e.g., standby letters of credit and other guarantees to enable clients to complete transactions and fund-related guarantees). These guarantees represent obligations to make payments to beneficiaries if the guaranteed party fails to fulfill its obligation under a contractual arrangement with that beneficiary. Other financial guarantees also include a guarantee that the firm has provided to the Government of Malaysia that it will receive, by August 2025, at least $1.4 billion in assets and proceeds from assets seized by governmental authorities around the world related to 1Malaysia Development Berhad, a sovereign wealth fund in Malaysia (1MDB). In connection with this guarantee, the firm is also required to make a one-time interim payment of $250 million towards the $1.4 billion if the Government of Malaysia has not received at least $500 million in assets and proceeds by August 2022. The firm considers semi-annual reports and other communications from Malaysia in evaluating the progress of Malaysia’s recovery efforts. The firm and the Government of Malaysia disagree about and, following an extension of the contractual dispute resolution period, continue to discuss whether the Government of Malaysia did, in fact, recover at least $500 million as of August 2022 and whether any interim payment was due. If the parties are unable to resolve this dispute, it would be settled by arbitration. Any amounts paid by the firm would, in any event, be subject to reimbursement in the event the assets and proceeds received by the Government of Malaysia through August 18, 2028 exceed $1.4 billion. See Note 27 for further information about matters related to 1MDB.

Guarantees of Securities Issued by Trusts. The firm has established trusts, including Goldman Sachs Capital I, Goldman Sachs Capital II and Goldman Sachs Capital III (the Trusts), and other entities, for the limited purpose of issuing securities to third parties, lending the proceeds to the firm and entering into contractual arrangements with the firm and third parties related to this purpose. The firm does not consolidate these entities. See Notes 14 and 19 for further information about the transactions involving the Trusts.
The firm effectively provides for the full and unconditional guarantee of the securities issued by these entities. Timely payment by the firm of amounts due to these entities under the guarantee, borrowing, preferred stock and related contractual arrangements will be sufficient to cover payments due on the securities issued by these entities. No subsidiary of Group Inc. guarantees the securities of the Trusts.
Management believes that it is unlikely that any circumstances will occur, such as nonperformance on the part of paying agents or other service providers, that would make it necessary for the firm to make payments related to these entities other than those required under the terms of the guarantee, borrowing, preferred stock and related contractual arrangements and in connection with certain expenses incurred by these entities.
Indemnities and Guarantees of Service Providers. In the ordinary course of business, the firm indemnifies and guarantees certain service providers, such as clearing and custody agents, trustees and administrators, against specified potential losses in connection with their acting as an agent of, or providing services to, the firm or its affiliates.
The firm may also be liable to some clients or other parties for losses arising from its custodial role or caused by acts or omissions of third-party service providers, including sub-custodians and third-party brokers. In certain cases, the firm has the right to seek indemnification from these third-party service providers for certain relevant losses incurred by the firm. In addition, the firm is a member of payment, clearing and settlement networks, as well as securities exchanges around the world that may require the firm to meet the obligations of such networks and exchanges in the event of member defaults and other loss scenarios.
In connection with the firm’s prime brokerage and clearing businesses, the firm agrees to clear and settle transactions entered into by clients with other brokerage firms. The firm’s obligations in respect of such transactions are secured by the assets in the client’s account and proceeds received from the transactions cleared and settled by the firm on behalf of the client. In connection with joint venture investments, the firm may issue loan guarantees under which it may be liable in the event of fraud, misappropriation, environmental liabilities and other matters involving the borrower.

Goldman Sachs March 2023 Form 10-Q
68

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The firm is unable to develop an estimate of the maximum payout under these guarantees and indemnifications. However, management believes that it is unlikely the firm will have to make any material payments under these arrangements, and no material liabilities related to these guarantees and indemnifications have been recognized in the consolidated balance sheets as of both March 2023 and December 2022.
Other Representations, Warranties and Indemnifications. The firm provides representations and warranties to counterparties in connection with a variety of commercial transactions and occasionally indemnifies them against potential losses caused by the breach of those representations and warranties. The firm may also provide indemnifications protecting against changes in or adverse application of certain U.S. tax laws in connection with ordinary-course transactions, such as securities issuances, borrowings or derivatives.
In addition, the firm may provide indemnifications to some counterparties to protect them in the event additional taxes are owed or payments are withheld, due either to a change in or an adverse application of certain non-U.S. tax laws.
These indemnifications generally are standard contractual terms and are entered into in the ordinary course of business. Generally, there are no stated or notional amounts included in these indemnifications, and the contingencies triggering the obligation to indemnify are not expected to occur. The firm is unable to develop an estimate of the maximum payout under these guarantees and indemnifications. However, management believes that it is unlikely the firm will have to make any material payments under these arrangements, and no material liabilities related to these arrangements have been recognized in the consolidated balance sheets as of both March 2023 and December 2022.
Guarantees of Subsidiaries. Group Inc. is the entity that fully and unconditionally guarantees the securities issued by GS Finance Corp., a wholly-owned finance subsidiary of the firm. Group Inc. has guaranteed the payment obligations of Goldman Sachs & Co. LLC (GS&Co.), GS Bank USA and Goldman Sachs Paris Inc. et Cie, subject to certain exceptions. In addition, Group Inc. has provided guarantees to Goldman Sachs International (GSI) and GSBE related to agreements that each entity has entered into with certain of its counterparties. Group Inc. guarantees many of the obligations of its other consolidated subsidiaries on a transaction-by-transaction basis, as negotiated with counterparties. Group Inc. is unable to develop an estimate of the maximum payout under its subsidiary guarantees. However, because these obligations are also obligations of consolidated subsidiaries, Group Inc.’s liabilities as guarantor are not separately disclosed.
Note 19.
Shareholders’ Equity
Common Equity
As of both March 2023 and December 2022, the firm had 4.00 billion authorized shares of common stock and 200 million authorized shares of nonvoting common stock, each with a par value of $0.01 per share.
The firm’s share repurchase program is intended to help maintain the appropriate level of common equity. The share repurchase program is effected primarily through regular open-market purchases (which may include repurchase plans designed to comply with Rule 10b5-1 and accelerated share repurchases), the amounts and timing of which are determined primarily by the firm’s current and projected capital position, and capital deployment opportunities, but which may also be influenced by general market conditions and the prevailing price and trading volumes of the firm’s common stock.
The table below presents information about common stock repurchases.
Three Months
Ended March
in millions, except per share amounts20232022
Common share repurchases7.11.4
Average cost per share$359.77 $363.53 
Total cost of common share repurchases$2,546 $500 
Pursuant to the terms of certain share-based compensation plans, employees may remit shares to the firm or the firm may cancel share-based awards to satisfy statutory employee tax withholding requirements. Under these plans, during the three months ended March 2023, 499 shares were remitted with a total value of $0.2 million and the firm cancelled 3.7 million share-based awards with a total value of $1.28 billion.
The table below presents common stock dividends declared.
 Three Months
Ended March
 20232022
Dividends declared per common share$2.50 $2.00 
On April 14, 2023, the Board of Directors of Group Inc. (Board) declared a dividend of $2.50 per common share to be paid on June 29, 2023 to common shareholders of record on June 1, 2023.


69
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Preferred Equity
The tables below present information about the perpetual preferred stock issued and outstanding as of March 2023.
SeriesShares
 Authorized
Shares
 Issued
Shares
 Outstanding
Depositary Shares
Per Share
A50,00030,00029,9991,000
C25,0008,0008,0001,000
D60,00054,00053,9991,000
E17,5007,6677,667 N.A.
F5,0001,6151,615N.A.
J46,00040,00040,0001,000
K32,20028,00028,0001,000
O26,00026,00026,00025
P66,00060,00060,00025
Q20,00020,00020,00025
R24,00024,00024,00025
S14,00014,00014,00025
T27,00027,00027,00025
U30,00030,00030,00025
V30,00030,00030,00025
Total472,700400,282400,280 

SeriesEarliest Redemption DateLiquidation
 Preference
Redemption Value
($ in millions)
ACurrently redeemable$25,000 $750 
CCurrently redeemable$25,000 200 
DCurrently redeemable$25,000 1,350 
ECurrently redeemable$100,000 767 
FCurrently redeemable$100,000 161 
JMay 10, 2023$25,000 1,000 
KMay 10, 2024$25,000 700 
ONovember 10, 2026$25,000 650 
PCurrently redeemable$25,000 1,500 
QAugust 10, 2024$25,000 500 
RFebruary 10, 2025$25,000 600 
SFebruary 10, 2025$25,000 350 
TMay 10, 2026$25,000 675 
UAugust 10, 2026$25,000 750 
VNovember 10, 2026$25,000 750 
Total  $10,703 
In the tables above:
All shares have a par value of $0.01 per share and, where applicable, each share is represented by the specified number of depositary shares.
The earliest redemption date represents the date on which each share of non-cumulative preferred stock is redeemable at the firm’s option.
Prior to redeeming preferred stock, the firm must receive approval from the FRB.
The redemption price per share for Series A through F and Series Q through V Preferred Stock is the liquidation preference plus declared and unpaid dividends. The redemption price per share for Series J through P Preferred Stock is the liquidation preference plus accrued and unpaid dividends.
All series of preferred stock are pari passu and have a preference over the firm’s common stock on liquidation.


The firm’s ability to declare or pay dividends on, or purchase, redeem or otherwise acquire, its common stock is subject to certain restrictions in the event that the firm fails to pay or set aside full dividends on the preferred stock for the latest completed dividend period.
Series E and Series F Preferred Stock are held by Goldman Sachs Capital II and Goldman Sachs Capital III, respectively. These trusts are Delaware statutory trusts sponsored by the firm and wholly-owned finance subsidiaries of the firm for regulatory and legal purposes but are not consolidated for accounting purposes.
The table below presents the dividend rates of perpetual preferred stock as of March 2023.
SeriesPer Annum Dividend Rate
A
3 month LIBOR + 0.75%, with floor of 3.75%, payable quarterly
C
3 month LIBOR + 0.75%, with floor of 4.00%, payable quarterly
D
3 month LIBOR + 0.67%, with floor of 4.00%, payable quarterly
E3 month LIBOR + 0.7675%, with floor of 4.00%, payable quarterly
F3 month LIBOR + 0.77%, with floor of 4.00%, payable quarterly
J5.50% to, but excluding, May 10, 2023;
 3 month LIBOR + 3.64% thereafter, payable quarterly
K6.375% to, but excluding, May 10, 2024;
 3 month LIBOR + 3.55% thereafter, payable quarterly
O
5.30%, payable semi-annually, from issuance date to, but excluding,
November 10, 2026; 3 month LIBOR + 3.834%, payable quarterly, thereafter
P
3 month LIBOR + 2.874%, payable quarterly
Q
5.50%, payable semi-annually, from issuance date to, but excluding,
 August 10, 2024; 5 year treasury rate + 3.623%, payable semi-annually, thereafter
R
4.95%, payable semi-annually, from issuance date to, but excluding,
February 10, 2025; 5 year treasury rate + 3.224%, payable semi-annually, thereafter
S
4.40%, payable semi-annually, from issuance date to, but excluding,
February 10, 2025; 5 year treasury rate + 2.85%, payable semi-annually thereafter
T
3.80%, payable semi-annually, from issuance date to, but excluding,
May 10, 2026; 5 year treasury rate + 2.969%, payable semi-annually, thereafter
U
3.65%, payable semi-annually, from issuance date to, but excluding,
August 10, 2026; 5 year treasury rate + 2.915%, payable semi-annually, thereafter
V
4.125%, payable semi-annually, from issuance date to, but excluding,
November 10, 2026; 5 year treasury rate + 2.949%, payable semi-annually, thereafter
In the table above, dividends on each series of preferred stock are payable in arrears for the periods specified.

Goldman Sachs March 2023 Form 10-Q
70

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents preferred stock dividends declared.
 20232022
Seriesper share$ in millionsper share$ in millions
Three Months Ended March
A$341.29 $10 $239.58 $
C$341.29 3 $255.56 
D$336.18 18 $255.56 14 
E$1,382.02 10 $1,000.00 
F$1,382.64 2 $1,000.00 
J$343.75 14 $343.75 14 
K$398.44 11 $398.44 11 
P$476.99 28 $– – 
Q$687.50 14 $687.50 14 
R$618.75 15 $618.75 15 
S$550.00 8 $550.00 
U$456.25 14 $486.67 14 
Total$147 $108 
On April 4, 2023, Group Inc. declared dividends of $346.69 per share of Series A Preferred Stock, $346.69 per share of Series C Preferred Stock, $341.74 per share of Series D Preferred Stock, $343.75 per share of Series J Preferred Stock, $398.44 per share of Series K Preferred Stock, $662.50 per share of Series O Preferred Stock, $477.96 per share of Series P Preferred Stock, $475.00 per share of Series T Preferred Stock and $515.63 per share of Series V Preferred Stock to be paid on May 10, 2023 to preferred shareholders of record on April 25, 2023. In addition, the firm declared dividends of $1,464.32 per share of Series E Preferred Stock and $1,464.95 per share of Series F Preferred Stock to be paid on June 1, 2023 to preferred shareholders of record on May 17, 2023.
Accumulated Other Comprehensive Income/(Loss)
The table below presents changes in accumulated other comprehensive income/(loss), net of tax, by type.
$ in millionsBeginning
balance
Other
comprehensive
income/(loss)
adjustments,
net of tax
Ending
balance
Three Months Ended March 2023
Currency translation$(785)$(31)$(816)
Debt valuation adjustment892 (1)891 
Pension and postretirement liabilities(499)14 (485)
Available-for-sale securities(2,618)427 (2,191)
Total$(3,010)$409 $(2,601)
Three Months Ended March 2022
Currency translation$(738)$(15)$(753)
Debt valuation adjustment(511)740 229 
Pension and postretirement liabilities(327)13 (314)
Available-for-sale securities(492)(1,354)(1,846)
Total$(2,068)$(616)$(2,684)






Note 20.
Regulation and Capital Adequacy
The FRB is the primary regulator of Group Inc., a bank holding company under the U.S. Bank Holding Company Act of 1956 and a financial holding company under amendments to this Act. The firm is subject to consolidated regulatory capital requirements which are calculated in accordance with the regulations of the FRB (Capital Framework).
The capital requirements are expressed as risk-based capital and leverage ratios that compare measures of regulatory capital to risk-weighted assets (RWAs), average assets and off-balance sheet exposures. Failure to comply with these capital requirements would result in restrictions being imposed by the firm’s regulators and could limit the firm’s ability to repurchase shares, pay dividends and make certain discretionary compensation payments. The firm’s capital levels are also subject to qualitative judgments by the regulators about components of capital, risk weightings and other factors. Furthermore, certain of the firm’s subsidiaries are subject to separate regulations and capital requirements.
Capital Framework
The regulations under the Capital Framework are largely based on the Basel Committee on Banking Supervision’s (Basel Committee) capital framework for strengthening international capital standards (Basel III) and also implement certain provisions of the Dodd-Frank Act. Under the Capital Framework, the firm is an “Advanced approaches” banking organization and has been designated as a global systemically important bank (G-SIB).
The Capital Framework includes the minimum risk-based capital and the capital conservation buffer requirements. The buffer must consist entirely of capital that qualifies as Common Equity Tier 1 (CET1) capital.
The firm calculates its CET1 capital, Tier 1 capital and Total capital ratios in accordance with both the Standardized and Advanced Capital Rules. Each of the ratios calculated under the Standardized and Advanced Capital Rules must meet its respective capital requirements.
Under the Capital Framework, the firm is also subject to leverage requirements which consist of a minimum Tier 1 leverage ratio and a minimum supplementary leverage ratio (SLR), as well as the SLR buffer.


71
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Consolidated Regulatory Capital Requirements
Risk-Based Capital Ratios. The table below presents the risk-based capital requirements.
 StandardizedAdvanced
As of March 2023
CET1 capital ratio13.8 %10.0 %
Tier 1 capital ratio15.3 %11.5 %
Total capital ratio17.3 %13.5 %
As of December 2022
CET1 capital ratio
13.3 %9.5 %
Tier 1 capital ratio
14.8 %11.0 %
Total capital ratio16.8 %13.0 %
In the table above:
Under both the Standardized and Advanced Capital Rules, the CET1 capital ratio requirement includes a minimum of 4.5%, the Tier 1 capital ratio requirement includes a minimum of 6.0% and the Total capital ratio requirement includes a minimum of 8.0%. These requirements also include the capital conservation buffer requirements, consisting of the G-SIB surcharge (Method 2) of 3.0% as of March 2023 and 2.5% as of December 2022 and the countercyclical capital buffer, which the FRB has set to zero percent. In addition, the capital conservation buffer requirements include the stress capital buffer of 6.3% under the Standardized Capital Rules and a buffer of 2.5% under the Advanced Capital Rules.
The G-SIB surcharge is updated annually based on financial data from the prior year and is generally applicable for the following year. The G-SIB surcharge is calculated using two methodologies, the higher of which is reflected in the firm’s risk-based capital requirements. The first calculation (Method 1) is based on the Basel Committee’s methodology which, among other factors, relies upon measures of the size, activity and complexity of each G-SIB. The second calculation (Method 2) uses similar inputs but includes a measure of reliance on short-term wholesale funding.



The table below presents information about risk-based capital ratios.
$ in millionsStandardizedAdvanced
As of March 2023  
CET1 capital$98,060 $98,060 
Tier 1 capital$108,563 $108,563 
Tier 2 capital$15,516 $11,699 
Total capital$124,079 $120,262 
RWAs$660,787 $677,658 
CET1 capital ratio14.8 %14.5 %
Tier 1 capital ratio16.4 %16.0 %
Total capital ratio18.8 %17.7 %
As of December 2022  
CET1 capital$98,050 $98,050 
Tier 1 capital$108,552 $108,552 
Tier 2 capital$15,958 $12,115 
Total capital$124,510 $120,667 
RWAs$653,419 $679,450 
CET1 capital ratio15.0 %14.4 %
Tier 1 capital ratio16.6 %16.0 %
Total capital ratio19.1 %17.8 %
Leverage Ratios. The table below presents the leverage requirements.
 Requirements
Tier 1 leverage ratio4.0 %
SLR5.0 %
In the table above, the SLR requirement of 5% includes a minimum of 3% and a 2% buffer applicable to G-SIBs.
The table below presents information about leverage ratios.
For the Three Months
 
Ended or as of
MarchDecember
$ in millions20232022
Tier 1 capital$108,563 $108,552 
Average total assets$1,510,619 $1,500,225 
Deductions from Tier 1 capital(8,331)(8,259)
Average adjusted total assets1,502,288 1,491,966 
Off-balance sheet and other exposures373,304 375,392 
Total leverage exposure$1,875,592 $1,867,358 
Tier 1 leverage ratio7.2 %7.3%
SLR5.8 %5.8%
In the table above:
Average total assets represents the average daily assets for the quarter adjusted for the impact of Current Expected Credit Losses (CECL) transition.
Off-balance sheet and other exposures primarily includes the monthly average of off-balance sheet exposures, consisting of derivatives, securities financing transactions, commitments and guarantees.
Tier 1 leverage ratio is calculated as Tier 1 capital divided by average adjusted total assets.
SLR is calculated as Tier 1 capital divided by total leverage exposure.
Goldman Sachs March 2023 Form 10-Q
72

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Risk-Based Capital. The table below presents information about risk-based capital.
 
As of
MarchDecember
$ in millions20232022
Common shareholders’ equity$106,806 $106,486 
Impact of CECL transition553 829 
Deduction for goodwill(5,739)(5,674)
Deduction for identifiable intangible assets(1,720)(1,770)
Other adjustments(1,840)(1,821)
CET1 capital98,060 98,050 
Preferred stock10,703 10,703 
Deduction for investments in covered funds
(198)(199)
Other adjustments(2)(2)
Tier 1 capital$108,563 $108,552 
Standardized Tier 2 and Total capital  
Tier 1 capital$108,563 $108,552 
Qualifying subordinated debt10,401 10,637 
Allowance for credit losses5,122 5,331 
Other adjustments(7)(10)
Standardized Tier 2 capital15,516 15,958 
Standardized Total capital$124,079 $124,510 
Advanced Tier 2 and Total capital  
Tier 1 capital$108,563 $108,552 
Standardized Tier 2 capital15,516 15,958 
Allowance for credit losses(5,122)(5,331)
Other adjustments1,305 1,488 
Advanced Tier 2 capital11,699 12,115 
Advanced Total capital$120,262 $120,667 
In the table above:
Beginning in January 2022, the firm started to phase in the estimated reduction to regulatory capital as a result of adopting the CECL model. The total amount of reduction to be phased in from January 1, 2022 through January 1, 2025 (at 25% per year) was $1.11 billion, of which $553 million had been phased in as of March 2023. The total amount to be phased in includes the impact of adopting CECL as of January 1, 2020, as well as 25% of the increase in the allowance for credit losses from January 1, 2020 through December 31, 2021. The impact of CECL transition reflects the remaining amount of reduction to be phased in as of both March 2023 and December 2022.
Deduction for goodwill was net of deferred tax liabilities of $700 million as of both March 2023 and December 2022.
Deduction for identifiable intangible assets was net of deferred tax liabilities of $245 million as of March 2023 and $239 million as of December 2022.
Deduction for investments in covered funds represents the firm’s aggregate investments in applicable covered funds. See Note 8 for further information about the Volcker Rule.

Other adjustments within CET1 capital and Tier 1 capital primarily include credit valuation adjustments on derivative liabilities, the overfunded portion of the firm’s defined benefit pension plan obligation net of associated deferred tax liabilities, disallowed deferred tax assets, debt valuation adjustments and other required credit risk-based deductions. Other adjustments within Advanced Tier 2 capital include eligible credit reserves.
Qualifying subordinated debt is subordinated debt issued by Group Inc. with an original maturity of five years or greater. The outstanding amount of subordinated debt qualifying for Tier 2 capital is reduced upon reaching a remaining maturity of five years. See Note 14 for further information about the firm’s subordinated debt.
The table below presents changes in CET1 capital, Tier 1 capital and Tier 2 capital.
$ in millionsStandardized Advanced
Three Months Ended March 2023  
CET1 capital  
Beginning balance$98,050 $98,050 
Change in:  
Common shareholders’ equity320 320 
Impact of CECL transition(276)(276)
Deduction for goodwill(65)(65)
Deduction for identifiable intangible assets50 50 
Other adjustments(19)(19)
Ending balance$98,060 $98,060 
Tier 1 capital  
Beginning balance$108,552 $108,552 
Change in:  
CET1 capital10 10 
Deduction for investments in covered funds
1 1 
Ending balance108,563 108,563 
Tier 2 capital  
Beginning balance15,958 12,115 
Change in:  
Qualifying subordinated debt(236)(236)
Allowance for credit losses(209) 
Other adjustments3 (180)
Ending balance15,516 11,699 
Total capital$124,079 $120,262 

73
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
RWAs. RWAs are calculated in accordance with both the Standardized and Advanced Capital Rules.
Credit Risk
Credit RWAs are calculated based on measures of exposure, which are then risk weighted under the Standardized and Advanced Capital Rules:
The Standardized Capital Rules apply prescribed risk-weights, which depend largely on the type of counterparty. The exposure measures for derivatives and securities financing transactions are based on specific formulas which take certain factors into consideration.
Under the Advanced Capital Rules, the firm computes risk-weights for wholesale and retail credit exposures in accordance with the Advanced Internal Ratings-Based approach. The exposure measures for derivatives and securities financing transactions are computed utilizing internal models.
For both Standardized and Advanced credit RWAs, the risk-weights for securitizations and equities are based on specific required formulaic approaches.
Market Risk
RWAs for market risk in accordance with the Standardized and Advanced Capital Rules are generally consistent. Market RWAs are calculated based on measures of exposure which include the following:
Value-at-Risk (VaR) is the potential loss in value of trading assets and liabilities, as well as certain investments, loans, and other financial assets and liabilities accounted for at fair value, due to adverse market movements over a defined time horizon with a specified confidence level.
For both risk management purposes and regulatory capital calculations, the firm uses a single VaR model which captures risks, including those related to interest rates, equity prices, currency rates and commodity prices. However, VaR used for risk management purposes differs from VaR used for regulatory capital requirements (regulatory VaR) due to differences in time horizons, confidence levels and the scope of positions on which VaR is calculated. For risk management purposes, a 95% one-day VaR is used, whereas for regulatory capital requirements, a 99% 10-day VaR is used to determine Market RWAs and a 99% one-day VaR is used to determine regulatory VaR exceptions. In addition, the daily net revenues used to determine risk management VaR exceptions (i.e., comparing the daily net revenues to the VaR measure calculated as of the end of the prior business day) include intraday activity, whereas the Capital Framework requires that intraday activity be excluded from daily net revenues when calculating regulatory VaR exceptions. Intraday activity includes bid/offer net revenues, which are more likely than not to be positive by their nature. As a result, there may be differences in the number of VaR exceptions and the amount of daily net revenues calculated for regulatory VaR compared to the amounts calculated for risk management VaR.
The firm’s positional losses observed on a single day exceeded its 99% one-day regulatory VaR on one occasion during both the three months ended March 2023 and the year ended 2022. There was no change in the firm’s VaR multiplier used to calculate Market RWAs;
Stressed VaR is the potential loss in value of trading assets and liabilities, as well as certain investments, loans, and other financial assets and liabilities accounted for at fair value, during a period of significant market stress;
Incremental risk is the potential loss in value of non-securitized positions due to the default or credit migration of issuers of financial instruments over a one-year time horizon;
Comprehensive risk is the potential loss in value, due to price risk and defaults, within the firm’s credit correlation positions; and
Specific risk is the risk of loss on a position that could result from factors other than broad market movements, including event risk, default risk and idiosyncratic risk. The standardized measurement method is used to determine specific risk RWAs, by applying supervisory defined risk-weighting factors after applicable netting is performed.
Goldman Sachs March 2023 Form 10-Q
74

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Operational Risk
Operational RWAs are only required to be included under the Advanced Capital Rules. The firm utilizes an internal risk-based model to quantify Operational RWAs.
The table below presents information about RWAs.
$ in millionsStandardizedAdvanced
As of March 2023  
Credit RWAs  
Derivatives$143,448 $104,601 
Commitments, guarantees and loans245,097 194,594 
Securities financing transactions 81,283 20,253 
Equity investments31,513 34,050 
Other79,615 105,979 
Total Credit RWAs580,956 459,477 
Market RWAs  
Regulatory VaR18,167 18,167 
Stressed VaR37,845 37,845 
Incremental risk4,468 4,468 
Comprehensive risk3,205 3,205 
Specific risk16,146 16,146 
Total Market RWAs79,831 79,831 
Total Operational RWAs 138,350 
Total RWAs$660,787 $677,658 
As of December 2022  
Credit RWAs  
Derivatives$142,696 $111,344 
Commitments, guarantees and loans247,026 198,508 
Securities financing transactions73,189 21,659 
Equity investments30,899 33,451 
Other76,335 96,351 
Total Credit RWAs570,145 461,313 
Market RWAs  
Regulatory VaR18,981 18,981 
Stressed VaR37,833 37,833 
Incremental risk6,470 6,470 
Comprehensive risk3,641 3,641 
Specific risk16,349 16,349 
Total Market RWAs83,274 83,274 
Total Operational RWAs– 134,863 
Total RWAs$653,419 $679,450 
In the table above:
Securities financing transactions represents resale and repurchase agreements and securities borrowed and loaned transactions.
Other includes receivables, certain debt securities, cash and cash equivalents, and other assets.
The table below presents changes in RWAs.
$ in millionsStandardized Advanced
Three Months Ended March 2023  
RWAs  
Beginning balance$653,419 $679,450 
Credit RWAs  
Change in:  
Derivatives752 (6,743)
Commitments, guarantees and loans(1,929)(3,914)
Securities financing transactions8,094 (1,406)
Equity investments614 599 
Other3,280 9,628 
Change in Credit RWAs10,811 (1,836)
Market RWAs  
Change in:  
Regulatory VaR(814)(814)
Stressed VaR12 12 
Incremental risk(2,002)(2,002)
Comprehensive risk(436)(436)
Specific risk(203)(203)
Change in Market RWAs(3,443)(3,443)
Change in Operational RWAs 3,487 
Ending balance$660,787 $677,658 
RWAs Rollforward Commentary
Three Months Ended March 2023. Standardized Credit RWAs as of March 2023 increased by $10.81 billion compared with December 2022, primarily reflecting an increase in securities financing transactions (principally due to increased funding exposures) and an increase in other credit RWAs (principally due to an increase in other assets and customer and other receivables). Standardized Market RWAs as of March 2023 decreased by $3.44 billion compared with December 2022, primarily reflecting a decrease in incremental risk (principally due to reduced exposures).
Advanced Credit RWAs as of March 2023 decreased by $1.84 billion compared with December 2022, primarily reflecting a decrease in derivatives (principally due to reduced counterparty credit risk) and a decrease in commitments, guarantees, and loans (principally due to reduced lending activity). These decreases were partially offset by an increase in other credit RWAs (principally due to an increase in other assets and customer and other receivables). Advanced Market RWAs as of March 2023 decreased by $3.44 billion compared with December 2022, primarily reflecting a decrease in incremental risk (principally due to reduced exposures). Advanced Operational RWAs as of March 2023 increased by $3.49 billion compared with December 2022, reflecting increased frequency of loss events estimated by the firm's risk-based model.

75
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Bank Subsidiaries
GS Bank USA. GS Bank USA is the firm’s primary U.S. bank subsidiary. GS Bank USA is a New York State-chartered bank and a member of the Federal Reserve System, is supervised and regulated by the FRB, the FDIC, the New York State Department of Financial Services (NYDFS) and the Consumer Financial Protection Bureau, and is subject to regulatory capital requirements that are calculated under the Capital Framework. GS Bank USA is an Advanced approaches banking organization under the Capital Framework. The deposits of GS Bank USA are insured by the FDIC to the extent provided by law.
The Capital Framework includes the minimum risk-based capital and the capital conservation buffer requirements (consisting of a 2.5% buffer and the countercyclical capital buffer). The buffer must consist entirely of capital that qualifies as CET1 capital. In addition, the Capital Framework includes the leverage ratio requirement.
GS Bank USA is required to calculate the CET1 capital, Tier 1 capital and Total capital ratios in accordance with both the Standardized and Advanced Capital Rules. The lower of each risk-based capital ratio under the Standardized and Advanced Capital Rules is the ratio against which GS Bank USA’s compliance with its risk-based capital requirements is assessed. In addition, under the regulatory framework for prompt corrective action applicable to GS Bank USA, in order to meet the quantitative requirements for a “well-capitalized” depository institution, GS Bank USA must also meet the “well-capitalized” requirements in the table below. GS Bank USA’s capital levels and prompt corrective action classification are also subject to qualitative judgments by the regulators about components of capital, risk weightings and other factors. Failure to comply with the capital requirements, including a breach of the buffers described below, would result in restrictions being imposed by the regulators.
The table below presents GS Bank USA’s risk-based capital, leverage and “well-capitalized” requirements.
 Requirements“Well-capitalized”
Requirements
Risk-based capital requirements  
CET1 capital ratio7.0 %6.5 %
Tier 1 capital ratio8.5 %8.0 %
Total capital ratio10.5 %10.0 %
Leverage requirements 
Tier 1 leverage ratio4.0 %5.0 %
SLR3.0 %6.0 %


In the table above:
The CET1 capital ratio requirement includes a minimum of 4.5%, the Tier 1 capital ratio requirement includes a minimum of 6.0% and the Total capital ratio requirement includes a minimum of 8.0%. These requirements also include the capital conservation buffer requirements consisting of a 2.5% buffer and the countercyclical capital buffer, which the FRB has set to zero percent.
The “well-capitalized” requirements are the binding requirements for leverage ratios.
The table below presents information about GS Bank USA’s risk-based capital ratios.
$ in millionsStandardizedAdvanced
As of March 2023  
CET1 capital$48,646 $48,646 
Tier 1 capital$48,646 $48,646 
Tier 2 capital$6,070 $3,226 
Total capital$54,716 $51,872 
RWAs$357,721 $275,916 
CET1 capital ratio13.6 %17.6 %
Tier 1 capital ratio13.6 %17.6 %
Total capital ratio15.3 %18.8 %
As of December 2022  
CET1 capital$46,845 $46,845 
Tier 1 capital$46,845 $46,845 
Tier 2 capital$8,042 $5,382 
Total capital$54,887 $52,227 
RWAs$357,112 $275,451 
CET1 capital ratio13.1 %17.0 %
Tier 1 capital ratio13.1 %17.0 %
Total capital ratio15.4 %19.0 %
In the table above:
The lower of the Standardized or Advanced ratio is the ratio against which GS Bank USA’s compliance with the capital requirements is assessed under the risk-based Capital Rules, and therefore, the Standardized ratios applied to GS Bank USA as of both March 2023 and December 2022.
Beginning in January 2022, GS Bank USA started to phase in the estimated reduction to regulatory capital as a result of adopting the CECL model at 25% per year through January 2025. The total amount to be phased in includes the impact of adopting CECL as of January 1, 2020, as well as 25% of the increase in the allowance for credit losses from January 1, 2020 through December 31, 2021.
The Standardized and Advanced CET1 and Tier 1 capital ratios increased from December 2022 to March 2023, reflecting an increase in capital, principally due to net earnings. The Standardized and Advanced Total capital ratios were essentially unchanged from December 2022 to March 2023.
Goldman Sachs March 2023 Form 10-Q
76

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents information about GS Bank USA’s leverage ratios.
For the Three Months
 
Ended or as of
MarchDecember
$ in millions20232022
Tier 1 capital$48,646 $46,845 
Average adjusted total assets$497,584 $499,108 
Total leverage exposure$669,529 $671,215 
Tier 1 leverage ratio9.8 %9.4 %
SLR7.3 %7.0 %
In the table above:
Average adjusted total assets represents the average daily assets for the quarter adjusted for deductions from Tier 1 capital and the impact of CECL transition.
Tier 1 leverage ratio is calculated as Tier 1 capital divided by average adjusted total assets.
SLR is calculated as Tier 1 capital divided by total leverage exposure.
The FRB requires that GS Bank USA maintain cash reserves with the Federal Reserve. As of both March 2023 and December 2022, the reserve requirement ratio was zero percent. See Note 26 for further information about cash deposits held by the firm at the Federal Reserve.
GS Bank USA is a registered swap dealer with the CFTC and a registered security-based swap dealer with the SEC. As of both March 2023 and December 2022, GS Bank USA was subject to and in compliance with applicable capital requirements for swap dealers and security-based swap dealers.
GSIB. GSIB is the firm’s U.K. bank subsidiary regulated by the Prudential Regulation Authority (PRA) and the Financial Conduct Authority (FCA). GSIB is subject to the U.K. capital framework, which is largely based on Basel III. The eligible retail deposits of GSIB are covered by the U.K. Financial Services Compensation Scheme to the extent provided by law.
The table below presents GSIB’s risk-based capital requirements.
 
As of
MarchDecember
 20232022
Risk-based capital requirements  
CET1 capital ratio9.7 %9.7 %
Tier 1 capital ratio12.0 %11.9 %
Total capital ratio15.0 %14.9 %
The table below presents information about GSIB’s risk-based capital ratios.
 
As of
MarchDecember
$ in millions20232022
Risk-based capital and risk-weighted assets 
CET1 capital$3,592 $3,395 
Tier 1 capital$3,592 $3,395 
Tier 2 capital$826 $828 
Total capital$4,418 $4,223 
RWAs$15,944 $15,766 
Risk-based capital ratios  
CET1 capital ratio22.5 %21.5 %
Tier 1 capital ratio22.5 %21.5 %
Total capital ratio27.7 %26.8 %
In the table above, the risk-based capital ratios as of March 2023 reflected profits after foreseeable charges that are still subject to audit by GSIB’s external auditors and approval by GSIB’s Board of Directors for inclusion in risk-based capital. These profits contributed approximately 120 basis points to the CET1 capital ratio as of March 2023.
The table below presents GSIB's leverage ratio requirement which became effective in January 2023 and the leverage ratio.
As of
March 2023
Leverage ratio requirement3.45 %
Leverage ratio6.4 %
In the table above, the leverage ratio as of March 2023 reflected profits after foreseeable charges that are still subject to audit by GSIB’s external auditors and approval by GSIB’s Board of Directors for inclusion in risk-based capital. These profits contributed approximately 34 basis points to the leverage ratio as of March 2023.
GSIB is subject to minimum reserve requirements at central banks in certain of the jurisdictions in which it operates. As of both March 2023 and December 2022, GSIB was in compliance with these requirements.

77
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
GSBE. GSBE is the firm’s German bank subsidiary supervised by the European Central Bank, BaFin and Deutsche Bundesbank. GSBE is a non-U.S. banking subsidiary of GS Bank USA and is also subject to standalone regulatory capital requirements noted below. GSBE is subject to the capital requirements prescribed in the amended E.U. Capital Requirements Directive (CRD) and E.U. Capital Requirements Regulation (CRR), which are largely based on Basel III. The deposits of GSBE are covered by the German statutory deposit protection program to the extent provided by law. In addition, GSBE has elected to participate in the German voluntary deposit protection program which provides insurance for certain eligible deposits not covered by the German statutory deposit program.
The table below presents GSBE’s risk-based capital requirements.
 
As of
MarchDecember
 20232022
Risk-based capital requirements  
CET1 capital ratio9.6 %9.2 %
Tier 1 capital ratio11.7 %11.3 %
Total capital ratio14.5 %14.0 %
The table below presents information about GSBE’s risk-based capital ratios.
 
As of
MarchDecember
$ in millions20232022
Risk-based capital and risk-weighted assets 
CET1 capital$13,474 $9,536 
Tier 1 capital$13,474 $9,536 
Tier 2 capital$22 $21 
Total capital$13,496 $9,557 
RWAs$31,319 $30,154 
Risk-based capital ratios  
CET1 capital ratio43.0 %31.6%
Tier 1 capital ratio43.0 %31.6%
Total capital ratio43.1 %31.7%
In the table above, the risk-based capital ratios as of March 2023 reflected profits after foreseeable charges that are still subject to audit by GSBE’s external auditors and approval by GSBE’s shareholder (GS Bank USA) for inclusion in risk-based capital. These profits contributed approximately 123 basis points to the CET1 capital ratio as of March 2023.
The table below presents GSBE’s leverage ratio requirement and leverage ratio.
 
As of
MarchDecember
 20232022
Leverage ratio requirement3.0 %3.0 %
Leverage ratio11.4 %10.6 %

In the table above, the leverage ratio as of March 2023 reflected profits after foreseeable charges that are still subject to audit by GSBE’s external auditors and approval by GSBE’s shareholder (GS Bank USA) for inclusion in risk-based capital. These profits contributed approximately 65 basis points to the leverage ratio as of March 2023.
GSBE is subject to minimum reserve requirements at central banks in certain of the jurisdictions in which it operates. As of both March 2023 and December 2022, GSBE was in compliance with these requirements.
GSBE is a registered swap dealer with the CFTC and a registered security-based swap dealer with the SEC. As of both March 2023 and December 2022, GSBE was subject to and in compliance with applicable capital requirements for swap dealers and security-based swap dealers.
Restrictions on Payments
Group Inc. may be limited in its ability to access capital held at certain subsidiaries as a result of regulatory, tax or other constraints. These limitations include provisions of applicable law and regulations and other regulatory restrictions that limit the ability of those subsidiaries to declare and pay dividends without prior regulatory approval. For example, the amount of dividends that may be paid by GS Bank USA are limited to the lesser of the amounts calculated under a recent earnings test and an undivided profits test. As a result of dividends paid in connection with the acquisition of GSBE in July 2021, GS Bank USA cannot currently declare any additional dividends without prior regulatory approval.
In addition, subsidiaries not subject to separate regulatory capital requirements may hold capital to satisfy local tax and legal guidelines, rating agency requirements (for entities with assigned credit ratings) or internal policies, including policies concerning the minimum amount of capital a subsidiary should hold based on its underlying level of risk.
Group Inc.’s equity investment in subsidiaries was $135.33 billion as of March 2023 and $134.59 billion as of December 2022, of which Group Inc. was required to maintain $89.01 billion as of March 2023 and $82.52 billion as of December 2022, of minimum equity capital in its regulated subsidiaries in order to satisfy the regulatory requirements of such subsidiaries.
Group Inc.’s capital invested in certain non-U.S. dollar functional currency subsidiaries is exposed to foreign exchange risk, substantially all of which is managed through a combination of non-U.S. dollar-denominated debt and derivatives. See Note 7 for information about the firm’s net investment hedges used to hedge this risk.
Goldman Sachs March 2023 Form 10-Q
78

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Note 21.
Earnings Per Common Share
Basic earnings per common share (EPS) is calculated by dividing net earnings to common by the weighted average number of common shares outstanding and RSUs for which the delivery of the underlying common stock is not subject to satisfaction of future service, performance or market conditions (collectively, basic shares). Diluted EPS includes the determinants of basic EPS and, in addition, reflects the dilutive effect of the common stock deliverable for RSUs for which the delivery of the underlying common stock is subject to satisfaction of future service, performance or market conditions.
The table below presents information about basic and diluted EPS.
 Three Months
Ended March
in millions, except per share amounts20232022
Net earnings to common$3,087 $3,831 
Weighted average basic shares346.6351.2
Effect of dilutive RSUs4.74.7
Weighted average diluted shares351.3355.9
Basic EPS$8.87 $10.87 
Diluted EPS$8.79 $10.76 
In the table above:
Net earnings to common represents net earnings applicable to common shareholders, which is calculated as net earnings less preferred stock dividends.
Unvested share-based awards that have non-forfeitable rights to dividends or dividend equivalents are treated as a separate class of securities under the two-class method. Distributed earnings allocated to these securities reduce net earnings to common to calculate EPS under this method. The impact of applying this methodology was a reduction in basic EPS of $0.04 for both the three months ended March 2023 and March 2022.
Diluted EPS does not include antidilutive RSUs, including those that are subject to market or performance conditions, of 0.5 million for the three months ended March 2023 and 0.7 million for the three months ended March 2022.

Note 22.
Transactions with Affiliated Funds
The firm has formed nonconsolidated investment funds with third-party investors. As the firm generally acts as the investment manager for these funds, it is entitled to receive management fees and, in certain cases, advisory fees or incentive fees from these funds. Additionally, the firm invests alongside the third-party investors in certain funds.
The tables below present information about affiliated funds.
 Three Months
Ended March
$ in millions20232022
Fees earned from funds$1,165 $962 
 
As of
MarchDecember
$ in millions20232022
Fees receivable from funds$1,319 $1,175 
Aggregate carrying value of interests in funds$3,943 $3,801 
The firm has waived, and may waive in the future, certain management fees on selected money market funds to enhance the yield for investors in such funds. Management fees waived were $8 million for the three months ended March 2023 and $88 million for the three months ended March 2022.
In accordance with the Volcker Rule, the firm does not provide financial support to covered funds. However, in the ordinary course of business, the firm may choose to provide voluntary financial support to funds that are not subject to the Volcker Rule, although any such support is not expected to be material to the results of operations of the firm. Except for the fee waivers noted above, the firm did not provide any additional financial support to its affiliated funds during either the three months ended March 2023 or March 2022.
In addition, in the ordinary course of business, the firm may also engage in other activities with its affiliated funds, including, among others, securities lending, trade execution, market-making, custody, and acquisition and bridge financing. See Note 18 for information about the firm’s investment commitments related to these funds.
79
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Note 23.
Interest Income and Interest Expense
Interest is recorded over the life of the instrument on an accrual basis based on contractual interest rates.
The table below presents sources of interest income and interest expense.
 Three Months
Ended March
$ in millions20232022
Deposits with banks$2,470 $
Collateralized agreements3,389 (202)
Trading assets1,824 1,090 
Investments817 381 
Loans3,458 1,550 
Other interest2,980 385 
Total interest income14,938 3,212 
Deposits3,495 370 
Collateralized financings2,360 11 
Trading liabilities598 432 
Short-term borrowings216 77 
Long-term borrowings2,650 754 
Other interest3,838 (259)
Total interest expense13,157 1,385 
Net interest income$1,781 $1,827 
In the table above:
Collateralized agreements includes rebates paid and interest income on securities borrowed.
Loans excludes interest on loans held for sale that are accounted for at the lower of cost or fair value. Such interest is included within other interest.
Other interest income includes interest income on customer debit balances, other interest-earning assets and loans held for sale that are accounted for at the lower of cost or fair value.
Collateralized financings consists of repurchase agreements and securities loaned.
Short- and long-term borrowings include both secured and unsecured borrowings.
Other interest expense includes rebates received on other interest-bearing liabilities and interest expense on customer credit balances.







Note 24.
Income Taxes
Provision for Income Taxes
Income taxes are provided for using the asset and liability method under which deferred tax assets and liabilities are recognized for temporary differences between the financial reporting and tax bases of assets and liabilities. The firm reports interest expense related to income tax matters in provision for taxes and income tax penalties in other expenses.
Deferred Income Taxes
Deferred income taxes reflect the net tax effects of temporary differences between the financial reporting and tax bases of assets and liabilities. These temporary differences result in taxable or deductible amounts in future years and are measured using the tax rates and laws that will be in effect when such differences are expected to reverse. Valuation allowances are established to reduce deferred tax assets to the amount that more likely than not will be realized and primarily relate to the ability to utilize losses in various tax jurisdictions. Tax assets are included in other assets and tax liabilities are included in other liabilities.
Unrecognized Tax Benefits
The firm recognizes tax positions in the consolidated financial statements only when it is more likely than not that the position will be sustained on examination by the relevant taxing authority based on the technical merits of the position. A position that meets this standard is measured at the largest amount of benefit that will more likely than not be realized on settlement. A liability is established for differences between positions taken in a tax return and amounts recognized in the consolidated financial statements.
Regulatory Tax Examinations
The firm is subject to examination by the U.S. Internal Revenue Service (IRS) and other taxing authorities in jurisdictions where the firm has significant business operations, such as the United Kingdom, Japan, Hong Kong and various states, such as New York. The tax years under examination vary by jurisdiction. The firm does not expect completion of these audits to have a material impact on the firm’s financial condition, but it may be material to operating results for a particular period, depending, in part, on the operating results for that period.

Goldman Sachs March 2023 Form 10-Q
80

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents the earliest tax years that remain subject to examination by major jurisdiction.
As of
JurisdictionMarch 2023
U.S. Federal2011
New York State and City2015
United Kingdom2017
Japan2016
Hong Kong2016
The firm has been accepted into the Compliance Assurance Process program by the IRS for each of the tax years from 2013 through 2023. This program allows the firm to work with the IRS to identify and resolve potential U.S. federal tax issues before the filing of tax returns. All issues for the 2011 through 2018 tax years have been resolved and completion is pending final review by the Joint Committee on Taxation. All issues for the 2019 and 2020 tax years have been resolved and will be effectively settled pending administrative completion by the IRS. Final completion of tax years 2011 through 2020 will not have a material impact on the effective tax rate. The 2021 tax year remains subject to post-filing review. New York State and City examinations of 2015 through 2018 commenced during 2021.
All years, including and subsequent to the years in the table above, remain open to examination by the taxing authorities. The firm believes that the liability for unrecognized tax benefits it has established is adequate in relation to the potential for additional assessments.


















Note 25.
Business Segments
The firm manages and reports its activities in three business segments: Global Banking & Markets, Asset & Wealth Management and Platform Solutions. See Note 1 for information about the firm’s business segments.
Compensation and benefits expenses in the firm’s segments reflect, among other factors, the overall performance of the firm, as well as the performance of individual businesses. Consequently, pre-tax margins in one segment of the firm’s business may be significantly affected by the performance of the firm’s other business segments.
The firm allocates assets (including allocations of global core liquid assets and cash, secured client financing and other assets), revenues and expenses among the three business segments. Due to the integrated nature of these segments, estimates and judgments are made in allocating certain assets, revenues and expenses. The allocation process is based on the manner in which management currently views the performance of the segments.
The allocation of common shareholders’ equity and preferred stock dividends to each segment is based on the estimated amount of equity required to support the activities of the segment under relevant regulatory capital requirements.
Net earnings for each segment is calculated by applying the firmwide tax rate to each segment’s pre-tax earnings.
Management believes that this allocation provides a reasonable representation of each segment’s contribution to consolidated net earnings to common, return on average common equity and total assets. Transactions between segments are based on specific criteria or approximate third-party rates.
81
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Segment Results
The table below presents a summary of the firm’s segment results.
 Three Months
Ended March
$ in millions20232022
Global Banking & Markets
  
Non-interest revenues$8,097 $9,364 
Net interest income347 698 
Total net revenues8,444 10,062 
Provision for credit losses129 191 
Operating expenses4,629 4,973 
Pre-tax earnings$3,686 $4,898 
Net earnings$2,986 $4,144 
Net earnings to common$2,876 $4,064 
Average common equity$69,497 $67,941 
Return on average common equity16.6 %23.9 %
Asset & Wealth Management
  
Non-interest revenues$2,330 $1,801 
Net interest income886 802 
Total net revenues3,216 2,603 
Provision for credit losses(565)203 
Operating expenses3,168 2,409 
Pre-tax earnings/(loss)
$613 $(9)
Net earnings/(loss)
$496 $(8)
Net earnings/(loss) to common
$464 $(34)
Average common equity$32,684 $31,150 
Return on average common equity5.7 %(0.4)%
Platform Solutions
Non-interest revenues$16 $(59)
Net interest income548 327 
Total net revenues564 268 
Provision for credit losses265 167 
Operating expenses605 334 
Pre-tax earnings/(loss)
$(306)$(233)
Net earnings/(loss)
$(248)$(197)
Net earnings/(loss) to common
$(253)$(199)
Average common equity$3,935 $2,787 
Return on average common equity(25.7)%(28.6)%
Total  
Non-interest revenues$10,443 $11,106 
Net interest income1,781 1,827 
Total net revenues12,224 12,933 
Provision for credit losses(171)561 
Operating expenses8,402 7,716 
Pre-tax earnings$3,993 $4,656 
Net earnings$3,234 $3,939 
Net earnings to common$3,087 $3,831 
Average common equity$106,116 $101,878 
Return on average common equity11.6 %15.0 %
In the table above:
Revenues and expenses directly associated with each segment are included in determining pre-tax earnings.
Net revenues in the firm’s segments include allocations of interest income and expense to specific positions in relation to the cash generated by, or funding requirements of, such positions. Net interest is included in segment net revenues as it is consistent with how management assesses segment performance.
Expenses not directly associated with specific segments are allocated based on an estimate of support provided to each segment.
The table below presents depreciation and amortization expense by segment.
 Three Months
Ended March
$ in millions20232022
Global Banking & Markets
$277 $258 
Asset & Wealth Management
618 208 
Platform Solutions
75 26 
Total$970 $492 
In the table above, depreciation and amortization expenses in Asset & Wealth Management for the first quarter of 2023 included impairments of approximately $355 million related to consolidated real estate investments.
Segment Assets
The table below presents assets by segment.
 
 As of
MarchDecember
$ in millions20232022
Global Banking & Markets$1,278,710 $1,169,539 
Asset & Wealth Management
200,943 214,970 
Platform Solutions
58,696 57,290 
Total$1,538,349 $1,441,799 
Goldman Sachs March 2023 Form 10-Q
82

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Geographic Information
Due to the highly integrated nature of international financial markets, the firm manages its businesses based on the profitability of the enterprise as a whole. The methodology for allocating profitability to geographic regions is dependent on estimates and management judgment because a significant portion of the firm’s activities require cross-border coordination in order to facilitate the needs of the firm’s clients. Geographic results are generally allocated as follows:
Global Banking & Markets: Investment banking fees and Other: location of the client and investment banking team; FICC intermediation and Equities intermediation: location of the market-making desk; FICC financing and Equities financing: location of the desk.
Asset & Wealth Management (excluding direct-to-consumer business, Equity investments and Debt investments): location of the sales team and/or investments; Direct-to-consumer business: location of the client; Equity investments and Debt investments: location of the investment or investment professional.
Platform Solutions: location of the client.
The table below presents total net revenues and pre-tax earnings by geographic region.
$ in millions20232022
Three Months Ended March
Americas$7,194 59 %$7,334 57 %
EMEA3,584 29 %3,871 30 %
Asia1,446 12 %1,728 13 %
Total net revenues$12,224 100 %$12,933 100 %
Americas$2,019 51 %$2,281 49 %
EMEA1,560 39 %1,805 39 %
Asia414 10 %570 12 %
Total pre-tax earnings$3,993 100 %$4,656 100 %
In the table above:
Substantially all of the amounts in Americas were attributable to the U.S.
Asia includes Australia and New Zealand.
Note 26.
Credit Concentrations
The firm’s concentrations of credit risk arise from its market-making, client facilitation, investing, underwriting, lending and collateralized transactions, and cash management activities, and may be impacted by changes in economic, industry or political factors. These activities expose the firm to many different industries and counterparties, and may also subject the firm to a concentration of credit risk to a particular central bank, counterparty, borrower or issuer, including sovereign issuers, or to a particular clearinghouse or exchange. The firm seeks to mitigate credit risk by actively monitoring exposures and obtaining collateral from counterparties as deemed appropriate.
The firm measures and monitors its credit exposure based on amounts owed to the firm after taking into account risk mitigants that the firm considers when determining credit risk. Such risk mitigants include netting and collateral arrangements and economic hedges, such as credit derivatives, futures and forward contracts. Netting and collateral agreements permit the firm to offset receivables and payables with such counterparties and/or enable the firm to obtain collateral on an upfront or contingent basis.
The table below presents the credit concentrations included in trading cash instruments and investments.
 
As of
MarchDecember
$ in millions20232022
U.S. government and agency obligations$223,551 $205,935 
Percentage of total assets14.5 %14.3 %
Non-U.S. government and agency obligations$65,062 $40,334 
Percentage of total assets4.2 %2.8 %
In addition, the firm had $191.59 billion as of March 2023 and $208.53 billion as of December 2022 of cash deposits held at central banks (included in cash and cash equivalents), of which $101.31 billion as of March 2023 and $165.77 billion as of December 2022 was held at the Federal Reserve.
As of both March 2023 and December 2022, the firm did not have credit exposure to any other counterparty that exceeded 2% of total assets.
Collateral obtained by the firm related to derivative assets is principally cash and is held by the firm or a third-party custodian. Collateral obtained by the firm related to resale agreements and securities borrowed transactions is primarily U.S. government and agency obligations and non-U.S. government and agency obligations. See Note 11 for further information about collateralized agreements and financings.

83
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
The table below presents U.S. government and agency obligations and non-U.S. government and agency obligations that collateralize resale agreements and securities borrowed transactions.
 
As of
MarchDecember
$ in millions20232022
U.S. government and agency obligations$121,309 $164,897 
Non-U.S. government and agency obligations$97,065 $76,456 
In the table above:
Non-U.S. government and agency obligations primarily consists of securities issued by the governments of the U.K., Japan, Germany and France.
Given that the firm’s primary credit exposure on such transactions is to the counterparty to the transaction, the firm would be exposed to the collateral issuer only in the event of counterparty default.
Note 27.
Legal Proceedings
The firm is involved in a number of judicial, regulatory and arbitration proceedings (including those described below) concerning matters arising in connection with the conduct of the firm’s businesses. Many of these proceedings are in early stages, and many of these cases seek an indeterminate amount of damages.
Under ASC 450, an event is “reasonably possible” if “the chance of the future event or events occurring is more than remote but less than likely” and an event is “remote” if “the chance of the future event or events occurring is slight.” Thus, references to the upper end of the range of reasonably possible loss for cases in which the firm is able to estimate a range of reasonably possible loss mean the upper end of the range of loss for cases for which the firm believes the risk of loss is more than slight.
With respect to matters described below for which management has been able to estimate a range of reasonably possible loss where (i) actual or potential plaintiffs have claimed an amount of money damages, (ii) the firm is being, or threatened to be, sued by purchasers in a securities offering and is not being indemnified by a party that the firm believes will pay the full amount of any judgment, or (iii) the purchasers are demanding that the firm repurchase securities, management has estimated the upper end of the range of reasonably possible loss based on (a) in the case of (i), the amount of money damages claimed, (b) in the case of (ii), the difference between the initial sales price of the securities that the firm sold in such offering and the estimated lowest subsequent price of such securities prior to the action being commenced and (c) in the case of (iii), the price that purchasers paid for the securities less the estimated value, if any, as of March 2023 of the relevant securities, in each of cases (i), (ii) and (iii), taking into account any other factors believed to be relevant to the particular matter or matters of that type. As of the date hereof, the firm has estimated the upper end of the range of reasonably possible aggregate loss for such matters and for any other matters described below where management has been able to estimate a range of reasonably possible aggregate loss to be approximately $2.5 billion in excess of the aggregate reserves for such matters.
Management is generally unable to estimate a range of reasonably possible loss for matters other than those included in the estimate above, including where (i) actual or potential plaintiffs have not claimed an amount of money damages, except in those instances where management can otherwise determine an appropriate amount, (ii) matters are in early stages, (iii) matters relate to regulatory investigations or reviews, except in those instances where management can otherwise determine an appropriate amount, (iv) there is uncertainty as to the likelihood of a class being certified or the ultimate size of the class, (v) there is uncertainty as to the outcome of pending appeals or motions, (vi) there are significant factual issues to be resolved, and/or (vii) there are novel legal issues presented. For example, the firm’s potential liabilities with respect to the investigations and reviews described below in “Regulatory Investigations and Reviews and Related Litigation” generally are not included in management’s estimate of reasonably possible loss. However, management does not believe, based on currently available information, that the outcomes of such other matters will have a material adverse effect on the firm’s financial condition, though the outcomes could be material to the firm’s operating results for any particular period, depending, in part, upon the operating results for such period.
Goldman Sachs March 2023 Form 10-Q
84

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
1MDB-Related Matters
Between 2012 and 2013, subsidiaries of the firm acted as arrangers or purchasers of approximately $6.5 billion of debt securities of 1MDB.
On November 1, 2018, the U.S. Department of Justice (DOJ) unsealed a criminal information and guilty plea by Tim Leissner, a former participating managing director of the firm, and an indictment against Ng Chong Hwa, a former managing director of the firm. On August 28, 2018, Leissner was adjudicated guilty by the U.S. District Court for the Eastern District of New York of conspiring to launder money and to violate the U.S. Foreign Corrupt Practices Act’s (FCPA) anti-bribery and internal accounting controls provisions. Ng was charged with conspiring to launder money and to violate the FCPA’s anti-bribery and internal accounting controls provisions, and on April 8, 2022, Ng was found guilty on all counts following a trial.
On August 18, 2020, the firm announced that it entered into a settlement agreement with the Government of Malaysia to resolve the criminal and regulatory proceedings in Malaysia involving the firm, which includes a guarantee that the Government of Malaysia receives at least $1.4 billion in assets and proceeds from assets seized by governmental authorities around the world related to 1MDB. See Note 18 for further information about this guarantee.
On October 22, 2020, the firm announced that it reached settlements of governmental and regulatory investigations relating to 1MDB with the DOJ, the SEC, the FRB, the NYDFS, the FCA, the PRA, the Singapore Attorney General’s Chambers, the Singapore Commercial Affairs Department, the Monetary Authority of Singapore and the Hong Kong Securities and Futures Commission. Group Inc. entered into a three-year deferred prosecution agreement with the DOJ, in which a charge against the firm, one count of conspiracy to violate the FCPA, was filed and will later be dismissed if the firm abides by the terms of the agreement. In addition, GS Malaysia pleaded guilty to one count of conspiracy to violate the FCPA, and was sentenced on June 9, 2021. In May 2021, the U.S. Department of Labor granted the firm a five-year exemption to maintain its status as a qualified professional asset manager (QPAM).

On December 20, 2018, a putative securities class action lawsuit was filed in the U.S. District Court for the Southern District of New York against Group Inc. and certain former officers of the firm alleging violations of the anti-fraud provisions of the Exchange Act with respect to Group Inc.’s disclosures and public statements concerning 1MDB and seeking unspecified damages. The plaintiff filed the second amended complaint on October 28, 2019. On June 28, 2021, the court dismissed the claims against one of the individual defendants but denied the defendants’ motion to dismiss with respect to the firm and the remaining individual defendants. On November 12, 2021, the plaintiff moved for class certification. On January 13, 2023, the plaintiff moved for leave to file a third amended complaint.
Mortgage-Related Matters
Beginning in April 2010, a number of purported securities law class actions were filed in the U.S. District Court for the Southern District of New York challenging the adequacy of Group Inc.’s public disclosure of, among other things, the firm’s activities in the collateralized debt obligation market, and the firm’s conflict of interest management.
The consolidated amended complaint filed on July 25, 2011, which named as defendants Group Inc. and certain current and former officers and employees of Group Inc. and its affiliates, generally alleges violations of Sections 10(b) and 20(a) of the Exchange Act and seeks monetary damages. The defendants have moved for summary judgment. On April 7, 2020, the U.S. Court of Appeals for the Second Circuit affirmed the district court’s August 14, 2018 grant of class certification. On June 21, 2021, the United States Supreme Court vacated the judgment of the Second Circuit and remanded the case for further proceedings, and on August 26, 2021, the Second Circuit vacated the district court’s grant of class certification and remanded the case for further proceedings. On December 8, 2021, the district court granted the plaintiffs’ motion for class certification. On March 9, 2022, the Second Circuit granted defendants’ petition seeking interlocutory review of the district court’s grant of class certification.

85
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Complaints were filed in the U.S. District Court for the Southern District of New York on July 25, 2019 and May 29, 2020 against Goldman Sachs Mortgage Company and GS Mortgage Securities Corp. by U.S. Bank National Association, as trustee for two residential mortgage-backed securitization trusts that issued $1.7 billion of securities. The complaints generally allege that mortgage loans in the trusts failed to conform to applicable representations and warranties and seek specific performance or, alternatively, compensatory damages and other relief. On November 23, 2020, the court granted in part and denied in part defendants’ motion to dismiss the complaint in the first action and denied defendants’ motion to dismiss the complaint in the second action. On January 14, 2021, amended complaints were filed in both actions.
Currencies-Related Litigation
GS&Co. and Group Inc. are among the defendants named in an action filed in the U.S. District Court for the Southern District of New York on November 7, 2018, and GSI, GSIB, Goldman Sachs Group UK Limited and GS Bank USA are among the defendants in an action filed in the High Court of England and Wales on November 11, 2020 and subsequently transferred to the U.K. Competition Appeal Tribunal, in each case by certain direct purchasers of foreign exchange instruments that opted out of a class settlement reached with, among others, GS&Co. and Group Inc. The third amended complaint in the U.S. district court action, filed on August 3, 2020, generally alleges that the defendants violated federal antitrust law and state common law in connection with an alleged conspiracy to manipulate the foreign currency exchange markets and seeks declaratory and injunctive relief, as well as unspecified amounts of compensatory, punitive, treble and other damages. The claim in the English action is for breaches of English and E.U. competition rules from 2003 to 2013 and alleges manipulation of foreign exchange rates and bid/offer spreads, the exchange of commercially sensitive information among defendants and collusive trading. On March 29, 2023, the parties entered into settlements to resolve these actions.
GS&Co. is among the defendants named in a putative class action filed in the U.S. District Court for the Southern District of New York on August 4, 2021. The amended complaint, filed on January 6, 2022, generally asserts claims under federal antitrust law and state common law in connection with an alleged conspiracy among the defendants to manipulate auctions for foreign exchange transactions on an electronic trading platform, as well as claims under the Racketeer Influenced and Corrupt Organizations Act. The complaint seeks declaratory and injunctive relief, as well as unspecified amounts of treble and other damages. On March 18, 2022, the defendants moved to dismiss the amended complaint.
Banco Espirito Santo S.A. and Oak Finance
Beginning in February 2015, GSI commenced actions against Novo Banco S.A. (Novo Banco) in the English Commercial Court and the Bank of Portugal (BoP) in Portuguese Administrative Court in response to BoP’s decisions in December 2014, September 2015 and December 2015 to reverse an earlier transfer to Novo Banco of an $835 million facility agreement (the Facility), structured by GSI, between Oak Finance Luxembourg S.A. (Oak Finance), a special purpose vehicle formed in connection with the Facility, and Banco Espirito Santo S.A. (BES) prior to the failure of BES. In July 2018, the English Supreme Court found that the English courts will not have jurisdiction over GSI’s action unless and until the Portuguese Administrative Court finds against BoP in GSI’s parallel action. In July 2018, the Liquidation Committee for BES issued a decision seeking to claw back from GSI $54 million paid to GSI and $50 million allegedly paid to Oak Finance in connection with the Facility, alleging that GSI acted in bad faith in extending the Facility, including because GSI allegedly knew that BES was at risk of imminent failure. In October 2018, GSI commenced an action in Lisbon Commercial Court challenging the Liquidation Committee’s decision and has since also issued a claim against the Portuguese State seeking compensation for losses of approximately $222 million related to the failure of BES, together with a contingent claim for the $104 million sought by the Liquidation Committee. On April 11, 2023, GSI commenced administrative proceedings against the BoP, seeking the nullification of the BoP’s September 2015 and December 2015 decisions on new grounds.
Financial Advisory Services
Group Inc. and certain of its affiliates are from time to time parties to various civil litigation and arbitration proceedings and other disputes with clients and third parties relating to the firm’s financial advisory activities. These claims generally seek, among other things, compensatory damages and, in some cases, punitive damages, and in certain cases allege that the firm did not appropriately disclose or deal with conflicts of interest.
Goldman Sachs March 2023 Form 10-Q
86

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Archegos-Related Matters
GS&Co. is among the underwriters named as defendants in a putative securities class action filed on August 13, 2021 in New York Supreme Court, County of New York, relating to ViacomCBS Inc.’s (ViacomCBS) March 2021 public offerings of $1.7 billion of common stock and $1.0 billion of preferred stock. In addition to the underwriters, the defendants include ViacomCBS and certain of its officers and directors. GS&Co. underwrote 646,154 shares of common stock representing an aggregate offering price of approximately $55 million and 323,077 shares of preferred stock representing an aggregate offering price of approximately $32 million. The complaint asserts claims under the federal securities laws and alleges that the offering documents contained material misstatements and omissions, including, among other things, that the offering documents failed to disclose that Archegos Capital Management, LP (Archegos) had substantial exposure to ViacomCBS, including through total return swaps to which certain of the underwriters, including GS&Co., were allegedly counterparties, and that such underwriters failed to disclose their exposure to Archegos. On December 21, 2021, the plaintiffs filed a corrected amended complaint. The complaint seeks rescission and compensatory damages in unspecified amounts. On January 4, 2022, the plaintiffs moved for class certification. On February 6, 2023, the court dismissed the claims against ViacomCBS and the individual defendants, but denied the defendants’ motions to dismiss with respect to GS&Co. and the other underwriter defendants. On February 15, 2023, the underwriter defendants appealed the court’s denial of the motion to dismiss. On March 10, 2023, the plaintiffs appealed the court’s dismissal of the claims against ViacomCBS and the individual defendants. On April 18, 2023, the plaintiffs moved for class certification.
Group Inc. is also a defendant in putative securities class actions filed beginning in October 2021 and consolidated in the U.S. District Court for the Southern District of New York. The complaints allege that Group Inc., along with another financial institution, sold shares in Baidu Inc. (Baidu), Discovery Inc. (Discovery), GSX Techedu Inc. (Gaotu), iQIYI Inc. (iQIYI), Tencent Music Entertainment Group (Tencent), ViacomCBS, and Vipshop Holdings Ltd. (Vipshop) based on material nonpublic information regarding the liquidation of Archegos’ position in Baidu, Discovery, Gaotu, iQIYI, Tencent, ViacomCBS and Vipshop, respectively. The complaints generally assert violations of Sections 10(b), 20A and 20(a) of the Exchange Act and seek unspecified damages. On June 13, 2022, the plaintiffs in the class actions filed amended complaints. On March 31, 2023, the court granted the defendants' motions to dismiss the amended complaints without prejudice.

On January 24, 2022, the firm received a demand from an alleged shareholder under Section 220 of the Delaware General Corporation Law for books and records relating to, among other things, the firm’s involvement with Archegos and the firm’s controls with respect to insider trading.
Silicon Valley Bank Matters
GS&Co. is among the underwriters named as defendants in a putative securities class action filed on April 7, 2023 in the U.S. District Court for the Northern District of California relating to SVB Financial Group’s (“SVBFG”) January 2021 public offerings of $500 million principal amount of senior notes and $750 million of depositary shares representing interests in preferred stock, March 2021 public offering of approximately $1.2 billion of common stock, May 2021 public offerings of $1.0 billion of depositary shares representing interests in preferred stock and $500 million principal amount of senior notes, August 2021 public offering of approximately $1.3 billion of common stock, and April 2022 public offering of $800 million aggregate principal amount of senior notes, among other public offerings of securities. In addition to the underwriters, the defendants include certain of SVBFG’s officers and directors and its auditor. GS&Co. underwrote an aggregate of 831,250 depositary shares representing an aggregate offering price of approximately $831 million, an aggregate of 3,266,108 shares of common stock representing an aggregate offering price of approximately $1.8 billion and senior notes representing an aggregate price to the public of approximately $727 million. The complaint asserts claims under the federal securities laws and alleges that the offering documents contained material misstatements and omissions. The complaint seeks compensatory damages in unspecified amounts. On March 17, 2023, SVBFG filed for Chapter 11 bankruptcy in the U.S. Bankruptcy Court for the Southern District of New York.
The firm is also cooperating with and providing information to various governmental bodies in connection with their investigations and inquiries into SVBFG and its affiliates (collectively “SVB”), including the firm’s business with SVB in or around March 2023, when SVB engaged the firm to assist with a proposed capital raise and SVB sold the firm a portfolio of securities.

87
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Underwriting Litigation
Firm affiliates are among the defendants in a number of proceedings in connection with securities offerings. In these proceedings, including those described below, the plaintiffs assert class action or individual claims under federal and state securities laws and in some cases other applicable laws, allege that the offering documents for the securities that they purchased contained material misstatements and omissions, and generally seek compensatory and rescissory damages in unspecified amounts, as well as rescission. Certain of these proceedings involve additional allegations.
Uber Technologies, Inc. GS&Co. is among the underwriters named as defendants in several putative securities class actions filed beginning in September 2019 in California Superior Court, County of San Francisco and the U.S. District Court for the Northern District of California, relating to Uber Technologies, Inc.’s (Uber) $8.1 billion May 2019 initial public offering. In addition to the underwriters, the defendants include Uber and certain of its officers and directors. GS&Co. underwrote 35,864,408 shares of common stock representing an aggregate offering price of approximately $1.6 billion. On November 16, 2020, the court in the state court action granted defendants’ motion to dismiss the consolidated amended complaint filed on February 11, 2020, and on December 16, 2020, plaintiffs appealed. On August 7, 2020, defendants’ motion to dismiss the district court action was denied. On September 25, 2020, the plaintiffs in the district court action moved for class certification. On December 5, 2020, the plaintiffs in the state court action filed a complaint in the district court, which was consolidated with the existing district court action on January 25, 2021. On May 14, 2021, the plaintiffs filed a second amended complaint in the district court, purporting to add the plaintiffs from the state court action as additional class representatives. On October 1, 2021, defendants’ motion to dismiss the additional class representatives from the second amended complaint was denied, and on July 26, 2022, the district court granted the plaintiffs’ motion for class certification. On February 27, 2023, the U.S. Court of Appeals for the Ninth Circuit denied the defendants’ petition seeking interlocutory review of the district court’s grant of class certification.

GoHealth, Inc. GS&Co. is among the underwriters named as defendants in putative securities class actions filed beginning on September 21, 2020 and consolidated in the U.S. District Court for the Northern District of Illinois relating to GoHealth, Inc.’s (GoHealth) $914 million July 2020 initial public offering. In addition to the underwriters, the defendants include GoHealth, certain of its officers and directors and certain of its shareholders. GS&Co. underwrote 11,540,550 shares of common stock representing an aggregate offering price of approximately $242 million. On February 25, 2021, the plaintiffs filed a consolidated complaint. On April 5, 2022, the defendants’ motion to dismiss the consolidated complaint was denied. On September 23, 2022, the plaintiffs moved for class certification.
Array Technologies, Inc. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on May 14, 2021 in the U.S. District Court for the Southern District of New York relating to Array Technologies, Inc.’s (Array) $1.2 billion October 2020 initial public offering of common stock, $1.3 billion December 2020 offering of common stock and $993 million March 2021 offering of common stock. In addition to the underwriters, the defendants include Array and certain of its officers and directors. GS&Co. underwrote an aggregate of 31,912,213 shares of common stock in the three offerings representing an aggregate offering price of approximately $877 million. On December 7, 2021, the plaintiffs filed an amended consolidated complaint. On October 17, 2022, the defendants moved to dismiss the amended consolidated complaint.
ContextLogic Inc. GS&Co. is among the underwriters named as defendants in putative securities class actions filed beginning on May 17, 2021 and consolidated in the U.S. District Court for the Northern District of California, relating to ContextLogic Inc.’s (ContextLogic) $1.1 billion December 2020 initial public offering of common stock. In addition to the underwriters, the defendants include ContextLogic and certain of its officers and directors. GS&Co. underwrote 16,169,000 shares of common stock representing an aggregate offering price of approximately $388 million. On July 15, 2022, the plaintiffs filed a consolidated amended complaint, and on March 10, 2023, the court granted the defendants’ motion to dismiss the consolidated amended complaint with leave to amend. On April 10, 2023, the plaintiffs filed a second consolidated amended complaint.

Goldman Sachs March 2023 Form 10-Q
88

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
DiDi Global Inc. Goldman Sachs (Asia) L.L.C. (GS Asia) is among the underwriters named as defendants in putative securities class actions filed beginning on July 6, 2021 in the U.S. District Courts for the Southern District of New York and the Central District of California and New York Supreme Court, County of New York, relating to DiDi Global Inc.’s (DiDi) $4.4 billion June 2021 initial public offering of American Depositary Shares (ADS). In addition to the underwriters, the defendants include DiDi and certain of its officers and directors. GS Asia underwrote 104,554,000 ADS representing an aggregate offering price of approximately $1.5 billion. On September 22, 2021, plaintiffs in the California action voluntarily dismissed their claims without prejudice. On May 5, 2022, plaintiffs in the consolidated federal action filed a second consolidated amended complaint, which includes allegations of violations of Sections 10(b) and 20A of the Exchange Act against the underwriter defendants. On June 3, 2022, the defendants moved to dismiss the second consolidated amended complaint.
Vroom Inc. GS&Co. is among the underwriters named as defendants in an amended complaint for a putative securities class action filed on October 4, 2021 in the U.S. District Court for the Southern District of New York relating to Vroom Inc.’s (Vroom) approximately $589 million September 2020 public offering of common stock. In addition to the underwriters, the defendants include Vroom and certain of its officers and directors. GS&Co. underwrote 3,886,819 shares of common stock representing an aggregate offering price of approximately $212 million. On December 20, 2021, the defendants served a motion to dismiss the consolidated complaint.

Zymergen Inc. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on August 4, 2021 in the U.S. District Court for the Northern District of California relating to Zymergen Inc.’s (Zymergen) $575 million April 2021 initial public offering of common stock. In addition to the underwriters, the defendants include Zymergen and certain of its officers and directors. GS&Co. underwrote 5,750,345 shares of common stock representing an aggregate offering price of approximately $178 million. On February 24, 2022, the plaintiffs filed an amended complaint, and on November 29, 2022, the court granted in part and denied in part the defendants' motion to dismiss the amended complaint, denying dismissal of the claims for violations of Section 11 of the Securities Act. On April 6, 2023, the plaintiffs moved for class certification.
Waterdrop Inc. GS Asia is among the underwriters named as defendants in a putative securities class action filed on September 14, 2021 in the U.S. District Court for the Southern District of New York relating to Waterdrop Inc.’s (Waterdrop) $360 million May 2021 initial public offering of ADS. In addition to the underwriters, the defendants include Waterdrop and certain of its officers and directors. GS Asia underwrote 15,300,000 ADS representing an aggregate offering price of approximately $184 million. On February 21, 2022, the plaintiffs filed an amended complaint, and on February 3, 2023, the court granted the defendants' motion to dismiss the amended complaint. On March 6, 2023, plaintiffs appealed to the U.S. Court of Appeals for the Second Circuit.
Sea Limited. GS Asia is among the underwriters named as defendants in putative securities class actions filed on February 11, 2022 and June 17, 2022, respectively, in New York Supreme Court, County of New York, relating to Sea Limited’s approximately $4.0 billion September 2021 public offering of ADS and approximately $2.9 billion September 2021 public offering of convertible senior notes, respectively. In addition to the underwriters, the defendants include Sea Limited, certain of its officers and directors and certain of its shareholders. GS Asia underwrote 8,222,500 ADS representing an aggregate offering price of approximately $2.6 billion and convertible senior notes representing an aggregate offering price of approximately $1.9 billion. On August 3, 2022, the actions were consolidated, and on August 9, 2022, the plaintiffs filed a consolidated amended complaint. The defendants had previously moved to dismiss the action on July 15, 2022, with the parties stipulating that the motion would apply to the consolidated amended complaint.

89
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Rivian Automotive Inc. GS&Co. is among the underwriters named as defendants in putative securities class actions filed on March 7, 2022 and February 28, 2023 in the U.S. District Court for the Central District of California and in the Superior Court of the State of California, County of Orange, respectively, relating to Rivian Automotive Inc.’s (Rivian) approximately $13.7 billion November 2021 initial public offering. In addition to the underwriters, the defendants include Rivian and certain of its officers and directors. GS&Co. underwrote 44,733,050 shares of common stock representing an aggregate offering price of approximately $3.5 billion. On March 2, 2023, the plaintiffs in the federal court action filed an amended consolidated complaint, and on March 16, 2023, the defendants moved to dismiss the amended consolidated complaint. On April 6, 2023, the defendants in the state court action moved to dismiss the complaint.
Natera Inc. GS&Co. is among the underwriters named as defendants in putative securities class actions in New York Supreme Court, County of New York and the U.S. District Court for the Western District of Texas filed on March 10, 2022 and October 7, 2022, respectively, relating to Natera Inc.’s (Natera) approximately $585 million July 2021 public offering of common stock. In addition to the underwriters, the defendants include Natera and certain of its officers and directors. GS&Co. underwrote 1,449,000 shares of common stock representing an aggregate offering price of approximately $164 million. On July 15, 2022, the parties in the state court action filed a stipulation and proposed order approving the discontinuance of the action without prejudice. On December 16, 2022, the defendants moved to dismiss the amended complaint in the federal action.
Robinhood Markets, Inc. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on December 17, 2021 in the U.S. District Court for the Northern District of California relating to Robinhood Markets, Inc.’s (Robinhood) approximately $2.2 billion July 2021 initial public offering. In addition to the underwriters, the defendants include Robinhood and certain of its officers and directors. GS&Co. underwrote 18,039,706 shares of common stock representing an aggregate offering price of approximately $686 million. On February 10, 2023, the court granted the defendants' motion to dismiss the complaint with leave to amend, and on March 13, 2023, the plaintiffs filed a second amended complaint.

ON24, Inc. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on November 3, 2021 in the U.S. District Court for the Northern District of California relating to ON24, Inc.’s (ON24) approximately $492 million February 2021 initial public offering of common stock. In addition to the underwriters, the defendants include ON24 and certain of its officers and directors, including a director who was a Managing Director of GS&Co. at the time of the initial public offering. GS&Co. underwrote 3,616,785 shares of common stock representing an aggregate offering price of approximately $181 million. On March 18, 2022, the plaintiffs filed a consolidated complaint. On May 2, 2022, the defendants moved to dismiss the consolidated complaint.
Riskified Ltd. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on May 2, 2022 in the U.S. District Court for the Southern District of New York relating to Riskified Ltd.’s (Riskified) approximately $423 million July 2021 initial public offering. In addition to the underwriters, the defendants include Riskified and certain of its officers and directors. GS&Co. underwrote 6,981,128 shares of common stock representing an aggregate offering price of approximately $147 million. On November 28, 2022, the plaintiffs filed a second amended complaint, and on January 20, 2023, the defendants moved to dismiss the second amended complaint.
Oscar Health, Inc. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on May 12, 2022 in the U.S. District Court for the Southern District of New York relating to Oscar Health, Inc.’s (Oscar Health) approximately $1.4 billion March 2021 initial public offering. In addition to the underwriters, the defendants include Oscar Health and certain of its officers and directors. GS&Co. underwrote 12,760,633 shares of common stock representing an aggregate offering price of approximately $498 million. On December 5, 2022, the plaintiffs filed an amended complaint. On April 4, 2023, the defendants moved to dismiss the amended complaint.

Goldman Sachs March 2023 Form 10-Q
90

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Oak Street Health, Inc. GS&Co. is among the underwriters named as defendants in an amended complaint for a putative securities class action filed on May 25, 2022 in the U.S. District Court for the Northern District of Illinois relating to Oak Street Health, Inc.’s (Oak Street) $377 million August 2020 initial public offering, $298 million December 2020 secondary equity offering, $691 million February 2021 secondary equity offering and $747 million May 2021 secondary equity offering. In addition to the underwriters, the defendants include Oak Street, certain of its officers and directors and certain of its shareholders. GS&Co. underwrote 4,157,103 shares of common stock in the August 2020 initial public offering representing an aggregate offering price of approximately $87 million, 1,503,944 shares of common stock in the December 2020 secondary equity offering representing an aggregate offering price of approximately $69 million, 3,083,098 shares of common stock in the February 2021 secondary equity offering representing an aggregate offering price of approximately $173 million and 3,013,065 shares of common stock in the May 2021 secondary equity offering representing an aggregate offering price of approximately $187 million. On February 10, 2023, the court granted in part and denied in part the defendants’ motion to dismiss, dismissing the claim alleging a violation of Section 12(a)(2) of the Securities Act and, with respect to the May 2021 secondary equity offering only, the claim alleging a violation of Section 11 of the Securities Act, but declining to dismiss the remaining claims.

Reata Pharmaceuticals, Inc. GS&Co. is among the underwriters named as defendants in a consolidated amended complaint for a putative securities class action filed on June 21, 2022 in the U.S. District Court for the Eastern District of Texas relating to Reata Pharmaceuticals, Inc.’s (Reata) approximately $282 million December 2020 public offering of common stock. In addition to the underwriters, the defendants include Reata and certain of its officers and directors. GS&Co. underwrote 1,000,000 shares of common stock representing an aggregate offering price of approximately $141 million. On September 7, 2022, the defendants moved to dismiss the consolidated amended complaint.
Bright Health Group, Inc. GS&Co. is among the underwriters named as defendants in an amended complaint for a putative securities class action filed on June 24, 2022 in the U.S. District Court for the Eastern District of New York relating to Bright Health Group, Inc.’s (Bright Health) approximately $924 million June 2021 initial public offering of common stock. In addition to the underwriters, the defendants include Bright Health and certain of its officers and directors. GS&Co. underwrote 11,297,000 shares of common stock representing an aggregate offering price of approximately $203 million. On October 12, 2022, the defendants moved to dismiss the amended complaint.
17 Education & Technology Group Inc. GS Asia is among the underwriters named as defendants in a putative securities class action filed on July 19, 2022 in the U.S. District Court for the Central District of California and transferred to the U.S. District Court for the Southern District of New York in November 2022 relating to 17 Education & Technology Group Inc.’s (17EdTech) approximately $331 million December 2020 initial public offering of ADS. In addition to the underwriters, the defendants include 17EdTech and certain of its officers and directors. GS Asia underwrote 12,604,000 ADS representing an aggregate offering price of approximately $132 million. On January 31, 2023, the plaintiffs filed an amended complaint. On March 31, 2023, the defendants moved to dismiss the amended complaint.

91
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
LifeStance Health Group, Inc. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on August 10, 2022 in the U.S. District Court for the Southern District of New York relating to LifeStance Health Group, Inc.’s (LifeStance) approximately $828 million June 2021 initial public offering of common stock. In addition to the underwriters, the defendants include LifeStance and certain of its officers and directors. GS&Co. underwrote 10,580,000 shares of common stock representing an aggregate offering price of approximately $190 million. On December 19, 2022, the plaintiffs filed an amended complaint, and on April 10, 2023, the defendants' motion to dismiss the amended complaint was denied.
MINISO Group Holding Limited. GS Asia is among the underwriters named as defendants in a putative securities class action filed on August 17, 2022 in the U.S. District Court for the Central District of California and transferred to the U.S. District Court for the Southern District of New York on November 18, 2022 relating to MINISO Group Holding Limited’s (MINISO) approximately $656 million October 2020 initial public offering of ADS. In addition to the underwriters, the defendants include MINISO and certain of its officers and directors. GS Asia underwrote 16,408,093 ADS representing an aggregate offering price of approximately $328 million.
Coupang, Inc. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on August 26, 2022 in the U.S. District Court for the Southern District of New York relating to Coupang, Inc.’s (Coupang) approximately $4.6 billion March 2021 initial public offering of common stock. In addition to the underwriters, the defendants include Coupang and certain of its officers and directors. GS&Co. underwrote 42,900,000 shares of common stock representing an aggregate offering price of approximately $1.5 billion.
Yatsen Holding Limited. GS Asia is among the underwriters named as defendants in a putative securities class action filed on September 23, 2022 in the U.S. District Court for the Southern District of New York relating to Yatsen Holding Limited’s (Yatsen) approximately $617 million November 2020 initial public offering of ADS. In addition to the underwriters, the defendants include Yatsen, certain of its officers and directors and one of its shareholders. GS Asia underwrote 22,912,500 ADS representing an aggregate offering price of approximately $241 million.

Rent the Runway, Inc. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on November 14, 2022 in the U.S. District Court for the Eastern District of New York relating to Rent the Runway, Inc.’s (Rent the Runway) $357 million October 2021 initial public offering of common stock. In addition to the underwriters, the defendants include Rent the Runway and certain of its officers and directors. GS&Co. underwrote 5,254,304 shares of common stock representing an aggregate offering price of approximately $110 million.
Opendoor Technologies Inc. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on November 22, 2022 in the U.S. District Court for the District of Arizona relating to, among other things, Opendoor Technologies Inc.’s (Opendoor) approximately $886 million February 2021 public offering of common stock. In addition to the underwriters, the defendants include Opendoor and certain of its officers and directors. GS&Co. underwrote 10,173,401 shares of common stock representing an aggregate offering price of approximately $275 million.
FIGS, Inc. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on December 8, 2022 in the U.S. District Court for the Central District of California relating to FIGS, Inc.’s (FIGS) approximately $668 million May 2021 initial public offering and approximately $413 million September 2021 secondary equity offering. In addition to the underwriters, the defendants include FIGS, certain of its officers and directors and certain of its shareholders. GS&Co. underwrote 9,545,073 shares of common stock in the May 2021 initial public offering representing an aggregate offering price of approximately $210 million and 3,179,047 shares of common stock in the September 2021 secondary equity offering representing an aggregate offering price of approximately $128 million. On April 10, 2023, the plaintiffs filed a consolidated complaint.

Goldman Sachs March 2023 Form 10-Q
92

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Silvergate Capital Corporation. GS&Co. is among the underwriters named as defendants in a putative securities class action filed on January 19, 2023 in the U.S. District Court for the Southern District of California relating to Silvergate Capital Corporation’s (Silvergate) approximately $288 million January 2021 public offering of common stock and approximately $552 million December 2021 public offering of common stock. In addition to the underwriters, the defendants include Silvergate and certain of its officers and directors. GS&Co. underwrote 1,711,313 shares of common stock in the January 2021 public offering of common stock representing an aggregate offering price of approximately $108 million and 1,375,397 shares of common stock in the December 2021 public offering of common stock representing an aggregate offering price of approximately $199 million.
Centessa Pharmaceuticals plc. GS&Co. is among the underwriters named as defendants in an amended complaint for a putative securities class action filed on February 10, 2023 in the U.S. District Court for the Southern District of New York relating to Centessa Pharmaceuticals plc’s (Centessa) approximately $380 million May 2021 initial public offering of ADS. In addition to the underwriters, the defendants include Centessa and certain of its officers and directors. GS&Co. underwrote 6,072,000 ADS representing an aggregate offering price of approximately $121 million.
iQIYI, Inc. GS Asia is among the underwriters named as defendants in a putative securities class action filed on June 1, 2021 in the U.S. District Court for the Eastern District of New York relating to iQIYI’s approximately $2.4 billion March 2018 initial public offering of ADS. In addition to the underwriters, the defendants include iQIYI, certain of its officers and directors and its controlling shareholder. GS Asia underwrote 69,751,212 ADS representing an aggregate offering price of approximately $1.3 billion. On November 30, 2022, the defendants served a motion to dismiss the amended complaint.

Investment Management Services
Group Inc. and certain of its affiliates are parties to various civil litigation and arbitration proceedings and other disputes with clients relating to losses allegedly sustained as a result of the firm’s investment management services. These claims generally seek, among other things, restitution or other compensatory damages and, in some cases, punitive damages.
Securities Lending Antitrust Litigation
Group Inc. and GS&Co. were among the defendants named in a putative antitrust class action and three individual actions relating to securities lending practices filed in the U.S. District Court for the Southern District of New York beginning in August 2017. The complaints generally assert claims under federal and state antitrust law and state common law in connection with an alleged conspiracy among the defendants to preclude the development of electronic platforms for securities lending transactions. The individual complaints also assert claims for tortious interference with business relations and under state trade practices law and, in the second and third individual actions, unjust enrichment under state common law. The complaints seek declaratory and injunctive relief, as well as unspecified amounts of compensatory, treble, punitive and other damages. Group Inc. was voluntarily dismissed from the putative class action on January 26, 2018. Defendants’ motion to dismiss the class action complaint was denied on September 27, 2018. Defendants’ motion to dismiss the first individual action was granted on August 7, 2019. On September 30, 2021, the defendants’ motion to dismiss the second and third individual actions, which were consolidated in June 2019, was granted, and on March 24, 2023, the U.S. Court of Appeals for the Second Circuit affirmed the dismissal. On June 30, 2022, the Magistrate Judge recommended that the plaintiffs’ motion for class certification in the putative class action be granted in part and denied in part. On August 15, 2022, the plaintiffs and defendants filed objections to the Magistrate Judge’s report and recommendation with the district court.

93
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Variable Rate Demand Obligations Antitrust Litigation
Group Inc. and GS&Co. were among the defendants named in a putative class action relating to variable rate demand obligations (VRDOs), filed beginning in February 2019 under separate complaints and consolidated in the U.S. District Court for the Southern District of New York. The consolidated amended complaint, filed on May 31, 2019, generally asserts claims under federal antitrust law and state common law in connection with an alleged conspiracy among the defendants to manipulate the market for VRDOs. The complaint seeks declaratory and injunctive relief, as well as unspecified amounts of compensatory, treble and other damages. Group Inc. was voluntarily dismissed from the putative class action on June 3, 2019. On November 2, 2020, the court granted in part and denied in part the defendants’ motion to dismiss, dismissing the state common law claims against GS&Co., but denying dismissal of the federal antitrust law claims.
GS&Co. is also among the defendants named in a related putative class action filed on June 2, 2021 in the U.S. District Court for the Southern District of New York. The complaint alleges the same conspiracy in the market for VRDOs as that alleged in the consolidated amended complaint filed on May 31, 2019, and asserts federal antitrust law, state law and state common law claims against the defendants. The complaint seeks declaratory and injunctive relief, as well as unspecified amounts of compensatory, treble and other damages. On August 6, 2021, plaintiffs in the May 31, 2019 action filed an amended complaint consolidating the June 2, 2021 action with the May 31, 2019 action. On September 14, 2021, defendants filed a joint partial motion to dismiss the August 6, 2021 amended consolidated complaint. On June 28, 2022, the court granted in part and denied in part the defendants’ motion to dismiss, dismissing the state breach of fiduciary duty claim against GS&Co., but declining to dismiss any portion of the federal antitrust law claims. On October 27, 2022, the plaintiffs moved for class certification.

Interest Rate Swap Antitrust Litigation
Group Inc., GS&Co., GSI, GS Bank USA and Goldman Sachs Financial Markets, L.P. are among the defendants named in a putative antitrust class action relating to the trading of interest rate swaps, filed in November 2015 and consolidated in the U.S. District Court for the Southern District of New York. The same Goldman Sachs entities are also among the defendants named in two antitrust actions relating to the trading of interest rate swaps, commenced in April 2016 and June 2018, respectively, in the U.S. District Court for the Southern District of New York by three operators of swap execution facilities and certain of their affiliates. These actions have been consolidated for pretrial proceedings. The complaints generally assert claims under federal antitrust law and state common law in connection with an alleged conspiracy among the defendants to preclude exchange trading of interest rate swaps. The complaints in the individual actions also assert claims under state antitrust law. The complaints seek declaratory and injunctive relief, as well as treble damages in an unspecified amount. Defendants moved to dismiss the class and the first individual action and the district court dismissed the state common law claims asserted by the plaintiffs in the first individual action and otherwise limited the state common law claim in the putative class action and the antitrust claims in both actions to the period from 2013 to 2016. On November 20, 2018, the court granted in part and denied in part the defendants’ motion to dismiss the second individual action, dismissing the state common law claims for unjust enrichment and tortious interference, but denying dismissal of the federal and state antitrust claims. On March 13, 2019, the court denied the plaintiffs’ motion in the putative class action to amend their complaint to add allegations related to conduct from 2008 to 2012, but granted the motion to add limited allegations from 2013 to 2016, which the plaintiffs added in a fourth consolidated amended complaint filed on March 22, 2019. The plaintiffs in the putative class action moved for class certification on March 7, 2019.

Goldman Sachs March 2023 Form 10-Q
94

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Commodities-Related Litigation
GSI is among the defendants named in putative class actions relating to trading in platinum and palladium, filed beginning on November 25, 2014 and most recently amended on May 15, 2017, in the U.S. District Court for the Southern District of New York. The amended complaint generally alleges that the defendants violated federal antitrust laws and the Commodity Exchange Act in connection with an alleged conspiracy to manipulate a benchmark for physical platinum and palladium prices and seek declaratory and injunctive relief, as well as treble damages in an unspecified amount. On March 29, 2020, the court granted the defendants’ motions to dismiss and for reconsideration, resulting in the dismissal of all claims, and on February 27, 2023, the U.S. Court of Appeals for the Second Circuit reversed the district court’s dismissal of certain plaintiffs’ antitrust claims and vacated the district court’s dismissal of the plaintiffs’ Commodity Exchange Act claim. On April 12, 2023, the defendants' petition for rehearing or rehearing en banc with the U.S. Court of Appeals for the Second Circuit was denied.
GS&Co., GSI, J. Aron & Company and Metro International Trade Services (Metro), a previously consolidated subsidiary of Group Inc. that was sold in the fourth quarter of 2014, are among the defendants in a number of putative class and individual actions filed beginning on August 1, 2013 and consolidated in the U.S. District Court for the Southern District of New York. The complaints generally allege violations of federal antitrust laws and state laws in connection with the storage of aluminum and aluminum trading. The complaints seek declaratory, injunctive and other equitable relief, as well as unspecified monetary damages, including treble damages. In December 2016, the district court granted defendants’ motions to dismiss and on August 27, 2019, the Second Circuit vacated the district court’s dismissals and remanded the case to district court for further proceedings. On July 23, 2020, the district court denied the class plaintiffs’ motion for class certification, and on December 16, 2020 the Second Circuit denied leave to appeal the denial. On February 17, 2021, the district court granted defendants’ motion for summary judgment with respect to the claims of most of the individual plaintiffs. On April 14, 2021, the plaintiffs appealed to the U.S. Court of Appeals for the Second Circuit. On May 31, 2022, the two remaining individual plaintiffs entered into a settlement with the defendants. The firm has paid the full amount of its contribution to the settlement.

In connection with the sale of Metro, the firm agreed to provide indemnities to the buyer, including for any potential liabilities for legal or regulatory proceedings arising out of the conduct of Metro’s business while the firm owned it.
U.S. Treasury Securities Litigation
GS&Co. is among the primary dealers named as defendants in several putative class actions relating to the market for U.S. Treasury securities, filed beginning in July 2015 and consolidated in the U.S. District Court for the Southern District of New York. GS&Co. is also among the primary dealers named as defendants in a similar individual action filed in the U.S. District Court for the Southern District of New York on August 25, 2017. The consolidated class action complaint, filed on December 29, 2017, generally alleges that the defendants violated antitrust laws in connection with an alleged conspiracy to manipulate the when-issued market and auctions for U.S. Treasury securities and that certain defendants, including GS&Co., colluded to preclude trading of U.S. Treasury securities on electronic trading platforms in order to impede competition in the bidding process. The individual action alleges a similar conspiracy regarding manipulation of the when-issued market and auctions, as well as related futures and options in violation of the Commodity Exchange Act. The complaints seek declaratory and injunctive relief, treble damages in an unspecified amount and restitution. Defendants’ motion to dismiss was granted on March 31, 2021. On May 14, 2021, plaintiffs filed an amended complaint. Defendants’ motion to dismiss the amended complaint was granted on March 31, 2022. On April 28, 2022, plaintiffs appealed to the U.S. Court of Appeals for the Second Circuit.

95
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Corporate Bonds Antitrust Litigation
Group Inc. and GS&Co. are among the dealers named as defendants in a putative class action relating to the secondary market for odd-lot corporate bonds, filed on April 21, 2020 in the U.S. District Court for the Southern District of New York. The amended consolidated complaint, filed on October 29, 2020, asserts claims under federal antitrust law in connection with alleged anti-competitive conduct by the defendants in the secondary market for odd-lots of corporate bonds, and seeks declaratory and injunctive relief, as well as unspecified monetary damages, including treble and punitive damages and restitution. On October 25, 2021, the court granted defendants’ motion to dismiss with prejudice. On November 23, 2021, plaintiffs appealed to the U.S. Court of Appeals for the Second Circuit. On November 10, 2022, the district court denied the plaintiffs’ motion for an indicative ruling that the judgment should be vacated because the wife of the district judge owned stock in one of the defendants and the district judge did not recuse himself.
Credit Default Swap Antitrust Litigation
Group Inc., GS&Co. and GSI were among the defendants named in a putative antitrust class action relating to the settlement of credit default swaps, filed on June 30, 2021 in the U.S. District Court for the District of New Mexico. The complaint generally asserts claims under federal antitrust law and the Commodity Exchange Act in connection with an alleged conspiracy among the defendants to manipulate the benchmark price used to value credit default swaps for settlement. The complaint also asserts a claim for unjust enrichment under state common law. The complaint seeks declaratory and injunctive relief, as well as unspecified amounts of treble and other damages. On November 15, 2021, the defendants filed a motion to dismiss the complaint. On February 4, 2022, the plaintiffs filed an amended complaint and voluntarily dismissed Group Inc. from the action. On April 5, 2022, the defendants filed a motion to dismiss the amended complaint.

Employment-Related Matters
On September 15, 2010, a putative class action was filed in the U.S. District Court for the Southern District of New York by three female former employees. The complaint, as subsequently amended, alleges that Group Inc. and GS&Co. have systematically discriminated against female employees in respect of compensation, promotion and performance evaluations. The complaint alleges a class consisting of all female employees employed at specified levels in specified areas by Group Inc. and GS&Co. since July 2002, and asserts claims under federal and New York City discrimination laws. The complaint seeks class action status, injunctive relief and unspecified amounts of compensatory, punitive and other damages.
On March 30, 2018, the district court certified a damages class as to the plaintiffs’ disparate impact and treatment claims. On September 4, 2018, the U.S. Court of Appeals for the Second Circuit denied defendants’ petition for interlocutory review of the district court’s class certification decision and subsequently denied defendants’ petition for rehearing. On September 27, 2018, plaintiffs advised the district court that they would not seek to certify a class for injunctive and declaratory relief. On March 26, 2020, the Magistrate Judge in the district court granted in part a motion to compel arbitration as to class members who are parties to certain agreements with Group Inc. and/or GS&Co. in which they agreed to arbitrate employment-related disputes. On April 16, 2020, plaintiffs submitted objections to the Magistrate Judge’s order and defendants submitted conditional objections in the event that the district judge overturned any portion of the Magistrate Judge’s order. On July 22, 2021, defendants filed a motion to decertify the class. On September 15, 2021, the district court affirmed the decision of the Magistrate Judge to compel arbitration. On March 17, 2022, the district court denied the plaintiffs’ motion for partial summary judgment as to a portion of the disparate impact claim, granted in part and denied in part the defendants’ motion for summary judgment as to plaintiffs’ disparate impact and treatment claims, denied the defendants’ motion to decertify the class, and granted in part and denied in part the parties’ respective motions to preclude certain expert testimony. On August 22, 2022, the district court granted in part and denied in part the defendants’ motion for reconsideration of the portion of its March 17, 2022 decision that denied the defendants’ motion to decertify the class, denying the defendants’ motion to decertify the class but narrowing the class definition. Trial is scheduled to commence on June 7, 2023.

Goldman Sachs March 2023 Form 10-Q
96

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Notes to Consolidated Financial Statements
(Unaudited)
Consumer Investigation and Review
The firm is cooperating with the Consumer Financial Protection Bureau and other governmental bodies relating to investigations and/or inquiries concerning GS Bank USA’s credit card account management practices and is providing information regarding the application of refunds, crediting of nonconforming payments, billing error resolution, advertisements, reporting to credit bureaus, and any other consumer-related information requested by them.
Regulatory Investigations and Reviews and Related Litigation
Group Inc. and certain of its affiliates are subject to a number of other investigations and reviews by, and in some cases have received subpoenas and requests for documents and information from, various governmental and regulatory bodies and self-regulatory organizations and litigation and shareholder requests relating to various matters relating to the firm’s businesses and operations, including:
The securities offering process and underwriting practices;
The firm’s investment management and financial advisory services;
Conflicts of interest;
Research practices, including research independence and interactions between research analysts and other firm personnel, including investment banking personnel, as well as third parties;
Transactions involving government-related financings and other matters, municipal securities, including wall-cross procedures and conflict of interest disclosure with respect to state and municipal clients, the trading and structuring of municipal derivative instruments in connection with municipal offerings, political contribution rules, municipal advisory services and the possible impact of credit default swap transactions on municipal issuers;
Consumer lending, as well as residential mortgage lending, servicing and securitization, and compliance with related consumer laws;

The offering, auction, sales, trading and clearance of corporate and government securities, currencies, commodities and other financial products and related sales and other communications and activities, as well as the firm’s supervision and controls relating to such activities, including compliance with applicable short sale rules, algorithmic, high-frequency and quantitative trading, the firm’s U.S. alternative trading system (dark pool), futures trading, options trading, when-issued trading, transaction reporting, technology systems and controls, communications recordkeeping and recording, securities lending practices, prime brokerage activities, trading and clearance of credit derivative instruments and interest rate swaps, commodities activities and metals storage, private placement practices, allocations of and trading in securities, and trading activities and communications in connection with the establishment of benchmark rates, such as currency rates;
Compliance with the FCPA;
The firm’s hiring and compensation practices;
The firm’s system of risk management and controls; and
Insider trading, the potential misuse and dissemination of material nonpublic information regarding corporate and governmental developments and the effectiveness of the firm’s insider trading controls and information barriers.
The firm is cooperating with all such governmental and regulatory investigations and reviews.
97
Goldman Sachs March 2023 Form 10-Q


Report of Independent Registered Public Accounting Firm
To the Board of Directors and Shareholders of The Goldman Sachs Group, Inc.:
Results of Review of Interim Financial Statements
We have reviewed the accompanying consolidated balance sheet of The Goldman Sachs Group, Inc. and its subsidiaries (the Company) as of March 31, 2023, the related consolidated statements of earnings, comprehensive income, changes in shareholders’ equity and cash flows for the three month periods ended March 31, 2023 and 2022, including the related notes (collectively referred to as the “interim financial statements”). Based on our reviews, we are not aware of any material modifications that should be made to the accompanying interim financial statements for them to be in conformity with accounting principles generally accepted in the United States of America.
We have previously audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the consolidated balance sheet of the Company as of December 31, 2022, and the related consolidated statements of earnings, comprehensive income, changes in shareholders’ equity and cash flows for the year then ended (not presented herein), and in our report dated February 23, 2023, which included a paragraph describing a change in the manner of accounting for credit losses on certain financial instruments in the 2020 consolidated financial statements, we expressed an unqualified opinion on those consolidated financial statements. In our opinion, the information set forth in the accompanying consolidated balance sheet as of December 31, 2022 is fairly stated in all material respects in relation to the consolidated balance sheet from which it has been derived.



Basis for Review Results
These interim financial statements are the responsibility of the Company’s management. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB. We conducted our review in accordance with the standards of the PCAOB. A review of interim financial information consists principally of applying analytical procedures and making inquiries of persons responsible for financial and accounting matters. It is substantially less in scope than an audit conducted in accordance with the standards of the PCAOB, the objective of which is the expression of an opinion regarding the financial statements taken as a whole. Accordingly, we do not express such an opinion.
/s/ PricewaterhouseCoopers LLP
New York, New York
May 3, 2023
Goldman Sachs March 2023 Form 10-Q
98


THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Statistical Disclosures
Distribution of Assets, Liabilities and Shareholders’ Equity
The tables below present information about average balances, interest and average interest rates.
Average Balance for
the Three Months
Ended March
$ in millions20232022
Assets
U.S.$138,678 $132,461 
Non-U.S.125,846 108,449 
Deposits with banks264,524 240,910 
U.S.197,735 264,740 
Non-U.S.164,904 173,485 
Collateralized agreements362,639 438,225 
U.S.183,436 164,928 
Non-U.S.124,071 131,247 
Trading assets307,507 296,175 
U.S.115,308 71,151 
Non-U.S.15,215 16,957 
Investments130,523 88,108 
U.S.155,555 131,692 
Non-U.S.20,138 23,258 
Loans175,693 154,950 
U.S.85,962 103,647 
Non-U.S.60,066 62,119 
Other interest-earning assets146,028 165,766 
Interest-earning assets1,386,914 1,384,134 
Cash and due from banks6,582 8,863 
Other non-interest-earning assets116,570 134,406 
Assets$1,510,066 $1,527,403
Liabilities
U.S.$301,304 $286,377 
Non-U.S.74,805 79,038 
Interest-bearing deposits376,109 365,415 
U.S.128,316 115,343 
Non-U.S.79,103 87,679 
Collateralized financings207,419 203,022 
U.S.66,002 73,864 
Non-U.S.72,211 85,063 
Trading liabilities138,213 158,927 
U.S.40,513 27,421 
Non-U.S.25,721 28,839 
Short-term borrowings66,234 56,260 
U.S.210,799 232,485 
Non-U.S.44,513 32,393 
Long-term borrowings255,312 264,878 
U.S.156,098 164,233 
Non-U.S.95,910 97,838 
Other interest-bearing liabilities252,008 262,071 
Interest-bearing liabilities1,295,295 1,310,573 
Non-interest-bearing deposits4,742 5,338 
Other non-interest-bearing liabilities93,210 98,911 
Liabilities1,393,247 1,414,822 
Shareholders’ equity
Preferred stock10,703 10,703 
Common stock106,116 101,878 
Shareholders’ equity116,819 112,581 
Liabilities and shareholders’ equity$1,510,066 $1,527,403 
Percentage attributable to non-U.S. operations
Interest-earning assets36.79 %37.24 %
Interest-bearing liabilities30.28 %31.35 %
Interest for
the Three Months
Ended March
$ in millions20232022
Assets
U.S.$1,767 $63 
Non-U.S.703 (55)
Deposits with banks2,470 
U.S.2,352 (87)
Non-U.S.1,037 (115)
Collateralized agreements3,389 (202)
U.S.1,208 737 
Non-U.S.616 353 
Trading assets1,824 1,090 
U.S.629 227 
Non-U.S.188 154 
Investments817 381 
U.S.3,104 1,308 
Non-U.S.354 242 
Loans3,458 1,550 
U.S.1,761 299 
Non-U.S.1,219 86 
Other interest-earning assets2,980 385 
Interest-earning assets$14,938 $3,212 
Liabilities
U.S.$2,966 $301 
Non-U.S.529 69 
Interest-bearing deposits3,495 370 
U.S.1,681 43 
Non-U.S.679 (32)
Collateralized financings2,360 11 
U.S.260 212 
Non-U.S.338 220 
Trading liabilities598 432 
U.S.187 61 
Non-U.S.29 16 
Short-term borrowings216 77 
U.S.2,584 730 
Non-U.S.66 24 
Long-term borrowings2,650 754 
U.S.2,411 (287)
Non-U.S.1,427 28 
Other interest-bearing liabilities3,838 (259)
Interest-bearing liabilities$13,157 $1,385 
Net interest income
U.S.$732 $1,487 
Non-U.S.1,049 340 
Net interest income$1,781 $1,827 
99
Goldman Sachs March 2023 Form 10-Q


THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Statistical Disclosures
Annualized
Average Rate for
the Three Months
Ended March
20232022
Assets
U.S.5.10 %0.19 %
Non-U.S.2.23 %(0.21)%
Deposits with banks3.74 %0.01 %
U.S.4.76 %(0.13)%
Non-U.S.2.52 %(0.27)%
Collateralized agreements3.74 %(0.19)%
U.S.2.63 %1.81 %
Non-U.S.1.99 %1.09 %
Trading assets2.37 %1.49 %
U.S.2.18 %1.29 %
Non-U.S.4.94 %3.67 %
Investments2.50 %1.75 %
U.S.7.98 %4.02 %
Non-U.S.7.03 %4.21 %
Loans7.87 %4.05 %
U.S.8.19 %1.17 %
Non-U.S.8.12 %0.56 %
Other interest-earning assets8.16 %0.94 %
Interest-earning assets4.31 %0.94 %
Liabilities
U.S.3.94 %0.43 %
Non-U.S.2.83 %0.35 %
Interest-bearing deposits
3.72 %0.41 %
U.S.5.24 %0.15 %
Non-U.S.3.43 %(0.15)%
Collateralized financings4.55 %0.02 %
U.S.1.58 %1.16 %
Non-U.S.1.87 %1.05 %
Trading liabilities1.73 %1.10 %
U.S.1.85 %0.90 %
Non-U.S.0.45 %0.22 %
Short-term borrowings1.30 %0.55 %
U.S.4.90 %1.27 %
Non-U.S.0.59 %0.30 %
Long-term borrowings4.15 %1.15 %
U.S.6.18 %(0.71)%
Non-U.S.5.95 %0.12 %
Other interest-bearing liabilities6.09 %(0.40)%
Interest-bearing liabilities4.06 %0.43 %
Interest rate spread0.25 %0.51 %
U.S.0.33 %0.69 %
Non-U.S.0.82 %0.27 %
Net yield on interest-earning assets0.51 %0.53 %
In the tables above:
Assets, liabilities and interest are classified as U.S. and non-U.S. based on the location of the legal entity in which the assets and liabilities are held.
Derivative instruments and commodities are included in other non-interest-earning assets and other non-interest-bearing liabilities.
Average collateralized agreements included $167.64 billion of resale agreements and $195.00 billion of securities borrowed for the three months ended March 2023, and $246.18 billion of resale agreements and $192.05 billion of securities borrowed for the three months ended March 2022.
Other interest-earning assets primarily consists of certain receivables from customers and counterparties.
Collateralized financings included $168.02 billion of repurchase agreements and $39.40 billion of securities loaned for the three months ended March 2023, and $157.98 billion of repurchase agreements and $45.04 billion of securities loaned for the three months ended March 2022.
Substantially all other interest-bearing liabilities consists of certain payables to customers and counterparties.
Interest rates for borrowings include the effects of interest rate swaps accounted for as hedges.
Loans exclude loans held for sale that are accounted for at the lower of cost or fair value. Such loans are included within other interest-earning assets.
Short- and long-term borrowings include both secured and unsecured borrowings.
Goldman Sachs March 2023 Form 10-Q
100

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Item 2. Management’s Discussion and Analysis of Financial Condition and Results of Operations
Introduction
The Goldman Sachs Group, Inc. (Group Inc. or parent company), a Delaware corporation, together with its consolidated subsidiaries, is a leading global financial institution that delivers a broad range of financial services to a large and diversified client base that includes corporations, financial institutions, governments and individuals. Founded in 1869, we are headquartered in New York and maintain offices in all major financial centers around the world. We manage and report our activities in three business segments: Global Banking & Markets, Asset & Wealth Management and Platform Solutions. See “Results of Operations” for further information about our business segments.
When we use the terms “we,” “us” and “our,” we mean Group Inc. and its consolidated subsidiaries. When we use the term “our subsidiaries,” we mean the consolidated subsidiaries of Group Inc.
Group Inc. is a bank holding company (BHC) and a financial holding company regulated by the Board of Governors of the Federal Reserve System (FRB).
This Management’s Discussion and Analysis of Financial Condition and Results of Operations should be read in conjunction with our Annual Report on Form 10-K for the year ended December 31, 2022. References to “the 2022 Form 10-K” are to our Annual Report on Form 10-K for the year ended December 31, 2022. References to “this Form 10-Q” are to our Quarterly Report on Form 10-Q for the quarterly period ended March 31, 2023. All references to “the consolidated financial statements” or “Statistical Disclosures” are to Part I, Item 1 of this Form 10-Q. The consolidated financial statements are unaudited. All references to March 2023 and March 2022 refer to our periods ended, or the dates, as the context requires, March 31, 2023 and March 31, 2022, respectively. All references to December 2022 refer to the date December 31, 2022. Any reference to a future year refers to a year ending on December 31 of that year. Certain reclassifications have been made to previously reported amounts to conform to the current presentation.







Executive Overview
We generated net earnings of $3.23 billion for the first quarter of 2023, compared with $3.94 billion for the first quarter of 2022. Diluted earnings per common share (EPS) was $8.79 for the first quarter of 2023, compared with $10.76 for the first quarter of 2022. Annualized return on average common shareholders’ equity (ROE) was 11.6% for the first quarter of 2023, compared with 15.0% for the first quarter of 2022. Book value per common share was $310.48 as of March 2023, 2.3% higher compared with December 2022.
Net revenues were $12.22 billion for the first quarter of 2023, 5% lower than the first quarter of 2022, reflecting lower net revenues in Global Banking & Markets, partially offset by significantly higher net revenues in Asset & Wealth Management and Platform Solutions. Net revenues in Global Banking & Markets reflected lower net revenues in Fixed Income, Currency, and Commodities (FICC) and Equities, both compared with a strong prior year period, and significantly lower Investment banking fees. Net revenues in Asset & Wealth Management reflected net gains in Equity investments compared with net losses in the prior year period, higher Management and other fees and higher net revenues in Debt investments. Within Asset & Wealth Management, net revenues in Private banking and lending included a loss of approximately $470 million related to a partial sale of the Marcus by Goldman Sachs (Marcus) loans portfolio and the transfer of the remainder of the portfolio to held for sale (largely offset by a related reserve reduction of approximately $440 million in provision for credit losses). Net revenues in Platform Solutions reflected significantly higher net revenues in Consumer platforms.
Provision for credit losses was a net benefit of $171 million for the first quarter of 2023, compared with net provisions of $561 million for the first quarter of 2022. The net benefit for the first quarter of 2023 reflected a reserve reduction related to a partial sale of the Marcus loans portfolio and the transfer of the remainder of the portfolio to held for sale, partially offset by net provisions related to the credit card and point-of-sale loan portfolios, reflecting net charge-offs and growth, and a provision related to a term deposit with First Republic Bank (First Republic). Provisions for the first quarter of 2022 primarily reflected growth in the credit card portfolio, the impact of macroeconomic and geopolitical concerns, and individual impairments on wholesale loans.

101
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Operating expenses were $8.40 billion for the first quarter of 2023, 9% higher than the first quarter of 2022, due to impairments of approximately $355 million related to consolidated real estate investments, the inclusion of NN Investment Partners (NNIP) and higher technology and transaction based expenses. Our efficiency ratio (total operating expenses divided by total net revenues) was 68.7% for the first quarter of 2023, compared with 59.7% for the first quarter of 2022.
During the quarter, we returned a total of $3.41 billion of capital to common shareholders, including common stock repurchases of $2.55 billion and common stock dividends of $868 million. As of March 2023, our Common Equity Tier 1 (CET1) capital ratio was 14.8% under the Standardized Capital Rules and 14.5% under the Advanced Capital Rules. See Note 20 to the consolidated financial statements for further information about our capital ratios.
In the first quarter of 2023, we reaffirmed that our target (through-the-cycle) is to achieve (i) ROE within a range of 14% to 16%, (ii) return on average tangible common shareholders’ equity (ROTE) within a range of 15% to 17% and (iii) an efficiency ratio of approximately 60%.
Business Environment
During the first quarter of 2023, broad macroeconomic and geopolitical concerns that began in the prior year continued to weigh on global economic activity. Financial markets were positively impacted by improvement in inflationary measures and a slowdown in the pace of monetary policy tightening in the U.S., which contributed to an increase in global equity and bond prices compared with the end of 2022. In March, momentum was disrupted by stress in the banking sector, including the failure of two regional banks in the U.S. and the planned combination of Switzerland’s two largest financial institutions, which resulted in a period of high interest rate volatility.
The economic outlook remains uncertain, reflecting concerns about geopolitical risks, inflation and stress in the banking sector. See “Results of Operations — Segment Assets and Operating Results — Segment Operating Results” for further information about the operating environment for each of our business segments.
Critical Accounting Policies
Fair Value
Fair Value Hierarchy. Trading assets and liabilities, certain investments and loans, and certain other financial assets and liabilities, are included in our consolidated balance sheets at fair value (i.e., marked-to-market), with related gains or losses generally recognized in our consolidated statements of earnings. The use of fair value to measure financial instruments is fundamental to our risk management practices and is our most critical accounting policy.
The fair value of a financial instrument is the amount that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date. We measure certain financial assets and liabilities as a portfolio (i.e., based on its net exposure to market and/or credit risks). In determining fair value, the hierarchy under U.S. generally accepted accounting principles (U.S. GAAP) gives (i) the highest priority to unadjusted quoted prices in active markets for identical, unrestricted assets or liabilities (level 1 inputs), (ii) the next priority to inputs other than level 1 inputs that are observable, either directly or indirectly (level 2 inputs), and (iii) the lowest priority to inputs that cannot be observed in market activity (level 3 inputs). In evaluating the significance of a valuation input, we consider, among other factors, a portfolio’s net risk exposure to that input. Assets and liabilities are classified in their entirety based on the lowest level of input that is significant to their fair value measurement.
The fair values for substantially all of our financial assets and liabilities are based on observable prices and inputs and are classified in levels 1 and 2 of the fair value hierarchy. Certain level 2 and level 3 financial assets and liabilities may require appropriate valuation adjustments that a market participant would require to arrive at fair value for factors, such as counterparty and our credit quality, funding risk, transfer restrictions, liquidity and bid/offer spreads.
Instruments classified in level 3 of the fair value hierarchy are those which require one or more significant inputs that are not observable. Level 3 financial assets represented 1.7% as of March 2023 and 1.8% as of December 2022 of our total assets. See Notes 4 and 5 to the consolidated financial statements for further information about level 3 financial assets, including changes in level 3 financial assets and related fair value measurements. Absent evidence to the contrary, instruments classified in level 3 of the fair value hierarchy are initially valued at transaction price, which is considered to be the best initial estimate of fair value. Subsequent to the transaction date, we use other methodologies to determine fair value, which vary based on the type of instrument. Estimating the fair value of level 3 financial instruments requires judgments to be made. These judgments include:
Determining the appropriate valuation methodology and/or model for each type of level 3 financial instrument;
Determining model inputs based on an evaluation of all relevant empirical market data, including prices evidenced by market transactions, interest rates, credit spreads, volatilities and correlations; and
Determining appropriate valuation adjustments, including those related to illiquidity or counterparty credit quality.
Regardless of the methodology, valuation inputs and assumptions are only changed when corroborated by substantive evidence.
Goldman Sachs March 2023 Form 10-Q
102

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Controls Over Valuation of Financial Instruments. Market makers and investment professionals in our revenue-producing units are responsible for pricing our financial instruments. Our control infrastructure is independent of the revenue-producing units and is fundamental to ensuring that all of our financial instruments are appropriately valued at market-clearing levels. In the event that there is a difference of opinion in situations where estimating the fair value of financial instruments requires judgment (e.g., calibration to market comparables or trade comparison, as described below), the final valuation decision is made by senior managers in independent risk oversight and control functions. This independent price verification is critical to ensuring that our financial instruments are properly valued.
Price Verification. All financial instruments at fair value classified in levels 1, 2 and 3 of the fair value hierarchy are subject to our independent price verification process. The objective of price verification is to have an informed and independent opinion with regard to the valuation of financial instruments under review. Instruments that have one or more significant inputs which cannot be corroborated by external market data are classified in level 3 of the fair value hierarchy. Price verification strategies utilized by our independent risk oversight and control functions include:
Trade Comparison. Analysis of trade data (both internal and external, where available) is used to determine the most relevant pricing inputs and valuations.
External Price Comparison. Valuations and prices are compared to pricing data obtained from third parties (e.g., brokers or dealers, S&P Global Services, Bloomberg, ICE Data Services, Pricing Direct, TRACE). Data obtained from various sources is compared to ensure consistency and validity. When broker or dealer quotations or third-party pricing vendors are used for valuation or price verification, greater priority is generally given to executable quotations.
Calibration to Market Comparables. Market-based transactions are used to corroborate the valuation of positions with similar characteristics, risks and components.
Relative Value Analyses. Market-based transactions are analyzed to determine the similarity, measured in terms of risk, liquidity and return, of one instrument relative to another or, for a given instrument, of one maturity relative to another.
Collateral Analyses. Margin calls on derivatives are analyzed to determine implied values, which are used to corroborate our valuations.
Execution of Trades. Where appropriate, market-making desks are instructed to execute trades in order to provide evidence of market-clearing levels.
Backtesting. Valuations are corroborated by comparison to values realized upon sales.
See Note 4 to the consolidated financial statements for further information about fair value measurements.
Review of Net Revenues. Independent risk oversight and control functions ensure adherence to our pricing policy through a combination of daily procedures, including the explanation and attribution of net revenues based on the underlying factors. Through this process, we independently validate net revenues, identify and resolve potential fair value or trade booking issues on a timely basis and seek to ensure that risks are being properly categorized and quantified.
Review of Valuation Models. Our independent model risk management group (Model Risk), consisting of quantitative professionals who are separate from model developers, performs an independent model review and validation process of our valuation models. New or changed models are reviewed and approved prior to implementation. Models are reviewed annually to assess the impact of any changes in the product or market and any market developments in pricing theories. See “Risk Management — Model Risk Management” for further information about the review and validation of our valuation models.
Allowance for Credit Losses
We estimate and record an allowance for credit losses related to our loans held for investment that are accounted for at amortized cost. To determine the allowance for credit losses, we classify our loans accounted for at amortized cost into wholesale and consumer portfolios. These portfolios represent the level at which we have developed and documented our methodology to determine the allowance for credit losses. The allowance for credit losses is measured on a collective basis for loans that exhibit similar risk characteristics using a modeled approach and on an asset-specific basis for loans that do not share similar risk characteristics.

103
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The allowance for credit losses takes into account the weighted average of a range of forecasts of future economic conditions over the expected life of the loans and lending commitments. The expected life of each loan or lending commitment is determined based on the contractual term adjusted for extension options or demand features, or is modeled in the case of revolving credit card loans. The forecasts include baseline, favorable and adverse economic scenarios over a three-year period. For loans with expected lives beyond three years, the model reverts to historical loss information based on a non-linear modeled approach. We apply judgment in weighting individual scenarios each quarter based on a variety of factors, including our internally derived economic outlook, market consensus, recent macroeconomic conditions and industry trends. The forecasted economic scenarios consider a number of risk factors relevant to the wholesale and consumer portfolios. Risk factors for wholesale loans include internal credit ratings, industry default and loss data, expected life, macroeconomic indicators (e.g., unemployment rates and GDP), the borrower’s capacity to meet its financial obligations, the borrower’s country of risk and industry, loan seniority and collateral type. In addition, for loans backed by real estate, risk factors include loan-to-value ratio, debt service ratio and home price index. Risk factors for installment and credit card loans include Fair Isaac Corporation (FICO) credit scores, delinquency status, loan vintage and macroeconomic indicators.
The allowance for credit losses also includes qualitative components which allow management to reflect the uncertain nature of economic forecasting, capture uncertainty regarding model inputs, and account for model imprecision and concentration risk.
Our estimate of credit losses entails judgment about collectability at the reporting dates, and there are uncertainties inherent in those judgments. The allowance for credit losses is subject to a governance process that involves review and approval by senior management within our independent risk oversight and control functions. Personnel within our independent risk oversight and control functions are responsible for forecasting the economic variables that underlie the economic scenarios that are used in the modeling of expected credit losses. While we use the best information available to determine this estimate, future adjustments to the allowance may be necessary based on, among other things, changes in the economic environment or variances between actual results and the original assumptions used. Loans are charged off against the allowance for loan losses when deemed to be uncollectible.

We also record an allowance for credit losses on lending commitments which are held for investment that are accounted for at amortized cost. Such allowance is determined using the same methodology as the allowance for loan losses, while also taking into consideration the probability of drawdowns or funding, and whether such commitments are cancellable by us.
To estimate the potential impact of an adverse macroeconomic environment on our allowance for credit losses, we, among other things, compared the expected credit losses under the weighted average forecast used in the calculation of allowance for credit losses as of March 2023 (which was weighted towards the baseline and adverse economic scenarios) to the expected credit losses under a 100% weighted adverse economic scenario. The adverse economic scenario of the forecast model reflects a global recession in the second quarter of 2023 through the first quarter of 2024 and a more aggressive tightening of monetary policy by central banks, resulting in an economic contraction and rising unemployment rates. A 100% weighting to the adverse economic scenario would have resulted in an approximate $1.0 billion increase in our allowance for credit losses as of March 2023. This hypothetical increase does not take into consideration any potential adjustments to qualitative reserves. The forecasts of macroeconomic conditions are inherently uncertain and do not take into account any other offsetting or correlated effects. The actual credit loss in an adverse macroeconomic environment may differ significantly from this estimate. See Note 9 to the consolidated financial statements for further information about the allowance for credit losses.
Use of Estimates
U.S. GAAP requires us to make certain estimates and assumptions. In addition to the estimates we make in connection with fair value measurements and the allowance for credit losses on loans and lending commitments held for investment and accounted for at amortized cost, the use of estimates and assumptions is also important in determining discretionary compensation accruals, the accounting for goodwill and identifiable intangible assets, provisions for losses that may arise from litigation and regulatory proceedings (including governmental investigations), and accounting for income taxes.
A substantial portion of our compensation and benefits represents discretionary compensation, which is finalized at year-end. We believe the most appropriate way to allocate estimated year-end discretionary compensation among interim periods is in proportion to the net revenues net of provision for credit losses earned in such periods. In addition to the level of net revenues net of provision for credit losses, our overall compensation expense in any given year is also influenced by, among other factors, overall financial performance, prevailing labor markets, business mix, the structure of our share-based compensation programs and the external environment.
Goldman Sachs March 2023 Form 10-Q
104

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Goodwill is assessed for impairment annually in the fourth quarter or more frequently if events occur or circumstances change that indicate an impairment may exist. When assessing goodwill for impairment, first, a qualitative assessment can be made to determine whether it is more likely than not that the estimated fair value of a reporting unit is less than its carrying value. If the results of the qualitative assessment are not conclusive, a quantitative goodwill test is performed. Alternatively, a quantitative goodwill test can be performed without performing a qualitative assessment. Estimating the fair value of our reporting units requires judgment. Critical inputs to the fair value estimates include projected earnings and allocated equity. There is inherent uncertainty in the projected earnings. The carrying value of each reporting unit reflects an allocation of total shareholders’ equity and represents the estimated amount of total shareholders’ equity required to support the activities of the reporting unit under currently applicable regulatory capital requirements. The estimated fair value of our Consumer platforms reporting unit, which represents approximately 8% of our goodwill, was not substantially in excess of its carrying value in our 2022 quantitative test. This reporting unit has been adversely impacted by the recent operating environment generally characterized by broad macroeconomic concerns. We will continue to closely monitor it, including with respect to the impact of the potential sale of GreenSky, Inc. (GreenSky), to determine whether an impairment is required in the future. The goodwill related to the Consumer platforms reporting unit was $504 million as of March 2023 and $482 million as of December 2022. See Note 12 to the consolidated financial statements for further information about goodwill. If we experience a prolonged or severe period of weakness in the business environment, financial markets, the performance of one or more of our reporting units or our common stock price, or additional increases in capital requirements, our goodwill could be impaired in the future.
Identifiable intangible assets are tested for impairment when events or changes in circumstances suggest that an asset’s or asset group’s carrying value may not be fully recoverable. Judgment is required to evaluate whether indications of potential impairment have occurred, and to test identifiable intangible assets for impairment, if required. An impairment is recognized if the estimated undiscounted cash flows relating to the asset or asset group is less than the corresponding carrying value. We will evaluate any impact with respect to the potential sale of GreenSky to determine whether an impairment is required in the future. See Note 12 to the consolidated financial statements for further information about identifiable intangible assets.

We also estimate and provide for potential losses that may arise out of litigation and regulatory proceedings to the extent that such losses are probable and can be reasonably estimated. In addition, we estimate the upper end of the range of reasonably possible aggregate loss in excess of the related reserves for litigation and regulatory proceedings where we believe the risk of loss is more than slight. See Notes 18 and 27 to the consolidated financial statements for information about certain judicial, litigation and regulatory proceedings. Significant judgment is required in making these estimates and our final liabilities may ultimately be materially different. Our total estimated liability in respect of litigation and regulatory proceedings is determined on a case-by-case basis and represents an estimate of probable losses after considering, among other factors, the progress of each case, proceeding or investigation, our experience and the experience of others in similar cases, proceedings or investigations, and the opinions and views of legal counsel.
In accounting for income taxes, we recognize tax positions in the financial statements only when it is more likely than not that the position will be sustained on examination by the relevant taxing authority based on the technical merits of the position. We use estimates to recognize current and deferred income taxes in the U.S. federal, state and local and non-U.S. jurisdictions in which we operate. The income tax laws in these jurisdictions are complex and can be subject to different interpretations between taxpayers and taxing authorities. Disputes may arise over these interpretations and can be settled by audit, administrative appeals or judicial proceedings. Our interpretations are reevaluated quarterly based on guidance currently available, tax examination experience and the opinions of legal counsel, among other factors. We recognize deferred taxes based on the amount that will more likely than not be realized in the future based on enacted income tax laws. Our estimate for deferred taxes includes estimates for future taxable earnings, including the level and character of those earnings, and various tax planning strategies. See Note 24 to the consolidated financial statements in Part II, Item 8 of the 2022 Form 10-K for further information about income taxes.
Recent Accounting Developments
See Note 3 to the consolidated financial statements for information about Recent Accounting Developments.
Results of Operations
The composition of our net revenues has varied over time as financial markets and the scope of our operations have changed. The composition of net revenues can also vary over the shorter term due to fluctuations in U.S. and global economic and market conditions. See “Risk Factors” in Part I, Item 1A of the 2022 Form 10-K for further information about the impact of economic and market conditions on our results of operations.
105
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Financial Overview
The table below presents an overview of our financial results and selected financial ratios.
Three Months
Ended March
$ in millions, except per share amounts20232022
Net revenues$12,224 $12,933 
Pre-tax earnings$3,993 $4,656 
Net earnings$3,234 $3,939 
Net earnings to common$3,087 $3,831 
Diluted EPS$8.79 $10.76 
ROE11.6 %15.0 %
ROTE12.6 %15.8 %
Net earnings to average assets0.9 %1.0 %
Return on shareholders’ equity11.1 %14.0 %
Average equity to average assets7.7 %7.4 %
Dividend payout ratio28.4 %18.6 %
In the table above:
Net earnings to common represents net earnings applicable to common shareholders, which is calculated as net earnings less preferred stock dividends.
ROE, ROTE, net earnings to average total assets and return on average shareholders’ equity are annualized amounts.
ROE is calculated by dividing annualized net earnings to common by average monthly common shareholders’ equity.
ROTE is calculated by dividing annualized net earnings to common by average monthly tangible common shareholders’ equity. Tangible common shareholders’ equity is calculated as total shareholders’ equity less preferred stock, goodwill and identifiable intangible assets. We believe that tangible common shareholders’ equity is meaningful because it is a measure that we and investors use to assess capital adequacy and that ROTE is meaningful because it measures the performance of businesses consistently, whether they were acquired or developed internally. Tangible common shareholders’ equity and ROTE are non-GAAP measures and may not be comparable to similar non-GAAP measures used by other companies.
The table below presents our average equity and the reconciliation of average common shareholders’ equity to average tangible common shareholders’ equity.
Average for the Three
Months Ended March
$ in millions20232022
Total shareholders’ equity$116,819 $112,581 
Preferred stock(10,703)(10,703)
Common shareholders’ equity106,116 101,878 
Goodwill(6,392)(4,532)
Identifiable intangible assets(1,985)(634)
Tangible common shareholders’ equity$97,739 $96,712 

Net earnings to average assets is calculated by dividing annualized net earnings by average total assets.
Return on shareholders’ equity is calculated by dividing annualized net earnings by average monthly shareholders’ equity.
Average equity to average assets is calculated by dividing average total shareholders’ equity by average total assets.
Dividend payout ratio is calculated by dividing dividends declared per common share by diluted EPS.
Net Revenues
The table below presents our net revenues by line item.
Three Months
Ended March
$ in millions20232022
Investment banking$1,578 $2,144 
Investment management2,289 2,070 
Commissions and fees1,088 1,003 
Market making5,433 6,029 
Other principal transactions55 (140)
Total non-interest revenues10,443 11,106 
Interest income14,938 3,212 
Interest expense13,157 1,385 
Net interest income1,781 1,827 
Total net revenues$12,224 $12,933 
In the table above:
Investment banking consists of revenues (excluding net interest) from financial advisory and underwriting assignments. These activities are included in Global Banking & Markets.
Investment management consists of revenues (excluding net interest) from providing asset management and wealth advisory services across all major asset classes to a diverse set of clients. These activities are included in Asset & Wealth Management.
Commissions and fees consists of revenues from executing and clearing client transactions on major stock, options and futures exchanges worldwide, as well as over-the-counter (OTC) transactions. Substantially all of these activities are included in Global Banking & Markets.
Market making consists of revenues (excluding net interest) from client execution activities related to making markets in interest rate products, credit products, mortgages, currencies, commodities and equity products. These activities are included in Global Banking & Markets.
Other principal transactions consists of revenues (excluding net interest) from our equity investing activities, including revenues related to our consolidated investments (included in Asset & Wealth Management), and debt investing and lending activities (included across our three segments).

Goldman Sachs March 2023 Form 10-Q
106

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Operating Environment. During the first quarter of 2023, the operating environment was generally characterized by continued broad macroeconomic and geopolitical concerns, as well as the effects of stress in the banking sector. These factors contributed to solid market-making activity levels, but negatively affected industry-wide investment banking activity levels, while signs of improvements in economic conditions contributed to an increase in asset prices compared with the end of 2022. In the U.S., the rate of unemployment remained low and consumer spending increased slightly compared with the fourth quarter of 2022.
If concerns about the economic outlook grow, including those about geopolitical concerns, inflation, stress in the banking sector, debt ceiling and potential increases in regulatory requirements, it may lead to a decline in asset prices, a decline in market-making activity levels, or a continued decline in investment banking activity levels, and net revenues and provision for credit losses would likely be negatively impacted. See “Segment Assets and Operating Results — Segment Operating Results” for information about the operating environment and material trends and uncertainties that may impact our results of operations.
Three Months Ended March 2023 versus March 2022. Net revenues in the consolidated statements of earnings were $12.22 billion for the first quarter of 2023, 5% lower than the first quarter of 2022, primarily reflecting lower market making revenues and significantly lower investment banking revenues, partially offset by higher investment management revenues and net gains in other principal transactions net revenues compared with net losses in the prior year period.
Non-Interest Revenues. Investment banking revenues in the consolidated statements of earnings were $1.58 billion for the first quarter of 2023, 26% lower than the first quarter of 2022, primarily due to significantly lower revenues in Advisory, reflecting a significant decline in industry-wide completed mergers and acquisitions transactions, and Debt underwriting, reflecting a decline in industry-wide volumes.
Investment management revenues in the consolidated statements of earnings were $2.29 billion for the first quarter of 2023, 11% higher than the first quarter of 2022, due to higher Management and other fees, primarily reflecting the inclusion of NNIP and a reduction in fee waivers on money market funds.
Commissions and fees in the consolidated statements of earnings were $1.09 billion for the first quarter of 2023, 8% higher than the first quarter of 2022, primarily reflecting the inclusion of GreenSky and higher commissions and fees in Equities.
Market making revenues in the consolidated statements of earnings were $5.43 billion for the first quarter of 2023, 10% lower than a strong first quarter of 2022, primarily reflecting significantly lower revenues in currencies and commodities and lower revenues in equity products, partially offset by significantly higher net revenues in interest rate products and improved results in mortgages.
Other principal transactions revenues in the consolidated statements of earnings were $55 million for the first quarter of 2023, compared with a negative $140 million for the first quarter of 2022, primarily reflecting mark-to-market net gains from investments in public equities compared with significant mark-to-market net losses in the prior year period, partially offset by a loss of approximately $470 million related to a partial sale of the Marcus loans portfolio and the transfer of the remainder of the portfolio to held for sale (largely offset by a related reserve reduction in provision for credit losses).
Net Interest Income. Net interest income in the consolidated statements of earnings was $1.78 billion for the first quarter of 2023, 3% lower than the first quarter of 2022, reflecting an increase in interest expense primarily related to other interest-bearing liabilities, deposits, collateralized financings, and borrowings, each reflecting the impact of higher average interest rates. The increase in interest expense was largely offset by an increase in interest income primarily related to collateralized agreements, other interest-earning assets, deposits with banks, and loans, each reflecting the impact of higher average interest rates. See “Statistical Disclosures Distribution of Assets, Liabilities and Shareholders’ Equity” for further information about our sources of net interest income.
Provision for Credit Losses
Provision for credit losses consists of provision for credit losses on financial assets and commitments accounted for at amortized cost, including loans and lending commitments held for investment. See Note 9 to the consolidated financial statements for further information about the provision for credit losses on loans and lending commitments.
The table below presents our provision for credit losses.
Three Months
Ended March
$ in millions20232022
Provision for credit losses$(171)$561 
Three Months Ended March 2023 versus March 2022. Provision for credit losses in the consolidated statements of earnings was a net benefit of $171 million for the first quarter of 2023, compared with net provisions of $561 million for the first quarter of 2022. The net benefit for the first quarter of 2023 reflected a reserve reduction of approximately $440 million related to a partial sale of the Marcus loans portfolio and the transfer of the remainder of the portfolio to held for sale, partially offset by net provisions related to the credit card and point-of-sale loan portfolios, reflecting net charge-offs and growth, and a provision related to a term deposit with First Republic. Provisions for the first quarter of 2022 primarily reflected growth in the credit card portfolio, the impact of macroeconomic and geopolitical concerns, and individual impairments on wholesale loans.

107
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Operating Expenses
Our operating expenses are primarily influenced by compensation, headcount and levels of business activity. Compensation and benefits includes salaries, estimated year-end discretionary compensation, amortization of equity awards and other items such as benefits. Discretionary compensation is significantly impacted by, among other factors, the level of net revenues, net of provision for credit losses, overall financial performance, prevailing labor markets, business mix, the structure of our share-based compensation programs and the external environment.
The table below presents our operating expenses by line item and headcount.
Three Months
Ended March
$ in millions20232022
Compensation and benefits$4,090 $4,083 
Transaction based1,405 1,244 
Market development172 162 
Communications and technology466 424 
Depreciation and amortization970 492 
Occupancy265 251 
Professional fees383 437 
Other expenses651 623 
Total operating expenses$8,402 $7,716 
Headcount at period-end45,40045,100
Three Months Ended March 2023 versus March 2022. Operating expenses in the consolidated statements of earnings were $8.40 billion for the first quarter of 2023, 9% higher than the first quarter of 2022. Our efficiency ratio was 68.7% for the first quarter of 2023, compared with our through-the-cycle target efficiency ratio of approximately 60%. Our efficiency ratio was 59.7% for the first quarter of 2022.
The increase in operating expenses compared with the first quarter of 2022 was due to impairments of approximately $355 million related to consolidated real estate investments (in depreciation and amortization), the inclusion of NNIP and higher technology and transaction based expenses. While certain expenses (e.g., compensation and benefits, occupancy and market development) were impacted by inflationary pressures, the overall impact of higher inflation was not material to operating expenses for the first quarter of 2023. Net provisions for litigation and regulatory proceedings were $72 million for the first quarter of 2023 compared with $125 million for the first quarter of 2022.
Headcount decreased 6% compared with December 2022, primarily reflecting a headcount reduction initiative during the quarter. Severance-related costs included in compensation and benefits expenses were approximately $220 million for the first quarter of 2023.
Provision for Taxes
The effective income tax rate for the first quarter of 2023 was 19.0%, up from the full year income tax rate of 16.5% for 2022, primarily due to the impact of an increase in taxes on non-U.S. earnings and decreases in permanent tax benefits, partially offset by the impact of tax benefits on the settlement of employee share-based awards for the first quarter of 2023 compared with the full year of 2022.
We expect our 2023 tax rate to be between 21% and 22%.
Segment Assets and Operating Results
Segment Assets. The table below presents assets by segment.
As of
March
December
$ in millions20232022
Global Banking & Markets
$1,278,710 $1,169,539 
Asset & Wealth Management
200,943 214,970 
Platform Solutions
58,696 57,290 
Total$1,538,349 $1,441,799 
The allocation process for segment assets is based on the activities of these segments. The allocation of assets includes allocation of global core liquid assets (GCLA) (which consists of unencumbered, highly liquid securities and cash), which is generally included within cash and cash equivalents, collateralized agreements and trading assets on our balance sheet. Due to the integrated nature of these segments, estimates and judgments are made in allocating these assets. See “Risk Management — Liquidity Risk Management” for further information about our GCLA.
Segment Operating Results. The table below presents our segment operating results.
Three Months
Ended March
$ in millions20232022
Global Banking & Markets
Net revenues$8,444 $10,062 
Provision for credit losses129 191 
Operating expenses4,629 4,973 
Pre-tax earnings$3,686 $4,898 
Net earnings to common$2,876 $4,064 
Average common equity$69,497 $67,941 
Return on average common equity16.6 %23.9 %
Asset & Wealth Management
Net revenues$3,216 $2,603 
Provision for credit losses(565)203 
Operating expenses3,168 2,409 
Pre-tax earnings/(loss)
$613 $(9)
Net earnings/(loss) to common
$464 $(34)
Average common equity$32,684 $31,150 
Return on average common equity5.7 %(0.4)%
Platform Solutions
Net revenues$564 $268 
Provision for credit losses265 167 
Operating expenses605 334 
Pre-tax earnings/(loss)
$(306)$(233)
Net earnings/(loss) to common
$(253)$(199)
Average common equity$3,935 $2,787 
Return on average common equity(25.7)%(28.6)%
Total
Net revenues
$12,224 $12,933 
Provision for credit losses
(171)561 
Operating expenses
8,402 7,716 
Pre-tax earnings
$3,993 $4,656 
Net earnings to common$3,087 $3,831 
Average common equity$106,116 $101,878 
Return on average common equity11.6 %15.0 %

Goldman Sachs March 2023 Form 10-Q
108

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Net revenues in our segments include allocations of interest income and expense to specific positions in relation to the cash generated by, or funding requirements of, such positions. See Note 25 to the consolidated financial statements for further information about our business segments.
The allocation of common shareholders’ equity and preferred stock dividends to each segment is based on the estimated amount of equity required to support the activities of the segment under relevant regulatory capital requirements. Net earnings for each segment is calculated by applying the firmwide tax rate to each segment’s pre-tax earnings.
Compensation and benefits expenses within our segments reflect, among other factors, our overall performance, as well as the performance of individual businesses. Consequently, pre-tax margins in one segment of our business may be significantly affected by the performance of our other business segments. A description of segment operating results follows.
Global Banking & Markets
Global Banking & Markets generates revenues from the following:
Investment banking fees. We provide advisory and underwriting services and help companies raise capital to strengthen and grow their businesses. Investment banking fees includes the following:
Advisory. Includes strategic advisory assignments with respect to mergers and acquisitions, divestitures, corporate defense activities, restructurings and spin-offs.
Underwriting. Includes public offerings and private placements of a wide range of securities and other financial instruments, including local and cross-border transactions and acquisition financing.
FICC. FICC generates revenues from intermediation and financing activities.
FICC intermediation. Includes client execution activities related to making markets in both cash and derivative instruments, as detailed below.
Interest Rate Products. Government bonds (including inflation-linked securities) across maturities, other government-backed securities, and interest rate swaps, options and other derivatives.
Credit Products. Investment-grade and high-yield corporate securities, credit derivatives, exchange-traded funds (ETFs), bank and bridge loans, municipal securities, distressed debt and trade claims.
Mortgages. Commercial mortgage-related securities, loans and derivatives, residential mortgage-related securities, loans and derivatives (including U.S. government agency-issued collateralized mortgage obligations and other securities and loans), and other asset-backed securities, loans and derivatives.
Currencies. Currency options, spot/forwards and other derivatives on G-10 currencies and emerging-market products.
Commodities. Commodity derivatives and, to a lesser extent, physical commodities, involving crude oil and petroleum products, natural gas, agricultural, base, precious and other metals, electricity, including renewable power, environmental products and other commodity products.

FICC financing. Includes secured lending to our clients through structured credit and asset-backed lending, including warehouse loans backed by mortgages (including residential and commercial mortgage loans), corporate loans and consumer loans (including auto loans and private student loans). We also provide financing to clients through securities purchased under agreements to resell (resale agreements).
Equities. Equities generates revenues from intermediation and financing activities.
Equities intermediation. We make markets in equity securities and equity-related products, including ETFs, convertible securities, options, futures and OTC derivative instruments. We also structure and make markets in derivatives on indices, industry sectors, financial measures and individual company stocks. Our exchange-based market-making activities include making markets in stocks and ETFs, futures and options on major exchanges worldwide. In addition, we generate commissions and fees from executing and clearing institutional client transactions on major stock, options and futures exchanges worldwide, as well as OTC transactions.
Equities financing. Includes prime brokerage and other equities financing activities, including securities lending, margin lending and swaps. We earn fees by providing clearing, settlement and custody services globally. We provide services that principally involve borrowing and lending securities to cover institutional clients’ short sales and borrowing securities to cover our short sales and to make deliveries into the market. In addition, we are an active participant in broker-to-broker securities lending and third-party agency lending activities. We provide financing to our clients for their securities trading activities through margin loans that are collateralized by securities, cash or other acceptable collateral and provide securities-based loans to individuals. In addition, we execute swap transactions to provide our clients with exposure to securities and indices.

109
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Market-Making Activities
As a market maker, we facilitate transactions in both liquid and less liquid markets, primarily for institutional clients, such as corporations, financial institutions, investment funds and governments, to assist clients in meeting their investment objectives and in managing their risks. In this role, we seek to earn the difference between the price at which a market participant is willing to sell an instrument to us and the price at which another market participant is willing to buy it from us, and vice versa (i.e., bid/offer spread). In addition, we maintain (i) market-making positions, typically for a short period of time, in response to, or in anticipation of, client demand, and (ii) positions to actively manage our risk exposures that arise from these market-making activities (collectively, inventory). Our inventory is recorded in trading assets (long positions) or trading liabilities (short positions) in our consolidated balance sheets.
Our results are influenced by a combination of interconnected drivers, including (i) client activity levels and transactional bid/offer spreads (collectively, client activity), and (ii) changes in the fair value of our inventory and interest income and interest expense related to the holding, hedging and funding of our inventory (collectively, market-making inventory changes). Due to the integrated nature of our market-making activities, disaggregation of net revenues into client activity and market-making inventory changes is judgmental and has inherent complexities and limitations.
The amount and composition of our net revenues vary over time as these drivers are impacted by multiple interrelated factors affecting economic and market conditions, including volatility and liquidity in the market, changes in interest rates, currency exchange rates, credit spreads, equity prices and commodity prices, investor confidence, and other macroeconomic concerns and uncertainties.
In general, assuming all other market-making conditions remain constant, increases in client activity levels or bid/offer spreads tend to result in increases in net revenues, and decreases tend to have the opposite effect. However, changes in market-making conditions can materially impact client activity levels and bid/offer spreads, as well as the fair value of our inventory. For example, a decrease in liquidity in the market could have the impact of (i) increasing our bid/offer spread, (ii) decreasing investor confidence and thereby decreasing client activity levels, and (iii) widening of credit spreads on our inventory positions.
Other. We lend to corporate clients, including through relationship lending and acquisition financing. The hedges related to this lending and financing activity are also reported as part of Other. Other also includes equity and debt investing activities related to our Global Banking & Markets activities.

The table below presents our Global Banking & Markets assets.
As of
March
December
$ in millions20232022
Cash and cash equivalents$160,732 $167,203 
Collateralized agreements380,379 380,157 
Customer and other receivables131,716 122,037 
Trading assets373,935 272,788 
Investments104,575 103,229 
Loans108,853 107,648 
Other assets18,520 16,477 
Total$1,278,710 $1,169,539 
The table below presents details about our Global Banking & Markets loans.
As of
MarchDecember
$ in millions20232022
Corporate$26,131 $25,776 
Real estate
33,218 33,215 
Securities-based
3,664 3,857 
Other collateralized
46,554 45,407 
Other
547 561 
Loans, gross110,114 108,816 
Allowance for loan losses(1,261)(1,168)
Total loans$108,853 $107,648 
Our average Global Banking & Markets gross loans were $109.53 billion for the first quarter of 2023 and $97.15 billion for the first quarter of 2022.
The table below presents our Global Banking & Markets operating results.
Three Months
Ended March
$ in millions20232022
Advisory
$818 $1,127 
Equity underwriting
255 276 
Debt underwriting506 741 
Investment banking fees
1,579 2,144 
FICC intermediation
3,280 4,099 
FICC financing
651 631 
FICC
3,931 4,730 
Equities intermediation
1,741 2,178 
Equities financing
1,274 1,061 
Equities
3,015 3,239 
Other
(81)(51)
Net revenues8,444 10,062 
Provision for credit losses129 191 
Operating expenses4,629 4,973 
Pre-tax earnings3,686 4,898 
Provision for taxes700 754 
Net earnings2,986 4,144 
Preferred stock dividends110 80 
Net earnings to common$2,876 $4,064 
Average common equity
$69,497 $67,941 
Return on average common equity16.6 %23.9 %
Goldman Sachs March 2023 Form 10-Q
110

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The table below presents our FICC and Equities net revenues by line item in the consolidated statements of earnings.
$ in millionsFICCEquities
Three Months Ended March 2023
Market making$3,573 $1,860 
Commissions and fees 1,036 
Other principal transactions72 23 
Net interest income286 96 
Total$3,931 $3,015 
Three Months Ended March 2022
Market making$3,911 $2,118 
Commissions and fees– 1,002 
Other principal transactions121 10 
Net interest income698 109 
Total$4,730 $3,239 
In the table above:
See “Net Revenues” for information about market making revenues, commissions and fees, other principal transactions revenues and net interest income. See Note 25 to the consolidated financial statements for net interest income by segment.
The primary driver of net revenues for FICC intermediation for all periods was client activity.
The table below presents our financial advisory and underwriting transaction volumes.
Three Months
Ended March
$ in billions20232022
Announced mergers and acquisitions$106 $372 
Completed mergers and acquisitions$225 $379 
Equity and equity-related offerings$11 $10 
Debt offerings$71 $87 
In the table above:
Volumes are per Dealogic.
Announced and completed mergers and acquisitions volumes are based on full credit to each of the advisors in a transaction. Equity and equity-related and debt offerings are based on full credit for single book managers and equal credit for joint book managers. Transaction volumes may not be indicative of net revenues in a given period. In addition, transaction volumes for prior periods may vary from amounts previously reported due to the subsequent withdrawal or a change in the value of a transaction.
Equity and equity-related offerings includes Rule 144A and public common stock offerings, convertible offerings and rights offerings.
Debt offerings includes non-convertible preferred stock, mortgage-backed securities, asset-backed securities and taxable municipal debt. It also includes publicly registered and Rule 144A issues and excludes leveraged loans.

Operating Environment. During the first quarter of 2023, Global Banking & Markets operated in an environment generally characterized by continued broad macroeconomic and geopolitical concerns, as well as the effects of stress in the banking sector, including a period of high interest rate volatility. These factors contributed to solid market-making activity levels, but negatively affected industry-wide investment banking activity levels.
In investment banking, industry-wide debt underwriting and equity underwriting volumes improved compared with the fourth quarter of 2022, but remained below historical averages. Additionally, industry-wide mergers and acquisitions transactions continued to decline from elevated levels in the prior year.
In interest rates, the yield for 2-year U.S. Treasury notes moved over 15 basis points per day for a period of seven consecutive days during March. In equities, the S&P 500 Index and MSCI World Index both increased by 7%, compared with the end of 2022.
In the future, if market and economic conditions deteriorate further, and activity levels or volatility decline, or credit spreads related to hedges on our relationship lending portfolio tighten, net revenues in Global Banking & Market would likely be negatively impacted. In addition, if economic conditions deteriorate further or if the creditworthiness of borrowers deteriorates, provision for credit losses would likely be negatively impacted.
Three Months Ended March 2023 versus March 2022. Net revenues in Global Banking & Markets were $8.44 billion for the first quarter of 2023, 16% lower than a strong first quarter of 2022.
Investment banking fees were $1.58 billion, 26% lower than the first quarter of 2022, primarily due to significantly lower net revenues in Advisory, reflecting a significant decline in industry-wide completed mergers and acquisitions transactions, and Debt underwriting, reflecting a decline in industry-wide volumes.
As of March 2023, our Investment banking fees backlog decreased compared with December 2022, primarily due to lower estimated net revenues from potential advisory transactions. Estimated net revenues from potential equity underwriting transactions and debt underwriting transactions were also lower.

111
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Our backlog represents an estimate of our net revenues from future transactions where we believe that future revenue realization is more likely than not. We believe changes in our backlog may be a useful indicator of client activity levels which, over the long term, impact our net revenues. However, the time frame for completion and corresponding revenue recognition of transactions in our backlog varies based on the nature of the assignment, as certain transactions may remain in our backlog for longer periods of time. In addition, our backlog is subject to certain limitations, such as assumptions about the likelihood that individual client transactions will occur in the future. Transactions may be cancelled or modified, and transactions not included in the estimate may also occur.
Net revenues in FICC were $3.93 billion, 17% lower than the first quarter of 2022, reflecting significantly lower net revenues in FICC intermediation, driven by significantly lower net revenues in currencies and commodities, partially offset by significantly higher net revenues in interest rate products and higher net revenues in mortgages and credit products. Net revenues in FICC financing were slightly higher.
The decrease in FICC intermediation net revenues primarily reflected the impact of less favorable market-making conditions on our inventory. The following provides information about our FICC intermediation net revenues by business, compared with results in the first quarter of 2022:
Net revenues in currencies and commodities primarily reflected the impact of less favorable market-making conditions on our inventory. Net revenues in currencies also reflected lower client activity.
Net revenues in interest rate products and credit products primarily reflected the impact of improved market-making conditions on our inventory.
Net revenues in mortgages primarily reflected higher client activity.
Net revenues in Equities were $3.02 billion, 7% lower than the first quarter of 2022, due to significantly lower net revenues in Equities intermediation across both derivatives and cash products. Net revenues in Equities financing were significantly higher, primarily reflecting increased spreads.
Net revenues in Other were $(81) million for the first quarter of 2023, compared with $(51) million for the first quarter of 2022.
Provision for credit losses was $129 million for the first quarter of 2023, 32% lower than the first quarter of 2022. Provisions for the first quarter of 2023 primarily reflected provisions related to a term deposit with First Republic and individual impairments, while provisions for the first quarter of 2022 reflected portfolio growth, the impact of macroeconomic and geopolitical concerns, and individual impairments.

Operating expenses were $4.63 billion for the first quarter of 2023, 7% lower than the first quarter of 2022, due to lower compensation and benefits expenses (reflecting a decline in operating performance compared with a strong first quarter of 2022). Pre-tax earnings were $3.69 billion for the first quarter of 2023, 25% lower than the first quarter of 2022.
Asset & Wealth Management
Asset & Wealth Management provides investment services to help clients preserve and grow their financial assets and achieve their financial goals. We provide these services to our clients, both institutional and individuals, including investors who primarily access our products through a network of third-party distributors around the world.
We manage client assets across a broad range of investment strategies and asset classes, including equity, fixed income and alternative investments. We provide investment solutions, including those managed on a fiduciary basis by our portfolio managers, as well as those managed by third-party managers. We offer our investment solutions in a variety of structures, including separately managed accounts, mutual funds, private partnerships and other commingled vehicles.
We also provide tailored wealth advisory services to clients across the wealth spectrum. We operate globally serving individuals, families, family offices, and foundations and endowments. Our relationships are established directly or introduced through companies that sponsor financial wellness programs for their employees.
We offer personalized financial planning to individuals and also provide customized investment advisory solutions, and offer structuring and execution capabilities in securities and derivative products across all major global markets. In addition, we offer clients a full range of private banking services, including a variety of deposit alternatives and loans that our clients use to finance investments in both financial and nonfinancial assets, bridge cash flow timing gaps or provide liquidity and flexibility for other needs.
We invest in alternative investments across a range of asset classes that seek to deliver long-term accretive risk-adjusted returns. Our investing activities, which are typically longer-term, include investments in corporate equity, credit, real estate and infrastructure assets.
We also raise deposits and have issued unsecured loans to consumers through Marcus. We have started a process to cease offering new loans through Marcus.

Goldman Sachs March 2023 Form 10-Q
112

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Asset & Wealth Management generates revenues from the following:
Management and other fees. We receive fees related to managing assets for institutional and individual clients, providing investing and wealth advisory solutions, providing financial planning and counseling services via Ayco Personal Financial Management, and executing brokerage transactions for wealth management clients. The majority of revenues in management and other fees consists of asset-based fees on client assets that we manage. For further information about assets under supervision, see “Assets Under Supervision” below. The fees that we charge vary by asset class, client channel and the types of services provided, and are affected by investment performance, as well as asset inflows and redemptions.
Incentive fees. In certain circumstances, we also receive incentive fees based on a percentage of a fund’s or a separately managed account’s return, or when the return exceeds a specified benchmark or other performance targets. Such fees include overrides, which consist of the increased share of the income and gains derived primarily from our private equity and credit funds when the return on a fund’s investments over the life of the fund exceeds certain threshold returns.
Private banking and lending. Our private banking and lending activities include issuing loans to our wealth management clients. We also accept deposits from wealth management clients, including through Marcus. We have also issued unsecured loans to consumers through Marcus and have started a process to cease offering new loans. We have completed a partial sale of this portfolio in the first quarter of 2023 and intend to sell the remaining portfolio. Additionally, we provide investing services through Marcus Invest to U.S. customers. Private banking and lending revenues include net interest income allocated to deposits and net interest income earned on loans to individual clients.
Equity investments. Includes investing activities related to our asset management activities primarily related to public and private equity investments in corporate, real estate and infrastructure assets. We also make investments through consolidated investment entities (CIEs), substantially all of which are engaged in real estate investment activities.
Debt investments. Includes lending activities related to our asset management activities, including investing in corporate debt, lending to middle-market clients, and providing financing for real estate and other assets. These activities include investments in mezzanine debt, senior debt and distressed debt securities.

The table below presents our Asset & Wealth Management assets.
As of
March
December
$ in millions20232022
Cash and cash equivalents$48,000 $54,065 
Collateralized agreements16,763 23,723 
Customer and other receivables12,914 13,409 
Trading assets22,482 19,860 
Investments27,215 27,400 
Loans52,858 56,338 
Other assets20,711 20,175 
Total$200,943 $214,970 
The table below presents details about our Asset & Wealth Management loans.
As of
March
December
$ in millions20232022
Corporate$13,727 $14,359 
Real estate17,962 18,699 
Securities-based
12,270 12,814 
Other collateralized
6,313 6,295 
Installment
2,562 4,474 
Other1,367 1,700 
Loans, gross54,201 58,341 
Allowance for loan losses(1,343)(2,003)
Total loans$52,858 $56,338 
The average Asset & Wealth Management gross loans were $56.79 billion for the first quarter of 2023 and $58.88 billion for the first quarter of 2022.
The table below presents our Asset & Wealth Management operating results.
Three Months
Ended March
$ in millions20232022
Management and other fees$2,282 $2,035 
Incentive fees53 79 
Private banking and lending
354 492 
Equity investments119 (294)
Debt investments
408 291 
Net revenues3,216 2,603 
Provision for credit losses(565)203 
Operating expenses3,168 2,409 
Pre-tax earnings/(loss)
613 (9)
Provision/(benefit) for taxes
117 (1)
Net earnings/(loss)
496 (8)
Preferred stock dividends32 26 
Net earnings/(loss) to common
$464 $(34)
Average common equity
$32,684 $31,150 
Return on average common equity5.7 %(0.4)%
Our target is to achieve annual firmwide management and other fees of more than $10 billion (including more than $2 billion from alternatives) in 2024.
Our target is to achieve pre-tax margins in the mid-twenties and ROE in the mid-teens within the medium-term (three to five years) for Asset & Wealth Management.

113
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The table below presents our Asset management and Wealth management net revenues by line item in Asset & Wealth Management.
$ in millionsAsset managementWealth managementAsset & Wealth Management
Three Months Ended March 2023
Management and other fees$1,033 $1,249 $2,282 
Incentive fees53  53 
Private banking and lending 354 354 
Equity investments119  119 
Debt investments408  408 
Total$1,613 $1,603 $3,216 
Three Months Ended March 2022
Management and other fees$771 $1,264 $2,035 
Incentive fees79 – 79 
Private banking and lending– 492 492 
Equity investments(294)– (294)
Debt investments291 – 291 
Total$847 $1,756 $2,603 
The table below presents our Equity investments net revenues by equity type and asset class.
Three Months
Ended March
$ in millions20232022
Equity Type
Private equity$34 $266 
Public equity85 (560)
Total$119 $(294)
Asset Class
Real estate$10 $396 
Corporate109 (690)
Total$119 $(294)
The table below presents details about our Debt investments net revenues.
Three Months
Ended March
$ in millions20232022
Fair value net gains/(losses)$46 $(140)
Net interest income362 431 
Total$408 $291 
Operating Environment. During the first quarter of 2023, Asset & Wealth Management operated in an environment generally characterized by continued broad macroeconomic and geopolitical concerns, although signs of improvements in economic conditions contributed to an increase in asset prices compared with the end of 2022, positively affecting assets under supervision. In addition, concerns about the stability of U.S. regional banks resulted in outflows of uninsured deposits from at-risk regional banks, and money market funds experienced significant inflows. In addition, the commercial real estate market faced increased pressure.
In the future, if market and economic conditions deteriorate further, it may lead to a decline in asset prices, or investors transitioning to asset classes that typically generate lower fees or withdrawing their assets, and net revenues in Asset & Wealth Management would likely continue to be negatively impacted.
Three Months Ended March 2023 versus March 2022. Net revenues in Asset & Wealth Management were $3.22 billion for the first quarter of 2023, 24% higher than the first quarter of 2022, reflecting net gains in Equity investments compared with net losses in the prior year period, higher Management and other fees and higher net revenues in Debt investments. Net revenues in Private banking and lending included a loss of approximately $470 million related to a partial sale of the Marcus loans portfolio and the transfer of the remainder of the portfolio to held for sale (largely offset by a related reserve reduction of approximately $440 million in provision for credit losses).
The increase in Equity investments net revenues reflected mark-to-market net gains from investments in public equities compared with significant mark-to-market net losses in the prior year period, partially offset by significantly lower net gains from investments in private equities. The increase in Management and other fees primarily reflected the inclusion of NNIP and a reduction in fee waivers on money market funds. The increase in Debt investments net revenues reflected net mark-ups compared with net mark-downs in the prior year period. Net revenues in Private banking and lending were significantly lower, due to the loss related to the Marcus loans portfolio, partially offset by the impact of higher deposit spreads. Incentive fees were also lower.
Provision for credit losses was a net benefit of $565 million for the first quarter of 2023, compared with net provisions of $203 million for the first quarter of 2022. The net benefit for the first quarter of 2023 primarily reflected a reserve reduction related to a partial sale of the Marcus loans portfolio and the transfer of the remainder of the portfolio to held for sale, while provisions for the first quarter of 2022 reflected portfolio growth, the impact of macroeconomic and geopolitical concerns, and individual impairments.
Operating expenses were $3.17 billion for the first quarter of 2023, 32% higher than the first quarter of 2022, primarily due to impairments of approximately $355 million related to consolidated real estate investments, the inclusion of NNIP and higher compensation and benefits expenses. Pre-tax earnings were $613 million for the first quarter of 2023, compared with a pre-tax loss of $9 million for the first quarter of 2022.

Goldman Sachs March 2023 Form 10-Q
114

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Assets Under Supervision. AUS includes our institutional clients’ assets, assets sourced through third-party distributors and high-net-worth clients’ assets where we earn a fee for managing assets on a discretionary basis. This includes net assets in our mutual funds, hedge funds, credit funds, private equity funds, real estate funds, and separately managed accounts for institutional and individual investors. AUS also includes client assets invested with third-party managers, private bank deposits and advisory relationships where we earn a fee for advisory and other services, but do not have investment discretion. AUS does not include the self-directed brokerage assets of our clients.
The table below presents information about our firmwide period-end AUS by asset class, client channel, region and vehicle.
As of March
$ in billions20232022
Asset Class
Alternative investments$268 $240 
Equity597 592 
Fixed income1,047 887 
Total long-term AUS1,912 1,719 
Liquidity products760 675 
Total AUS$2,672 $2,394 
Client Channel
Institutional$939 $790 
Wealth management745 738 
Third-party distributed988 866 
Total AUS$2,672 $2,394 
Region
Americas$1,900 $1,879 
EMEA582 341 
Asia190 174 
Total AUS$2,672 $2,394 
Vehicle
Separate accounts$1,437 $1,296 
Public funds912 797 
Private funds and other323 301 
Total AUS$2,672 $2,394 
In the table above:
Liquidity products includes money market funds and private bank deposits.
EMEA represents Europe, Middle East and Africa.



The table below presents changes in our AUS.
Three Months
Ended March
$ in billions20232022
Beginning balance$2,547 $2,470 
Net inflows/(outflows):
Alternative investments1 
Equity(2)14 
Fixed income9 (2)
Total long-term AUS net inflows/(outflows)8 17 
Liquidity products49 (6)
Total AUS net inflows/(outflows)57 11 
Acquisitions 
Net market appreciation/(depreciation)68 (94)
Ending balance$2,672 $2,394 
In the table above, acquisitions for the first quarter of 2022 included inflows from the acquisition of the assets of Bombardier Global Pension Asset Management Inc., substantially all of which were in fixed income and equity assets.
The table below presents information about our average monthly firmwide AUS by asset class.
Average for the
Three Months
Ended March
$ in billions20232022
Asset Class
Alternative investments$265 $237 
Equity586 592 
Fixed income1,034 913 
Total long-term AUS1,885 1,742 
Liquidity products719 665 
Total AUS$2,604 $2,407 
In addition to our AUS, we have discretion over alternative investments where we currently do not earn management fees (non-fee-earning alternative assets).
We earn management fees on client assets that we manage and also receive incentive fees based on a percentage of a fund’s or a separately managed account’s return, or when the return exceeds a specified benchmark or other performance targets. These incentive fees are recognized when it is probable that a significant reversal of such fees will not occur. Our estimated unrecognized incentive fees were $3.32 billion as of March 2023 and $3.33 billion as of December 2022. Such amounts are based on the completion of the funds’ financial statements, which is generally one quarter in arrears. These fees will be recognized, assuming no decline in fair value, if and when it is probable that a significant reversal of such fees will not occur, which is generally when such fees are no longer subject to fluctuations in the market value of the assets.


115
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The table below presents our average effective management fee (which excludes non-asset-based fees) earned on our firmwide AUS by asset class.
Three Months
Ended March
Effective fees (bps)20232022
Alternative investments6665
Equity5859
Fixed income1817
Liquidity products1510
Total average effective fee3231
In the table above, our average effective management fee for liquidity products increased during the first quarter of 2023 compared to the first quarter of 2022, primarily reflecting higher management fee waivers in 2022.
The table below presents details about our monthly average AUS for alternative investments and the average effective management fee we earned on such assets.
$ in billionsDirect
strategies
Fund of
funds
Total
Three Months Ended March 2023
Average AUS
Corporate equity$28 $68 $96 
Credit42 2 44 
Real estate11 8 19 
Hedge funds and other42 23 65 
Funds and discretionary accounts$123 $101 $224 
Advisory accounts41 
Total average AUS for alternative investments$265 
Effective Fees (bps)
Corporate equity130 64 84 
Credit79 58 78 
Real estate92 47 72 
Hedge funds and other65 53 61 
Funds and discretionary accounts87 60 75 
Advisory accounts15 
Total average effective fee66 
Three Months Ended March 2022
Average AUS
Corporate equity$26 $59 $85 
Credit24 26 
Real estate17 
Hedge funds and other47 22 69 
Funds and discretionary accounts
$106 $91 $197 
Advisory accounts40 
Total average AUS for alternative investments$237 
Effective Fees (bps)
Corporate equity131 57 80 
Credit105 61 102 
Real estate97 52 77 
Hedge funds and other62 52 59 
Funds and discretionary accounts92 55 75 
Advisory accounts18 
Total average effective fee65 
In the table above, direct strategies primarily includes our private equity, growth equity, private credit, liquid alternatives and real estate strategies. Fund of funds primarily includes our Alternative Investments & Manager Selection (AIMS) business. AIMS invests in leading private equity, hedge fund, real estate and credit third-party managers as a limited partner, secondary-market investor, co-investor or management company partner.
The table below presents information about our period-end AUS for alternative investments, non-fee-earning alternative investments and total alternative investments.
$ in billionsAUSNon-fee-earning
alternative
assets
Total
alternative
assets
As of March 2023
Corporate equity$97 $74 $171 
Credit4676122
Real estate183553
Hedge funds and other66268
Funds and discretionary accounts227187414
Advisory accounts41142
Total alternative investments$268 $188 $456 
As of March 2022
Corporate equity$85 $83 $168 
Credit2777104
Real estate173855
Hedge funds and other72274
Funds and discretionary accounts201200401
Advisory accounts39140
Total alternative investments$240 $201 $441 
In the table above:
Corporate equity primarily includes private equity.
Total alternative assets included uncalled capital that is available for future investing of $56 billion as of March 2023 and $46 billion as of March 2022.
Non-fee-earning alternative assets primarily includes investments that we hold on our balance sheet, our unfunded commitments, unfunded commitments of our clients (where we do not charge fees on commitments), credit facilities collateralized by fund assets and employee funds. Our calculation of non-fee-earning alternative assets may not be comparable to similar calculations used by other companies.
Non-fee-earning alternative assets primarily includes our direct investing strategies, including private equity, growth equity, private credit and real estate strategies.

Goldman Sachs March 2023 Form 10-Q
116

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
We have announced a strategic objective of growing our third-party alternatives business, and have established a target of achieving gross inflows of $225 billion for alternative investments from 2020 through the end of 2024.
The table below presents information about third-party commitments raised in our alternatives business from 2020 through the first quarter of 2023.
As of
$ in billionsMarch 2023
Included in AUS$127 
Included in non-fee-earning alternative assets66 
Third-party commitments raised$193 
In the table above, commitments included in non-fee-earning alternative assets included approximately $48 billion, which will begin to earn fees (and become AUS) if and when the commitments are drawn and assets are invested.
The table below presents information about alternative investments in Asset & Wealth Management that we hold on our balance sheet by asset type.
As of
March
December
$ in billions
20232022
Loans
$17.3 $19.0 
Debt securities
12.3 12.3 
Equity securities
14.5 14.7 
CIE investments and other
12.4 12.6 
Total$56.5 $58.6 
The table below presents further information about our alternative investments in Asset & Wealth Management that we hold on our balance sheet.

As of
March
December
$ in billions
20232022
Client co-invest
$22.8 $23.0 
Firmwide initiatives
6.3 5.9 
Historical principal investments:
Loans
6.9 8.4 
Debt securities
4.9 5.0 
Equity securities
5.6 5.6 
CIE investments and other
10.0 10.7 
Total historical principal investments
27.4 29.7 
Total$56.5 $58.6 
In the table above:
Client co-invest primarily includes our investments in funds that we raise and manage or where we have invested alongside the third-party investors.
Firmwide initiatives primarily includes our investments related to the Community Reinvestment Act and our sponsored initiatives, such as One Million Black Women.

Historical principal investments includes our remaining balance sheet alternative investments portfolio that we plan to reduce. Our target is to reduce this portfolio to less than $15 billion by the end of 2024 and to completely exit this portfolio within the next three to five years.
The table below presents the rollforward of our alternative investments categorized as historical principal investments for the three months ended March 2023.
Historical
principal
$ in billions
investments
Beginning balance
$29.7 
Additions
0.5 
Dispositions
(2.7)
Net mark-downs
(0.1)
Ending balance
$27.4 
In the table above, dispositions included approximately $700 million of loans that were transferred to Global Banking & Markets.
Loans and Debt Securities. The table below presents the concentration of loans and debt securities within our alternative investments by accounting classification, region and industry.
As of
March
December
$ in billions20232022
Loans$17.3 $19.0 
Debt securities12.3 12.3 
Total$29.6 $31.3 
Accounting Classification
Debt securities at fair value42 %39 %
Loans at amortized cost48 %49 %
Loans at fair value5 %%
Loans held for sale
5 %%
Total100 %100 %
Region
Americas50 %51 %
EMEA36 %35 %
Asia14 %14 %
Total100 %100 %
Industry
Consumer & Retail
10 %10 %
Financial Institutions6 %%
Healthcare14 %13 %
Industrials17 %16 %
Natural Resources & Utilities2 %%
Real Estate17 %20 %
Technology, Media & Telecommunications27 %25 %
Other7 %%
Total100 %100 %

117
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Equity Securities. The table below presents the concentration of equity securities within our alternative investments by region and industry.
As of
March
December
$ in billions20232022
Equity securities$14.5 $14.7 
Region
Americas67 %67 %
EMEA17 %15 %
Asia16 %18 %
Total100 %100 %
Industry
Consumer & Retail
6 %%
Financial Institutions10 %10 %
Healthcare10 %%
Industrials7 %%
Natural Resources & Utilities13 %14 %
Real Estate29 %30 %
Technology, Media & Telecommunications24 %23 %
Other1 %%
Total100 %100 %
In the table above:
Equity securities included $12.7 billion as of March 2023 and $13.0 billion as of December 2022 of private equity positions, and $1.8 billion as of March 2023 and $1.7 billion as of December 2022 of public equity positions that converted from private equity upon the initial public offerings of the underlying companies.
The concentrations for real estate equity securities as of March 2023 were 9% for multifamily (9% as of December 2022), 4% for office (5% as of December 2022), 8% for mixed use (8% as of December 2022) and 8% for other real estate equity securities (8% as of December 2022).
The table below presents the concentration of equity securities within our alternative investments by vintage.
Vintage
As of March 2023
2016 or earlier34 %
2017 - 201927 %
2020 - thereafter39 %
Total100 %
As of December 2022
2015 or earlier26 %
2016 - 201826 %
2019 - thereafter48 %
Total100 %
CIE Investments and Other. CIE investments and other included assets held by CIEs of $11.1 billion as of March 2023 and $11.8 billion as of December 2022, which were funded with liabilities of approximately $6.1 billion as of March 2023 and $6.3 billion as of December 2022. Substantially all such liabilities were nonrecourse, thereby reducing our equity at risk.
The table below presents the concentration of CIE assets, net of financings, within our alternative investments by region and asset class.
As of
March
December
$ in billions20232022
CIE assets, net of financings$5.0 $5.5 
Region
Americas65 %65 %
EMEA24 %25 %
Asia11 %10 %
Total100 %100 %
Asset Class
Hospitality4 %%
Industrials11 %10 %
Multifamily18 %23 %
Office23 %22 %
Retail4 %%
Senior Housing15 %14 %
Student Housing8 %%
Other17 %17 %
Total100 %100 %
The table below presents the concentration of CIE assets, net of financings, within our alternative investments by vintage.
Vintage
As of March 2023
2016 or earlier11 %
2017 - 201959 %
2020 - thereafter30 %
Total100 %
As of December 2022
2015 or earlier%
2016 - 201845 %
2019 - thereafter50 %
Total100 %
Platform Solutions
Platform Solutions includes our consumer platforms, such as partnerships offering credit cards and point-of-sale financing, and transaction banking and other platform businesses.
Platform Solutions generates revenues from the following:
Consumer platforms. Our Consumer platforms business issues credit cards and provides point-of-sale financing through GreenSky to consumers to finance the purchases of goods or services. Consumer platforms revenues primarily includes net interest income earned on credit card lending and point-of-sale financing activities. In April 2023, we announced that we are initiating a process to explore the sale of GreenSky. We also announced in April 2023 the launch of savings accounts for Apple Card customers.
Transaction banking and other. We provide transaction banking and other services, including cash management services, such as deposit-taking and payment solutions for corporate and institutional clients. Transaction banking revenues include net interest income attributed to transaction banking deposits.
Goldman Sachs March 2023 Form 10-Q
118

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The table below presents our Platform Solutions assets.
As of
March
December
$ in millions20232022
Cash and cash equivalents$20,595 $20,557 
Collateralized agreements8,186 10,278 
Customer and other receivables3 
Trading assets10,978 8,597 
Loans16,363 15,300 
Other assets2,571 2,556 
Total$58,696 $57,290 
The table below presents details about our Platform Solutions loans.
As of
March
December
$ in millions20232022
Installment$3,207 $1,852 
Credit cards15,563 15,820 
Other
21 
Loans, gross18,791 17,672 
Allowance for loan losses(2,428)(2,372)
Total loans$16,363 $15,300 
The average Platform Solutions gross loans were $18.15 billion for the first quarter of 2023 and $9.32 billion for the first quarter of 2022.
The table below presents our Platform Solutions operating results.
Three Months
Ended March
$ in millions20232022
Consumer platforms$490 $201 
Transaction banking and other
74 67 
Net revenues564 268 
Provision for credit losses265 167 
Operating expenses605 334 
Pre-tax earnings/(loss)
(306)(233)
Provision/(benefit) for taxes
(58)(36)
Net earnings/(loss)
(248)(197)
Preferred stock dividends5 
Net earnings/(loss) to common
$(253)$(199)
Average common equity
$3,935 $2,787 
Return on average common equity(25.7)%(28.6)%
Our target is to achieve an efficiency ratio of less than 100% in 2023 and achieve pre-tax profitability by the end of 2025 for Platform Solutions.





Operating Environment. During the first quarter of 2023, Platform Solutions operated in an environment generally characterized by continued broad macroeconomic concerns, although the environment was positively impacted by improvement in inflationary measures. In the U.S., the rate of unemployment remained low and consumer spending increased slightly compared with the fourth quarter of 2022, while the pace of monetary policy tightening slowed.
In the future, if market and economic conditions deteriorate further, it may lead to a decrease in consumer spending or a deterioration in consumer credit, and net revenues and provision for credit losses in Platform Solutions would likely be negatively impacted.
Three Months Ended March 2023 versus March 2022. Net revenues in Platform Solutions were $564 million for the first quarter of 2023, 110% higher than the first quarter of 2022, reflecting significantly higher net revenues in Consumer platforms.
The increase in Consumer platforms net revenues primarily reflected significantly higher average credit card balances. Transaction banking and other net revenues were also higher, reflecting higher average deposit balances.
Provision for credit losses was $265 million for the first quarter of 2023, 59% higher than the first quarter of 2022. Provisions for the first quarter of 2023 reflected net charge-offs related to the credit card portfolio and growth in the point-of-sale loan portfolio, partially offset by reserve releases based on actual repayment experience, while provisions for the first quarter of 2022 primarily reflected growth in the credit card portfolio.
Operating expenses were $605 million for the first quarter of 2023, 81% higher than the first quarter of 2022, primarily due to significantly higher compensation and benefits expenses and the inclusion of GreenSky. Pre-tax loss was $306 million for the first quarter of 2023, compared with a pre-tax loss of $233 million for the first quarter of 2022.
Geographic Data
See Note 25 to the consolidated financial statements for a summary of our total net revenues and pre-tax earnings by geographic region.









119
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Balance Sheet and Funding Sources
Balance Sheet Management
One of our risk management disciplines is our ability to manage the size and composition of our balance sheet. While our asset base changes due to client activity, market fluctuations and business opportunities, the size and composition of our balance sheet also reflects factors, including (i) our overall risk tolerance, (ii) the amount of capital we hold and (iii) our funding profile, among other factors. See “Capital Management and Regulatory Capital — Capital Management” for information about our capital management process.
Although our balance sheet fluctuates on a day-to-day basis, our total assets at quarter-end are generally not materially different from those occurring within our reporting periods.
In order to ensure appropriate risk management, we seek to maintain a sufficiently liquid balance sheet and have processes in place to dynamically manage our assets and liabilities, which include (i) balance sheet planning, (ii) balance sheet limits, (iii) monitoring of key metrics and (iv) scenario analyses.
Balance Sheet Planning. We prepare a balance sheet plan that combines our projected total assets and composition of assets with our expected funding sources over a three-year time horizon. This plan is reviewed quarterly and may be adjusted in response to changing business needs or market conditions. The objectives of this planning process are:
To develop our balance sheet projections, taking into account the general state of the financial markets and expected business activity levels, as well as regulatory requirements;
To allow Treasury and our independent risk oversight and control functions to objectively evaluate balance sheet limit requests from our revenue-producing units in the context of our overall balance sheet constraints, including our liability profile and capital levels, and key metrics; and
To inform the target amount, tenor and type of funding to raise, based on our projected assets and contractual maturities.
Treasury and our independent risk oversight and control functions, along with our revenue-producing units, review current and prior period information and expectations for the year to prepare our balance sheet plan. The specific information reviewed includes asset and liability size and composition, limit utilization, risk and performance measures, and capital usage.


Our consolidated balance sheet plan, including our balance sheets by business, funding projections and projected key metrics, is reviewed and approved by the Firmwide Asset Liability Committee and the Firmwide Risk Appetite Committee. See “Risk Management — Overview and Structure of Risk Management” for an overview of our risk management structure.
Balance Sheet Limits. The Firmwide Asset Liability Committee and the Firmwide Risk Appetite Committee have the responsibility to review and approve balance sheet limits. These limits are set at levels which are close to actual operating levels, rather than at levels which reflect our maximum risk appetite, in order to ensure prompt escalation and discussion among our revenue-producing units, Treasury and our independent risk oversight and control functions on a routine basis. Requests for changes in limits are evaluated after giving consideration to their impact on our key metrics. Compliance with limits is monitored by our revenue-producing units and Treasury, as well as our independent risk oversight and control functions.
Monitoring of Key Metrics. We monitor key balance sheet metrics both by business and on a consolidated basis, including asset and liability size and composition, limit utilization and risk measures. We attribute assets to businesses and review and analyze movements resulting from new business activity, as well as market fluctuations.
Scenario Analyses. We conduct various scenario analyses, including as part of the Comprehensive Capital Analysis and Review (CCAR) and U.S. Dodd-Frank Wall Street Reform and Consumer Protection Act Stress Tests (DFAST), as well as our resolution and recovery planning. See “Capital Management and Regulatory Capital — Capital Management” for further information about these scenario analyses. These scenarios cover short- and long-term time horizons using various macroeconomic and firm-specific assumptions, based on a range of economic scenarios. We use these analyses to assist us in developing our longer-term balance sheet management strategy, including the level and composition of assets, funding and capital. Additionally, these analyses help us develop approaches for maintaining appropriate funding, liquidity and capital across a variety of situations, including a severely stressed environment.
Goldman Sachs March 2023 Form 10-Q
120

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Balance Sheet Analysis and Metrics
As of March 2023, total assets in our consolidated balance sheets were $1.54 trillion, an increase of $96.55 billion from December 2022, primarily due to increases in trading assets of $106.15 billion (due to increases in equity securities and government obligations, reflecting the impact of our and our clients' activities), partially offset by decreases in cash and cash equivalents of $12.50 billion (primarily reflecting our activity).
As of March 2023, total liabilities in our consolidated balance sheets were $1.42 trillion, an increase of $96.23 billion from December 2022, reflecting an increase in collateralized financings of $107.20 billion (primarily reflecting our and our clients' activities), partially offset by a decrease in deposits of $11.13 billion (due to decreases in private bank and consumer deposits, deposit sweep program balances and brokered certificates of deposit).
Our total securities sold under agreements to repurchase (repurchase agreements), accounted for as collateralized financings, were $197.39 billion as of March 2023 and $110.35 billion as of December 2022, which were 17% higher as of March 2023 and 15% lower as of December 2022 than the average daily amount of repurchase agreements over the respective quarters. As of March 2023, the increase in our repurchase agreements relative to the average daily amount of repurchase agreements during the quarter resulted from higher levels of our and our clients’ activities at the end of the period.
The level of our repurchase agreements fluctuates between and within periods, primarily due to providing clients with access to highly liquid collateral, such as certain government and agency obligations, through collateralized financing activities.
The table below presents information about our balance sheet and leverage ratios.
As of
March
December
$ in millions20232022
Total assets$1,538,349 $1,441,799 
Unsecured long-term borrowings$240,794 $247,138 
Total shareholders’ equity$117,509 $117,189 
Leverage ratio13.1x12.3x
Debt-to-equity ratio2.0x2.1x
In the table above:
The leverage ratio equals total assets divided by total shareholders’ equity and measures the proportion of equity and debt we use to finance assets. This ratio is different from the leverage ratios included in Note 20 to the consolidated financial statements.
The debt-to-equity ratio equals unsecured long-term borrowings divided by total shareholders’ equity.


The table below presents information about our shareholders’ equity and book value per common share, including the reconciliation of common shareholders’ equity to tangible common shareholders’ equity.
As of
March
December
$ in millions, except per share amounts20232022
Total shareholders’ equity$117,509 $117,189 
Preferred stock(10,703)(10,703)
Common shareholders’ equity106,806 106,486 
Goodwill(6,439)(6,374)
Identifiable intangible assets(1,965)(2,009)
Tangible common shareholders’ equity$98,402 $98,103 
Book value per common share
$310.48 $303.55 
Tangible book value per common share$286.05 $279.66 
In the table above:
Tangible common shareholders’ equity is calculated as total shareholders’ equity less preferred stock, goodwill and identifiable intangible assets. We believe that tangible common shareholders’ equity is meaningful because it is a measure that we and investors use to assess capital adequacy. Tangible common shareholders’ equity is a non-GAAP measure and may not be comparable to similar non-GAAP measures used by other companies.
Book value per common share and tangible book value per common share are based on common shares outstanding and restricted stock units granted to employees with no future service requirements and not subject to performance or market conditions (collectively, basic shares) of 344.0 million as of March 2023 and 350.8 million as of December 2022. We believe that tangible book value per common share (tangible common shareholders’ equity divided by basic shares) is meaningful because it is a measure that we and investors use to assess capital adequacy. Tangible book value per common share is a non-GAAP measure and may not be comparable to similar non-GAAP measures used by other companies.

121
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Funding Sources
Our primary sources of funding are deposits, collateralized financings, unsecured short- and long-term borrowings, and shareholders’ equity. We seek to maintain broad and diversified funding sources globally across products, programs, markets, currencies and creditors to avoid funding concentrations.
The table below presents information about our funding sources.
As of
$ in millions
March 2023
December 2022
Deposits$375,531 35 %$386,665 40 %
Collateralized financings262,217 25 %155,022 16 %
Unsecured short-term borrowings64,603 6 %60,961 %
Unsecured long-term borrowings240,794 23 %247,138 26 %
Total shareholders’ equity117,509 11 %117,189 12 %
Total$1,060,654 100 %$966,975 100 %
Our funding is primarily raised in U.S. dollar, Euro, British pound and Japanese yen. We generally distribute our funding products through our own sales force and third-party distributors to a large, diverse creditor base in a variety of markets in the Americas, Europe and Asia. We believe that our relationships with our creditors are critical to our liquidity. Our creditors include banks, governments, securities lenders, corporations, pension funds, insurance companies, mutual funds and individuals. We have imposed various internal guidelines to monitor creditor concentration across our funding programs.
Deposits. Our deposits provide us with a diversified source of funding and reduce our reliance on wholesale funding. We raise deposits, including savings, demand and time deposits, from private bank clients, consumers, transaction banking clients, other institutional clients, and through internal and third-party broker-dealers. Substantially all of our deposits are raised through Goldman Sachs Bank USA (GS Bank USA), Goldman Sachs International Bank (GSIB) and Goldman Sachs Bank Europe SE (GSBE). See Note 13 to the consolidated financial statements for further information about our deposits, including a maturity profile of our time deposits.



Secured Funding. We fund a significant amount of inventory and a portion of investments on a secured basis. Secured funding includes collateralized financings in the consolidated balance sheets. See Note 11 to the consolidated financial statements for further information about our collateralized financings, including its maturity profile. We may also pledge our inventory and investments as collateral for securities borrowed under a securities lending agreement. We also use our own inventory and investments to cover transactions in which we or our clients have sold securities that have not yet been purchased. Secured funding is less sensitive to changes in our credit quality than unsecured funding, due to our posting of collateral to our lenders. Nonetheless, we analyze the refinancing risk of our secured funding activities, taking into account trade tenors, maturity profiles, counterparty concentrations, collateral eligibility and counterparty rollover probabilities. We seek to mitigate our refinancing risk by executing term trades with staggered maturities, diversifying counterparties, raising excess secured funding and pre-funding residual risk through our GCLA.
We seek to raise secured funding with a term appropriate for the liquidity of the assets that are being financed, and we seek longer maturities for secured funding collateralized by asset classes that may be harder to fund on a secured basis, especially during times of market stress. Our secured funding, excluding funding collateralized by liquid government and agency obligations, is primarily executed for tenors of one month or greater and is primarily executed through term repurchase agreements and securities loaned contracts.
Assets that may be harder to fund on a secured basis during times of market stress include certain financial instruments in the following categories: mortgage- and other asset-backed loans and securities, non-investment-grade corporate debt securities, equity securities and emerging market securities.
We also raise financing through other types of collateralized financings, such as secured loans and notes. GS Bank USA has access to funding from the Federal Home Loan Bank. Our outstanding borrowings from the Federal Home Loan Bank were $4.41 billion as of March 2023 and we had no outstanding borrowings as of December 2022. Additionally, we have access to funding through the Federal Reserve discount window. However, we do not rely on this funding in our liquidity planning and stress testing.

Goldman Sachs March 2023 Form 10-Q
122

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Unsecured Short-Term Borrowings. A significant portion of our unsecured short-term borrowings was originally long-term debt that is scheduled to mature within one year of the reporting date. We use unsecured short-term borrowings, including U.S. and non-U.S. hybrid financial instruments and commercial paper, to finance liquid assets and for other cash management purposes. In accordance with regulatory requirements, Group Inc. does not issue debt with an original maturity of less than one year, other than to its subsidiaries. See Note 14 to the consolidated financial statements for further information about our unsecured short-term borrowings.
Unsecured Long-Term Borrowings. Unsecured long-term borrowings, including structured notes, are raised through syndicated U.S. registered offerings, U.S. registered and Rule 144A medium-term note programs, offshore medium-term note offerings and other debt offerings. We issue in different tenors, currencies and products to maximize the diversification of our investor base.
The table below presents our quarterly unsecured long-term borrowings maturity profile.
$ in millionsFirst
Quarter
Second
Quarter
Third
Quarter
Fourth
Quarter
Total
As of March 2023
2024$ $14,574 $9,799 $11,310 $35,683 
2025$12,680 $10,919 $5,813 $7,569 36,981 
2026$6,444 $3,921 $3,414 $8,799 22,578 
2027$8,860 $3,320 $6,908 $14,118 33,206 
2028$10,745 $4,839 $3,054 $2,808 21,446 
2029 - thereafter90,900 
Total$240,794 
The weighted average maturity of our unsecured long-term borrowings as of March 2023 was approximately seven years. To mitigate refinancing risk, we seek to limit the principal amount of debt maturing over the course of any monthly, quarterly, semi-annual or annual time horizon. We enter into interest rate swaps to convert a portion of our unsecured long-term borrowings into floating-rate obligations to manage our exposure to interest rates. See Note 14 to the consolidated financial statements for further information about our unsecured long-term borrowings.
Shareholders’ Equity. Shareholders’ equity is a stable and perpetual source of funding. See Note 19 to the consolidated financial statements for further information about our shareholders’ equity.




Capital Management and Regulatory Capital
Capital adequacy is of critical importance to us. We have in place a comprehensive capital management policy that provides a framework, defines objectives and establishes guidelines to assist us in maintaining the appropriate level and composition of capital in both business-as-usual and stressed conditions.
Capital Management
We determine the appropriate amount and composition of our capital by considering multiple factors, including our current and future regulatory capital requirements, the results of our capital planning and stress testing process, the results of resolution capital models and other factors, such as rating agency guidelines, subsidiary capital requirements, the business environment and conditions in the financial markets.
We manage our capital requirements and the levels of our capital usage principally by setting limits on the balance sheet and/or limits on risk, in each case at both the firmwide and business levels.
We principally manage the level and composition of our capital through issuances and repurchases of our common stock.
We may issue, redeem or repurchase our preferred stock and subordinated debt or other forms of capital as business conditions warrant. Prior to such redemptions or repurchases, we must receive approval from the FRB. See Notes 14 and 19 to the consolidated financial statements for further information about our preferred stock and subordinated debt.
Capital Planning and Stress Testing Process. As part of capital planning, we project sources and uses of capital given a range of business environments, including stressed conditions. Our stress testing process is designed to identify and measure material risks associated with our business activities, including market risk, credit risk, operational risk and liquidity risk, as well as our ability to generate revenues.
Our capital planning process incorporates an internal capital adequacy assessment with the objective of ensuring that we are appropriately capitalized relative to the risks in our businesses. We incorporate stress scenarios into our capital planning process with a goal of holding sufficient capital to ensure we remain adequately capitalized after experiencing a severe stress event. Our assessment of capital adequacy is viewed in tandem with our assessment of liquidity adequacy and is integrated into our overall risk management structure, governance and policy framework.

123
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Our stress tests incorporate our internally designed stress scenarios, including our internally developed severely adverse scenario, and those required by the FRB, and are designed to capture our specific vulnerabilities and risks. We provide further information about our stress test processes and a summary of the results on our website as described in “Available Information.”
As required by the FRB’s CCAR rules, we submit an annual capital plan for review by the FRB. The purpose of the FRB’s review is to ensure that we have a robust, forward-looking capital planning process that accounts for our unique risks and that permits continued operation during times of economic and financial stress.
The FRB evaluates us based, in part, on whether we have the capital necessary to continue operating under the baseline and severely adverse scenarios provided by the FRB and those developed internally. This evaluation also takes into account our process for identifying risk, our controls and governance for capital planning, and our guidelines for making capital planning decisions. In addition, the FRB evaluates our plan to make capital distributions (i.e., dividend payments and repurchases or redemptions of stock, subordinated debt or other capital securities) and issue capital, across the range of macroeconomic scenarios and firm-specific assumptions. The FRB determines the stress capital buffer (SCB) applicable to us based on its own annual stress test. The SCB under the Standardized approach is calculated as (i) the difference between our starting and minimum projected CET1 capital ratios under the supervisory severely adverse scenario and (ii) our planned common stock dividends for each of the fourth through seventh quarters of the planning horizon, expressed as a percentage of risk-weighted assets (RWAs).
Based on our 2022 CCAR submission, the FRB reduced our SCB from 6.4% to 6.3% for the period from October 1, 2022 through September 30, 2023. As a result, beginning on October 1, 2022, our Standardized CET1 capital ratio requirement was 13.3%. Additionally, effective January 1, 2023, our global systemically important bank (G-SIB) surcharge increased from 2.5% to 3.0%, resulting in a Standardized CET1 capital ratio requirement of 13.8%. See “Share Repurchase Program” for further information about common stock repurchases and dividends and “Consolidated Regulatory Capital” for further information about the G-SIB surcharge. We submitted our 2023 CCAR capital plan in April 2023 and expect to publish a summary of our annual DFAST results in June 2023. See “Available Information.”
GS Bank USA is required to conduct stress tests on an annual basis and publish a summary of certain results. GS Bank USA submitted its 2023 DFAST capital plan to the FRB in April 2023 and expects to publish a summary of its annual DFAST results in June 2023. See “Available Information.”

Goldman Sachs International (GSI), GSIB and GSBE also have their own capital planning and stress testing processes, which incorporate internally designed stress tests developed in accordance with the guidelines of their respective regulators.
Contingency Capital Plan. As part of our comprehensive capital management policy, we maintain a contingency capital plan. Our contingency capital plan provides a framework for analyzing and responding to a perceived or actual capital deficiency, including, but not limited to, identification of drivers of a capital deficiency, as well as mitigants and potential actions. It outlines the appropriate communication procedures to follow during a crisis period, including internal dissemination of information, as well as timely communication with external stakeholders.
Capital Attribution. We assess the capital usage of each of our businesses based on our attributed equity framework. This framework considers many factors, including our internal assessment of risks as well as the regulatory capital requirements related to our business activities. These regulatory capital requirements take into consideration our most binding capital constraints. Our most binding capital constraint is our CET1 capital ratio requirement under the Standardized Capital Rules. This requirement includes the SCB which is determined by the FRB based on its own annual stress test.
Share Repurchase Program. We use our share repurchase program to help maintain the appropriate level of common equity. The repurchase program is effected primarily through regular open-market purchases (which may include repurchase plans designed to comply with Rule 10b5-1 and accelerated share repurchases), the amounts and timing of which are determined primarily by our current and projected capital position and our capital plan submitted to the FRB as part of CCAR. The amounts and timing of the repurchases may also be influenced by general market conditions and the prevailing price and trading volumes of our common stock.
During the first quarter of 2023, we returned a total of $3.41 billion to shareholders, including common stock repurchases of $2.55 billion and common stock dividends of $868 million. Consistent with our capital management philosophy, we will continue prioritizing deployment of capital for our clients where returns are attractive and return any excess capital to shareholders through dividends and share repurchases. However, we expect to moderate our stock repurchase levels in the second quarter of 2023 relative to the first quarter of 2023.

Goldman Sachs March 2023 Form 10-Q
124

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
In February 2023, the Board of Directors of Group Inc. (Board) approved a new share repurchase program authorizing repurchases of up to $30 billion (in aggregate value and inclusive of shares repurchased in 2023) of our common stock. See “Unregistered Sales of Equity Securities and Use of Proceeds” in Part II, Item 2 of this Form 10-Q and Note 19 to the consolidated financial statements for further information about our share repurchase program, and see above for information about our capital planning and stress testing process.
The Inflation Reduction Act of 2022 enacted a one percent non-deductible excise tax (buyback tax) on the fair market value of certain corporate share repurchases after December 31, 2022. The fair market value of share repurchases subject to the tax is reduced by the fair market value of any stock issued during the calendar year, including stock issued to employees. The buyback tax did not have a material impact on our financial condition, results of operations or cash flows for the three months ended March 2023.
Resolution Capital Models. In connection with our resolution planning efforts, we have established a Resolution Capital Adequacy and Positioning framework, which is designed to ensure that our major subsidiaries (GS Bank USA, Goldman Sachs & Co. LLC (GS&Co.), GSI, GSIB, GSBE, Goldman Sachs Japan Co., Ltd. (GSJCL), Goldman Sachs Asset Management, L.P. and Goldman Sachs Asset Management International) have access to sufficient loss-absorbing capacity (in the form of equity, subordinated debt and unsecured senior debt) so that they are able to wind down following a Group Inc. bankruptcy filing in accordance with our preferred resolution strategy.
In addition, we have established a triggers and alerts framework, which is designed to provide the Board with information needed to make an informed decision on whether and when to commence bankruptcy proceedings for Group Inc.
Rating Agency Guidelines
The credit rating agencies assign credit ratings to the obligations of Group Inc., which directly issues or guarantees substantially all of our senior unsecured debt obligations. GS&Co. and GSI have been assigned long- and short-term issuer ratings by certain credit rating agencies. GS Bank USA, GSIB and GSBE have also been assigned long- and short-term issuer ratings, as well as ratings on their long- and short-term bank deposits. In addition, credit rating agencies have assigned ratings to debt obligations of certain other subsidiaries of Group Inc.

The level and composition of our capital are among the many factors considered in determining our credit ratings. Each agency has its own definition of eligible capital and methodology for evaluating capital adequacy, and assessments are generally based on a combination of factors rather than a single calculation. See “Risk Management — Liquidity Risk Management — Credit Ratings” for further information about credit ratings of Group Inc., GS Bank USA, GSIB, GSBE, GS&Co. and GSI.
Consolidated Regulatory Capital
We are subject to consolidated regulatory capital requirements which are calculated in accordance with the regulations of the FRB (Capital Framework). Under the Capital Framework, we are an “Advanced approaches” banking organization and have been designated as a G-SIB.
The capital requirements calculated under the Capital Framework include the capital conservation buffer requirements, which are comprised of a 2.5% buffer (under the Advanced Capital Rules), the SCB (under the Standardized Capital Rules), a countercyclical capital buffer (under both Capital Rules) and the G-SIB surcharge (under both Capital Rules). Our G-SIB surcharge is 3.0% for 2023 and 2024. The G-SIB surcharge and countercyclical capital buffer in the future may differ due to additional guidance from our regulators and/or positional changes, and our SCB is likely to change from year to year based on the results of the annual supervisory stress tests. Our target is to maintain capital ratios equal to the regulatory requirements plus a buffer of 50 to 100 basis points.
See Note 20 to the consolidated financial statements for further information about our risk-based capital ratios and leverage ratios, and the Capital Framework.
Total Loss-Absorbing Capacity (TLAC)
We are also subject to the FRB’s TLAC and related requirements. Failure to comply with the TLAC and related requirements would result in restrictions being imposed by the FRB and could limit our ability to repurchase shares, pay dividends and make certain discretionary compensation payments.
The table below presents TLAC and external long-term debt requirements.
As of
MarchDecember
20232022
TLAC to RWAs22.0 %21.5 %
TLAC to leverage exposure9.5 %9.5 %
External long-term debt to RWAs9.0 %8.5 %
External long-term debt to leverage exposure4.5 %4.5 %
125
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
In the table above:
The TLAC to RWAs requirement included (i) the 18% minimum, (ii) the 2.5% buffer, (iii) the countercyclical capital buffer, which the FRB has set to zero percent and (iv) the G-SIB surcharge (Method 1). The G-SIB surcharge (Method 1) was 1.5% as of March 2023 and 1.0% as of December 2022.
The TLAC to leverage exposure requirement includes (i) the 7.5% minimum and (ii) the 2.0% leverage exposure buffer.
The external long-term debt to RWAs requirement includes (i) the 6% minimum and (ii) the G-SIB surcharge (Method 2). The G-SIB surcharge (Method 2) was 3.0% as of March 2023 and 2.5% as of December 2022.
The external long-term debt to total leverage exposure is the 4.5% minimum.
The table below presents information about our TLAC and external long-term debt ratios.
For the Three Months
Ended or as of
MarchDecember
$ in millions20232022
TLAC$287,272 $297,100 
External long-term debt$163,536 $172,845 
RWAs$677,658 $679,450 
Leverage exposure$1,875,592 $1,867,358 
TLAC to RWAs
42.4 %43.7 %
TLAC to leverage exposure15.3 %15.9 %
External long-term debt to RWAs24.1 %25.4 %
External long-term debt to leverage exposure8.7 %9.3 %
In the table above:
TLAC includes common and preferred stock, and eligible long-term debt issued by Group Inc. Eligible long-term debt represents unsecured debt, which has a remaining maturity of at least one year and satisfies additional requirements.
External long-term debt consists of eligible long-term debt subject to a haircut if it is due to be paid between one and two years.
In accordance with the TLAC rules, the higher of Advanced or Standardized RWAs are used in the calculation of TLAC and external long-term debt ratios and applicable requirements. RWAs represent Advanced RWAs as of both March 2023 and December 2022.
Leverage exposure consists of average adjusted total assets and certain off-balance sheet exposures.
See “Business — Regulation” in Part I, Item 1 of the 2022 Form 10-K for further information about TLAC.

Subsidiary Capital Requirements
Many of our subsidiaries, including our bank and broker-dealer subsidiaries, are subject to separate regulation and capital requirements of the jurisdictions in which they operate.
Bank Subsidiaries. GS Bank USA is our primary U.S. banking subsidiary and GSIB and GSBE are our primary non-U.S. banking subsidiaries. These entities are subject to regulatory capital requirements. See Note 20 to the consolidated financial statements for further information about the regulatory capital requirements of our bank subsidiaries.
U.S. Regulated Broker-Dealer Subsidiaries. GS&Co., our primary U.S. regulated broker-dealer subsidiary, is also a registered futures commission merchant and a registered swap dealer with the CFTC, and a registered security-based swap dealer with the SEC, and therefore is subject to regulatory capital requirements imposed by the SEC, the Financial Industry Regulatory Authority, Inc., the CFTC, the Chicago Mercantile Exchange and the National Futures Association. Rule 15c3-1 of the SEC and Rules 1.17 and Part 23 Subpart E of the CFTC specify uniform minimum net capital requirements, as defined, for their registrants, and also effectively require that a significant part of the registrants’ assets be kept in relatively liquid form. GS&Co. has elected to calculate its minimum capital requirements in accordance with the “Alternative Net Capital Requirement” as permitted by Rule 15c3-1 of the SEC.
GS&Co. had regulatory net capital, as defined by Rule 15c3-1, of $22.53 billion as of March 2023 and $22.21 billion as of December 2022, which exceeded the amount required by $17.67 billion as of March 2023 and $17.46 billion as of December 2022. In addition to its alternative minimum net capital requirements, GS&Co. is also required to hold tentative net capital in excess of $5 billion and net capital in excess of $1 billion in accordance with Rule 15c3-1. GS&Co. is also required to notify the SEC in the event that its tentative net capital is less than $6 billion. As of both March 2023 and December 2022, GS&Co. had tentative net capital and net capital in excess of both the minimum and the notification requirements.

Goldman Sachs March 2023 Form 10-Q
126

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Non-U.S. Regulated Broker-Dealer Subsidiaries. Our principal non-U.S. regulated broker-dealer subsidiaries include GSI and GSJCL.
GSI, our U.K. broker-dealer, is regulated by the Prudential Regulation Authority (PRA) and the Financial Conduct Authority (FCA). GSI is subject to the U.K. capital framework, which is largely based on the Basel Committee on Banking Supervision’s (Basel Committee) capital framework for strengthening international capital standards (Basel III).
The table below presents GSI’s risk-based capital requirements.
As of
MarchDecember
20232022
Risk-based capital requirements
CET1 capital ratio8.7 %8.7 %
Tier 1 capital ratio10.6 %10.7 %
Total capital ratio13.3 %13.3 %
In the table above, the risk-based capital requirements incorporate capital guidance received from the PRA and could change in the future.
The table below presents information about GSI’s risk-based capital ratios.
As of
MarchDecember
$ in millions20232022
Risk-based capital and risk-weighted assets
CET1 capital$32,622 $31,780 
Tier 1 capital$40,922 $40,080 
Tier 2 capital$5,377 $5,377 
Total capital$46,299 $45,457 
RWAs$248,240 $247,653 
Risk-based capital ratios
CET1 capital ratio13.1%12.8%
Tier 1 capital ratio16.5%16.2%
Total capital ratio18.7%18.4%
In the table above, the risk-based capital ratios as of March 2023 reflected profits after foreseeable charges that are still subject to verification by GSI’s external auditors and approval by the PRA for inclusion in risk-based capital. These profits contributed approximately 26 basis points to the CET1 capital ratio as of March 2023.
The table below presents GSI's leverage ratio requirement which became effective in January 2023 and the leverage ratio.
As of
March 2023
Leverage ratio requirement3.35 %
Leverage ratio5.6 %

In the table above, the leverage ratio as of March 2023 reflected profits after foreseeable charges that are still subject to verification by GSI’s external auditors and approval by the PRA for inclusion in risk-based capital. These profits contributed approximately 9 basis points to the leverage ratio as of March 2023.
GSI is a registered swap dealer with the CFTC and a registered security-based swap dealer with the SEC. As of both March 2023 and December 2022, GSI was subject to and in compliance with applicable capital requirements for swap dealers and security-based swap dealers.
GSI is also subject to a minimum requirement for own funds and eligible liabilities issued to affiliates. This requirement is subject to a transitional period which began to phase in from January 2019 and became fully effective beginning in January 2022. As of both March 2023 and December 2022, GSI was in compliance with this requirement.
GSJCL, our Japanese broker-dealer, is regulated by Japan’s Financial Services Agency. GSJCL and certain other non-U.S. subsidiaries are also subject to capital requirements promulgated by authorities of the countries in which they operate. As of both March 2023 and December 2022, these subsidiaries were in compliance with their local capital requirements.
Regulatory and Other Matters
Regulatory Matters
Our businesses are subject to extensive regulation and supervision worldwide. Regulations have been adopted or are being considered by regulators and policy makers worldwide. Given that many of the new and proposed rules are highly complex, the full impact of regulatory reform will not be known until the rules are implemented and market practices develop under the final regulations.
See “Business — Regulation” in Part I, Item 1 of the 2022 Form 10-K for further information about the laws, rules and regulations and proposed laws, rules and regulations that apply to us and our operations.

127
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Other Matters
Replacement of Interbank Offered Rates (IBORs), including LIBOR. On January 1, 2022, the publication of all EUR, CHF, JPY and GBP LIBOR (non-USD LIBOR) settings along with certain USD LIBOR settings ceased. The publication of the most commonly used USD LIBOR settings as representative rates will cease after June 2023. The FCA has allowed the publication and use of synthetic rates for certain GBP LIBOR settings in legacy GBP LIBOR-based derivative contracts through March 2024. The FCA will allow the publication and use of synthetic rates for certain USD LIBOR settings in legacy USD LIBOR-based derivative contracts through September 2024. The U.S. federal banking agencies’ guidance strongly encourages banking organizations to cease using USD LIBOR.
The International Swaps and Derivatives Association (ISDA) 2020 IBOR Fallbacks Protocol (IBOR Protocol) has provided derivatives market participants with amended fallbacks for legacy and new derivative contracts to mitigate legal or economic uncertainty. Both counterparties have to adhere to the IBOR Protocol or engage in bilateral amendments for the terms to be effective for derivative contracts. ISDA has confirmed that the FCA’s formal announcement to cease both non-USD and USD LIBOR settings fixed the spread adjustment for all LIBOR rates and as a result fallbacks applied automatically for non-USD LIBOR settings following December 31, 2021 and will apply automatically for USD LIBOR settings following June 30, 2023. The Adjustable Interest Rate (LIBOR) Act, that was enacted in March 2022, provides a statutory framework to replace USD LIBOR with a benchmark rate based on the Secured Overnight Financing Rate (SOFR) for contracts governed by U.S. law that have no fallbacks or fallbacks that would require the use of a poll or LIBOR-based rate. In December 2022, the FRB adopted a final rule that implements the LIBOR Act, which became effective in February 2023. The final rule identifies different SOFR-based replacement rates for derivative contracts, for cash instruments such as floating-rate notes and preferred stock, for consumer contracts, for certain government-sponsored enterprise contracts and for certain student loan securitizations that lack a fallback to an alternative rate when USD LIBOR ceases to be published on June 30, 2023.
We facilitated an orderly transition from non-USD LIBORs to alternative risk-free reference rates and synthetic rates for us and our clients, and continue to make progress on our transition program as it relates to USD LIBOR.


Our risk exposure to USD LIBOR is primarily in connection with our derivative contracts and, to a lesser extent, our unsecured debt, preferred stock and loan portfolio. As of March 2023, the notional amount of our USD LIBOR-based derivative contracts was approximately $5 trillion, substantially all of which will mature after June 2023 based on their contractual terms. Substantially all of such derivative contracts are with counterparties under bilateral agreements subject to the IBOR Protocol, or with central clearing counterparties or exchanges which have incorporated fallbacks consistent with the IBOR Protocol in their rulebooks and have announced that they plan to convert USD LIBOR contracts to alternative risk-free reference rates. Our unsecured benchmark debt and preferred stock with USD LIBOR exposure was approximately $26.4 billion as of March 2023, all of which will contractually mature after June 2023 or is perpetual and has no stated maturity date. Under the FRB’s final rule and the LIBOR Act, we will replace our USD LIBOR-based unsecured benchmark debt and preferred stock with term SOFR plus the statutorily prescribed tenor spread. This transition will take place following USD LIBOR cessation on June 30, 2023. In addition, our USD LIBOR-based loans were approximately $28.4 billion as of March 2023, of which approximately $27.0 billion will mature after June 2023 based on their contractual terms. A vast majority of such loans contain fallback provisions in the related loan agreements and we are actively engaging with our clients and syndicate partners to remediate the remaining loan agreements.
We have also issued debt and deposits linked to SOFR and Sterling Overnight Index Average (SONIA) and executed SOFR- and SONIA-based derivative contracts to make markets, facilitate client activities, and in connection with our risk management activities. When appropriate, we continue to execute transactions in the market to reduce our USD LIBOR exposures arising from hedges to our fixed-rate debt issuances and replace them with alternative risk-free reference rate exposures.


Goldman Sachs March 2023 Form 10-Q
128

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Stress in the Banking Sector. During the first quarter of 2023, Silicon Valley Bank (SVB) and Signature Bank (Signature), two regional banks in the U.S., experienced large deposit outflows that ultimately resulted in the failure of these banks in March 2023 and the appointment of the FDIC as receiver for them. The collapse of these banks created concerns regarding the possibility that other banks might also encounter liquidity problems that would trigger additional failures. The FDIC guaranteed all deposits in SVB and Signature, including uninsured deposits. In addition, the Federal Reserve announced the creation of the Bank Term Funding Program (BTFP), which offers loans of up to one year (secured by eligible collateral valued at par) to banks and other eligible institutions. First Republic, another U.S. regional bank, also experienced large withdrawals of deposits, raising concerns about its financial stability. In response to the mounting concerns regarding First Republic, a consortium of 11 banks agreed to provide support to First Republic through an aggregate $30 billion deposit. We are a member of this consortium and made a deposit of $2.5 billion. On May 1, 2023, First Republic was placed under FDIC receivership, and the FDIC entered into a purchase and assumption agreement with JPMorgan Chase Bank, N.A. under which JPMorgan Chase Bank, N.A. will assume all of the deposits, including uninsured deposits, and substantially all of the assets of First Republic.
The FDIC has indicated that it expects to issue a proposed rulemaking for public comment in May 2023 regarding one or more special assessments on depository institutions, depository holding companies, or both, as determined by the FDIC, to recover the losses to the Deposit Insurance Fund that are attributable to the costs of covering uninsured deposits of SVB and Signature. It is also possible that the FDIC will recover any losses to the Deposit Insurance Fund attributable to the failure of First Republic through a special assessment. The impact to us of such special assessments, which is not known at this time, could be material to our results of operations, depending on the final rules issued by the FDIC regarding the application of the assessments.
These stresses in the banking industry were not limited to the U.S. Concerns about the solvency of Credit Suisse Group AG, a G-SIB based in Switzerland, escalated rapidly and, as a result, UBS Group AG and Credit Suisse Group AG, working in conjunction with Swiss regulators, entered into an agreement under which UBS Group AG will acquire Credit Suisse Group AG. Concurrent with the news of the acquisition of Credit Suisse Group AG by UBS Group AG, several central banks, including the Federal Reserve and the ECB, announced coordinated efforts to enhance global access to U.S. dollar liquidity.



A more systemic spread of concerns regarding the financial stability or solvency of banks could negatively impact our liquidity, results of operations and financial condition.
These events in the first quarter of 2023 have placed heightened focus on the impact that rising interest rates have had on the market values of available-for-sale and held-to-maturity securities portfolios of banks. As of March 2023, the carrying value of our available-for-sale securities portfolio was $48.64 billion, substantially all of which consisted of U.S. government obligations. As of March 2023, the pre-tax net unrealized losses included in accumulated other comprehensive income/(loss) and our regulatory capital ratios relating to these securities were $2.95 billion. As of March 2023, the carrying value of our held-to-maturity securities portfolio was $53.81 billion, substantially all of which was comprised of U.S. government obligations. The pre-tax net unrealized losses on these securities were $891 million. If the unrealized losses on held-to-maturity securities had been recognized as a reduction to our regulatory capital, the after-tax impact would have been a reduction of approximately 0.1 percentage point to our regulatory capital ratios as of March 2023. See Note 8 for further information about available-for-sale and held-to-maturity securities.
Our liquidity position during the first quarter of 2023 remained strong, as our GCLA averaged $398.90 billion for the quarter. Our deposits were $375.53 billion, compared with $386.67 billion as of December 2022. During March 2023, when stress in the banking sector became elevated, our deposits were essentially unchanged. As of March 2023, approximately $185.15 billion of deposits were insured by the FDIC and $24.67 billion were insured by non-U.S. insurance programs. See Note 13 for further information about deposits.















129
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Off-Balance Sheet Arrangements
In the ordinary course of business, we enter into various types of off-balance sheet arrangements. Our involvement in these arrangements can take many different forms, including:
Purchasing or retaining residual and other interests in special purpose entities, such as mortgage-backed and other asset-backed securitization vehicles;
Holding senior and subordinated debt, interests in limited and general partnerships, and preferred and common stock in other nonconsolidated vehicles;
Entering into interest rate, foreign currency, equity, commodity and credit derivatives, including total return swaps; and
Providing guarantees, indemnifications, commitments, letters of credit and representations and warranties.
We enter into these arrangements for a variety of business purposes, including securitizations. The securitization vehicles that purchase mortgages, corporate bonds and other types of financial assets are critical to the functioning of several significant investor markets, including the mortgage-backed and other asset-backed securities markets, since they offer investors access to specific cash flows and risks created through the securitization process.
We also enter into these arrangements to underwrite client securitization transactions; provide secondary market liquidity; make investments in performing and nonperforming debt, distressed loans, power-related assets, equity securities, real estate and other assets; and provide investors with credit-linked and asset-repackaged notes.
The table below presents where information about our various off-balance sheet arrangements may be found in this Form 10-Q. In addition, see Note 3 to the consolidated financial statements for information about our consolidation policies.
Off-Balance Sheet ArrangementDisclosure in Form 10-Q
 
Variable interests and other obligations, including contingent obligations, arising from variable interests in nonconsolidated variable interest entities (VIEs)
 
 
See Note 17 to the consolidated financial statements.
 
Guarantees, and lending and other commitments
 
 
See Note 18 to the consolidated financial statements.
 
 
Derivatives
 
See “Risk Management — Credit Risk Management — Credit Exposures — OTC Derivatives” and Notes 4, 5, 7 and 18 to the consolidated financial statements.
 


Risk Management
Risks are inherent in our businesses and include liquidity, market, credit, operational, model, legal, compliance, conduct, regulatory and reputational risks. For further information about our risk management processes, see “Overview and Structure of Risk Management,” and for information about our areas of risk, see “Liquidity Risk Management,” “Market Risk Management,” “Credit Risk Management,” “Operational Risk Management,” “Model Risk Management” and “Other Risk Management,” as well as “Risk Factors” in Part I, Item 1A of the 2022 Form 10-K.
Overview and Structure of Risk Management
Overview
We believe that effective risk management is critical to our success. Accordingly, we have established an enterprise risk management framework that employs a comprehensive, integrated approach to risk management, and is designed to enable comprehensive risk management processes through which we identify, assess, monitor and manage the risks we assume in conducting our activities. Our risk management structure is built around three core components: governance, processes and people.
Governance. Risk management governance starts with the Board, which both directly and through its committees, including its Risk Committee, oversees our risk management policies and practices implemented through the enterprise risk management framework. The Board is also responsible for the annual review and approval of our risk appetite statement. The risk appetite statement describes the levels and types of risk we are willing to accept or to avoid, in order to achieve our objectives included in our strategic business plan, while remaining in compliance with regulatory requirements. The Board reviews our strategic business plan and is ultimately responsible for overseeing and providing direction about our strategy and risk appetite.
The Board receives regular briefings on firmwide risks, including liquidity risk, market risk, credit risk, operational risk, model risk and climate risk, from our independent risk oversight and control functions, including the chief risk officer, and on compliance risk and conduct risk from Compliance, on legal and regulatory enforcement matters from the chief legal officer, and on other matters impacting our reputation from the chair and vice-chairs of our Firmwide Reputational Risk Committee. The chief risk officer reports to our chief executive officer and to the Risk Committee of the Board. As part of the review of the firmwide risk portfolio, the chief risk officer regularly advises the Risk Committee of the Board of relevant risk metrics and material exposures, including risk limits and thresholds established in our risk appetite statement.

Goldman Sachs March 2023 Form 10-Q
130

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The implementation of our risk governance structure and core risk management processes is overseen by Enterprise Risk, which reports to our chief risk officer, and is responsible for ensuring that our enterprise risk management framework provides the Board, our risk committees and senior management with a consistent and integrated approach to managing our various risks in a manner consistent with our risk appetite.
Our revenue-producing units, as well as Treasury, Engineering, Human Capital Management, Operations, and Corporate and Workplace Solutions, are considered our first line of defense. They are accountable for the outcomes of our risk-generating activities, as well as for assessing and managing those risks within our risk appetite.
Our independent risk oversight and control functions are considered our second line of defense and provide independent assessment, oversight and challenge of the risks taken by our first line of defense, as well as lead and participate in risk committees. Independent risk oversight and control functions include Compliance, Conflicts Resolution, Controllers, Legal, Risk and Tax.
Internal Audit is considered our third line of defense, and our director of Internal Audit reports to the Audit Committee of the Board and administratively to our chief executive officer. Internal Audit includes professionals with a broad range of audit and industry experience, including risk management expertise. Internal Audit is responsible for independently assessing and validating the effectiveness of key controls, including those within the risk management framework, and providing timely reporting to the Audit Committee of the Board, senior management and regulators.
The three lines of defense structure promotes the accountability of first line risk takers, provides a framework for effective challenge by the second line and empowers independent review from the third line.
Processes. We maintain various processes that are critical components of our risk management framework, including (i) risk identification and control assessment, (ii) risk appetite, limit and threshold setting, (iii) risk metrics, reporting and monitoring, and (iv) risk decision-making.
Risk Identification and Control Assessment. We believe the identification of our risks and related control assessment is a critical step in providing our Board and senior management transparency and insight into the range and materiality of our risks. We have a comprehensive data collection process, including firmwide policies and procedures that require all employees to report and escalate risk events. Our approach for risk identification and control assessment is comprehensive across all risk types, is dynamic and forward-looking to reflect and adapt to our changing risk profile and business environment, leverages subject matter expertise, and allows for prioritization of our most critical risks. This approach also encompasses our control assessment, led by our second line of defense, to review and challenge the control environment to ensure it supports our strategic business plan.
To effectively assess our risks, we maintain a daily discipline of marking substantially all of our inventory to current market levels. We carry our inventory at fair value, with changes in valuation reflected immediately in our risk management systems and in net revenues. We do so because we believe this discipline is one of the most effective tools for assessing and managing risk and that it provides transparent and realistic insight into our inventory exposures.
An important part of our risk management process is firmwide stress testing. It allows us to quantify our exposure to tail risks, highlight potential loss concentrations, undertake risk/reward analysis, and assess and mitigate our risk positions. Firmwide stress tests are performed on a regular basis and are designed to ensure a comprehensive analysis of our vulnerabilities and idiosyncratic risks combining financial and nonfinancial risks, including, but not limited to, credit, market, liquidity and funding, operational and compliance, strategic, systemic and emerging risks into a single combined scenario. We also perform ad hoc stress tests in anticipation of market events or conditions. Stress tests are also used to assess capital adequacy as part of our capital planning and stress testing process. See “Capital Management and Regulatory Capital — Capital Management” for further information.
Risk Appetite, Limit and Threshold Setting. We apply a rigorous framework of limits and thresholds to control and monitor risk across transactions, products, businesses and markets. The Board, directly or indirectly through its Risk Committee, approves limits and thresholds included in our risk appetite statement at firmwide, business and product levels. In addition, the Firmwide Risk Appetite Committee, through delegated authority from the Firmwide Enterprise Risk Committee, is responsible for approving our risk limits and thresholds policy, subject to the overall limits approved by the Risk Committee of the Board, and monitoring these limits.
The Firmwide Risk Appetite Committee is responsible for approving limits at firmwide, business and product levels. Certain limits may be set at levels that will require periodic adjustment, rather than at levels that reflect our maximum risk appetite. This fosters an ongoing dialogue about risk among our first and second lines of defense, committees and senior management, as well as rapid escalation of risk-related matters. Additionally, through delegated authority from the Firmwide Risk Appetite Committee, Market Risk sets limits at certain product and desk levels, and Credit Risk sets limits for individual counterparties and their subsidiaries, industries and countries. Limits are reviewed regularly and amended on a permanent or temporary basis to reflect changes to our strategic business plan, as well as changing market conditions, business conditions or risk tolerance.
131
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Risk Metrics, Reporting and Monitoring. Effective risk reporting and risk decision-making depends on our ability to get the right information to the right people at the right time. As such, we focus on the rigor and effectiveness of our risk systems, with the objective of ensuring that our risk management technology systems provide us with complete, accurate and timely information. Our risk metrics, reporting and monitoring processes are designed to take into account information about both existing and emerging risks, thereby enabling our risk committees and senior management to perform their responsibilities with the appropriate level of insight into risk exposures. Furthermore, our limit and threshold breach processes provide means for timely escalation. We evaluate changes in our risk profile and our businesses, including changes in business mix or jurisdictions in which we operate, by monitoring risk factors at a firmwide level.
Risk Decision-Making. Our governance structure provides the protocol and responsibility for decision-making on risk management issues and ensures implementation of those decisions. We make extensive use of risk committees that meet regularly and serve as an important means to facilitate and foster ongoing discussions to manage and mitigate risks.
We maintain strong and proactive communication about risk and we have a culture of collaboration in decision-making among our first and second lines of defense, committees and senior management. While our first line of defense is responsible for management of their risk, we dedicate extensive resources to our second line of defense in order to ensure a strong oversight structure and an appropriate segregation of duties. We regularly reinforce our strong culture of escalation and accountability across all functions.
People. Even the best technology serves only as a tool for helping to make informed decisions in real time about the risks we are taking. Ultimately, effective risk management requires our people to interpret our risk data on an ongoing and timely basis and adjust risk positions accordingly. The experience of our professionals, and their understanding of the nuances and limitations of each risk measure, guides us in assessing exposures and maintaining them within prudent levels.

We reinforce a culture of effective risk management, consistent with our risk appetite, in our training and development programs, as well as in the way we evaluate performance, and recognize and reward our people. Our training and development programs, including certain sessions led by our most senior leaders, are focused on the importance of risk management, client relationships and reputational excellence. As part of our performance review process, we assess reputational excellence, including how an employee exercises good risk management and reputational judgment, and adheres to our code of conduct and compliance policies. Our review and reward processes are designed to communicate and reinforce to our professionals the link between behavior and how people are recognized, the need to focus on our clients and our reputation, and the need to always act in accordance with our highest standards.
Structure
Ultimate oversight of risk is the responsibility of our Board. The Board oversees risk both directly and through its committees, including its Risk Committee. We also have a series of committees with specific risk management mandates that have oversight or decision-making responsibilities for risk management activities. Committee membership generally consists of senior managers from both our first and second lines of defense. We have established procedures for these committees to ensure that appropriate information barriers are in place. Our primary risk committees, most of which also have additional sub-committees, councils or working groups, are described below. In addition to these committees, we have other risk committees that provide oversight for different businesses, activities, products, regions and entities. All of our committees have responsibility for considering the impact on our reputation of the transactions and activities that they oversee.
Membership of our risk committees is reviewed regularly and updated to reflect changes in the responsibilities of the committee members. Accordingly, the length of time that members serve on the respective committees varies as determined by the committee chairs and based on the responsibilities of the members.
The chart below presents an overview of our risk management governance structure.
Governance Chart.jpg
Goldman Sachs March 2023 Form 10-Q
132

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Management Committee. The Management Committee oversees our global activities. It provides this oversight directly and through authority delegated to committees it has established. This committee consists of our most senior leaders, and is chaired by our chief executive officer. Most members of the Management Committee are also members of other committees. The following are the committees that are principally involved in firmwide risk management.
Firmwide Enterprise Risk Committee. The Firmwide Enterprise Risk Committee is responsible for overseeing all of our financial and nonfinancial risks. As part of such oversight, the committee is responsible for the ongoing review, approval and monitoring of our enterprise risk management framework, as well as our risk limits and thresholds policy, through delegated authority to the Firmwide Risk Appetite Committee. This committee also reviews new significant strategic business initiatives to determine whether they are consistent with our risk appetite and risk management capabilities. Additionally, the Firmwide Enterprise Risk Committee performs enhanced reviews of significant risk events, the top residual and emerging risks, and the overall risk and control environment in each of our business units in order to propose uplifts, identify elements that are common to all business units and analyze the consolidated residual risks that we face. This committee, which reports to the Management Committee, is co-chaired by our president and chief operating officer and our chief risk officer, who are appointed as chairs by our chief executive officer, and the vice-chair is our chief financial officer, who is appointed as vice-chair by the chairs of the Firmwide Enterprise Risk Committee. The following are the primary committees or councils that report to the Firmwide Enterprise Risk Committee (unless otherwise noted):
Firmwide Risk Council. The Firmwide Risk Council is responsible for the ongoing monitoring of relevant financial risks and related risk limits at the firmwide, business and product levels. This council is co-chaired by our chief financial officer and our chief risk officer.
Firmwide New Activity Committee. The Firmwide New Activity Committee is responsible for reviewing new activities and for establishing a process to identify and review previously approved activities that are significant and that have changed in complexity and/or structure or present different reputational and suitability concerns over time to consider whether these activities remain appropriate. This committee is co-chaired by our controller and chief accounting officer and our chief operating and strategy officer for Engineering, who are appointed as chairs by the chairs of the Firmwide Enterprise Risk Committee.

Firmwide Operational Risk and Resilience Committee. The Firmwide Operational Risk and Resilience Committee is responsible for overseeing operational risk, and for ensuring our business and operational resilience. To assist the Firmwide Operational Risk and Resilience Committee in carrying out its mandate, other risk committees with dedicated oversight for technology-related risks, including cybersecurity matters, report into the Firmwide Operational Risk and Resilience Committee. This committee is co-chaired by our chief administrative officer for EMEA and our head of Operational Risk, who are appointed as chairs by the chairs of the Firmwide Enterprise Risk Committee.
Firmwide Conduct Committee. The Firmwide Conduct Committee is responsible for the ongoing approval and monitoring of the frameworks and policies which govern our conduct risks. Conduct risk is the risk that our people fail to act in a manner consistent with our Business Principles and related core values, policies or codes, or applicable laws or regulations, thereby falling short in fulfilling their responsibilities to us, our clients, colleagues, other market participants or the broader community. This committee is chaired by our chief legal officer, who is appointed as chair by the chairs of the Firmwide Enterprise Risk Committee.
Firmwide Risk Appetite Committee. The Firmwide Risk Appetite Committee (through delegated authority from the Firmwide Enterprise Risk Committee) is responsible for the ongoing approval and monitoring of risk frameworks, policies and parameters related to our core risk management processes, as well as limits and thresholds, at firmwide, business and product levels. In addition, this committee is responsible for overseeing our financial risks and reviews the results of stress tests and scenario analyses. To assist the Firmwide Risk Appetite Committee in carrying out its mandate, a number of other risk committees with dedicated oversight for stress testing, model risks, Volcker Rule compliance, as well as our investments or other capital commitments that may give rise to financial risk, report into the Firmwide Risk Appetite Committee. This committee is chaired by our chief risk officer, who is appointed as chair by the chairs of the Firmwide Enterprise Risk Committee. The Firmwide Capital Committee and Firmwide Commitments Committee report to the Firmwide Risk Appetite Committee.
Firmwide Capital Committee. The Firmwide Capital Committee provides approval and oversight of debt-related transactions, including principal commitments of our capital. This committee aims to ensure that business, reputational and suitability standards for underwritings and capital commitments are maintained on a global basis. This committee is co-chaired by our head of Credit Risk and a co-head of our Global Financing Group, who are appointed as chairs by the chair of the Firmwide Risk Appetite Committee.
133
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Firmwide Commitments Committee. The Firmwide Commitments Committee reviews our underwriting and distribution activities with respect to equity and equity-related product offerings, and sets and maintains policies and procedures designed to ensure that legal, reputational, regulatory and business standards are maintained on a global basis. In addition to reviewing specific transactions, this committee periodically conducts general strategic reviews of sectors and products and establishes policies in connection with transaction practices. This committee is co-chaired by our chief equity underwriting officer for the Americas, a co-chairman of our Global Financial Institutions Group, and a co-head of our Global Investment Grade Capital Markets and Risk Management Group in Global Banking & Markets, who are appointed as chairs by the chair of the Firmwide Risk Appetite Committee.
Firmwide Reputational Risk Committee. The Firmwide Reputational Risk Committee is responsible for assessing reputational risks arising from opportunities that have been identified as having potential heightened reputational risk, including transactions identified pursuant to the criteria established by the Firmwide Reputational Risk Committee and as determined by committee leadership. This committee is also responsible for overseeing client-related business standards and addressing client-related reputational risk. This committee is chaired by our president and chief operating officer, who is appointed as chair by our chief executive officer, and the vice-chairs are our chief legal officer and the head of Conflicts Resolution, who are appointed as vice-chairs by the chair of the Firmwide Reputational Risk Committee. This committee periodically provides updates to, and receives guidance from, the Public Responsibilities Committee of the Board. The Firmwide Suitability Committee reports to the Firmwide Reputational Risk Committee.
Firmwide Suitability Committee. The Firmwide Suitability Committee is responsible for setting standards and policies for product, transaction and client suitability and providing a forum for consistency across functions, regions and products on suitability assessments. This committee also reviews suitability matters escalated from other committees. This committee is co-chaired by our chief compliance officer, and the head of Net Zero Transition Solutions in Global Banking & Markets, who are appointed as chairs by the chair of the Firmwide Reputational Risk Committee.

Firmwide Asset Liability Committee. The Firmwide Asset Liability Committee reviews and approves the strategic direction for our financial resources, including capital, liquidity, funding and balance sheet. This committee has oversight responsibility for asset liability management, including interest rate and currency risk, funds transfer pricing, capital allocation and incentives, and credit ratings. This committee makes recommendations as to any adjustments to asset liability management and financial resource allocation in light of current events, risks, exposures, and regulatory requirements and approves related policies. This committee is co-chaired by our chief financial officer and our global treasurer, who are appointed as chairs by our chief executive officer, and reports to the Management Committee.
Liquidity Risk Management
Overview
Liquidity risk is the risk that we will be unable to fund ourselves or meet our liquidity needs in the event of firm-specific, broader industry or market liquidity stress events. We have in place a comprehensive and conservative set of liquidity and funding policies. Our principal objective is to be able to fund ourselves and to enable our core businesses to continue to serve clients and generate revenues, even under adverse circumstances.
Treasury, which reports to our chief financial officer, has primary responsibility for developing, managing and executing our liquidity and funding strategy within our risk appetite.
Liquidity Risk, which is independent of our revenue-producing units and Treasury, and reports to our chief risk officer, has primary responsibility for identifying, monitoring and managing our liquidity risk through firmwide oversight across our global businesses and the establishment of stress testing and limits frameworks.
Liquidity Risk Management Principles
We manage liquidity risk according to three principles: (i) hold sufficient excess liquidity in the form of GCLA to cover outflows during a stressed period, (ii) maintain appropriate Asset-Liability Management and (iii) maintain a viable Contingency Funding Plan.

Goldman Sachs March 2023 Form 10-Q
134

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
GCLA. GCLA is liquidity that we maintain to meet a broad range of potential cash outflows and collateral needs in a stressed environment. A primary liquidity principle is to pre-fund our estimated potential cash and collateral needs during a liquidity crisis and hold this liquidity in the form of unencumbered, highly liquid securities and cash. We believe that the securities held in our GCLA would be readily convertible to cash in a matter of days, through liquidation, by entering into repurchase agreements or from maturities of resale agreements, and that this cash would allow us to meet immediate obligations without needing to sell other assets or depend on additional funding from credit-sensitive markets.
Our GCLA reflects the following principles:
The first days or weeks of a liquidity crisis are the most critical to a company’s survival;
Focus must be maintained on all potential cash and collateral outflows, not just disruptions to financing flows. Our businesses are diverse, and our liquidity needs are determined by many factors, including market movements, collateral requirements and client commitments, all of which can change dramatically in a difficult funding environment;
During a liquidity crisis, credit-sensitive funding, including unsecured debt, certain deposits and some types of secured financing agreements, may be unavailable, and the terms (e.g., interest rates, collateral provisions and tenor) or availability of other types of secured financing may change and certain deposits may be withdrawn; and
As a result of our policy to pre-fund liquidity that we estimate may be needed in a crisis, we hold more unencumbered securities and have larger funding balances than our businesses would otherwise require. We believe that our liquidity is stronger with greater balances of highly liquid unencumbered securities, even though it increases our total assets and our funding costs.
We maintain our GCLA across Group Inc., Goldman Sachs Funding LLC (Funding IHC) and Group Inc.’s major broker-dealer and bank subsidiaries, asset types and clearing agents to provide us with sufficient operating liquidity to ensure timely settlement in all major markets, even in a difficult funding environment. In addition to the GCLA, we maintain cash balances and securities in several of our other entities, primarily for use in specific currencies, entities or jurisdictions where we do not have immediate access to parent company liquidity.

Asset-Liability Management. Our liquidity risk management policies are designed to ensure we have a sufficient amount of financing, even when funding markets experience persistent stress. We manage the maturities and diversity of our funding across markets, products and counterparties, and seek to maintain a diversified funding profile with an appropriate tenor, taking into consideration the characteristics and liquidity profile of our assets.
Our approach to asset-liability management includes:
Conservatively managing the overall characteristics of our funding book, with a focus on maintaining long-term, diversified sources of funding in excess of our current requirements. See “Balance Sheet and Funding Sources — Funding Sources” for further information;
Actively managing and monitoring our asset base, with particular focus on the liquidity, holding period and ability to fund assets on a secured basis. We assess our funding requirements and our ability to liquidate assets in a stressed environment while appropriately managing risk. This enables us to determine the most appropriate funding products and tenors. See “Balance Sheet and Funding Sources — Balance Sheet Management” for further information about our balance sheet management process and “— Funding Sources — Secured Funding” for further information about asset classes that may be harder to fund on a secured basis; and
Raising secured and unsecured financing that has a long tenor relative to the liquidity profile of our assets. This reduces the risk that our liabilities will come due in advance of our ability to generate liquidity from the sale of our assets. Because we maintain a highly liquid balance sheet, the holding period of certain of our assets may be materially shorter than their contractual maturity dates.
Our goal is to ensure that we maintain sufficient liquidity to fund our assets and meet our contractual and contingent obligations in normal times, as well as during periods of market stress. Through our dynamic balance sheet management process, we use actual and projected asset balances to determine secured and unsecured funding requirements. Funding plans are reviewed and approved by the Firmwide Asset Liability Committee. In addition, our independent risk oversight and control functions analyze, and the Firmwide Asset Liability Committee reviews, our consolidated total capital position (unsecured long-term borrowings plus total shareholders’ equity) so that we maintain a level of long-term funding that is sufficient to meet our long-term financing requirements. In a liquidity crisis, we would first use our GCLA in order to avoid reliance on asset sales (other than our GCLA). However, we recognize that orderly asset sales may be prudent or necessary in a severe or persistent liquidity crisis.

135
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Subsidiary Funding Policies
The majority of our unsecured funding is raised by Group Inc., which provides the necessary funds to Funding IHC and other subsidiaries, some of which are regulated, to meet their asset financing, liquidity and capital requirements. In addition, Group Inc. provides its regulated subsidiaries with the necessary capital to meet their regulatory requirements. The benefits of this approach to subsidiary funding are enhanced control and greater flexibility to meet the funding requirements of our subsidiaries. Funding is also raised at the subsidiary level through a variety of products, including deposits, secured funding and unsecured borrowings.
Our intercompany funding policies assume that a subsidiary’s funds or securities are not freely available to its parent, Funding IHC or other subsidiaries unless (i) legally provided for and (ii) there are no additional regulatory, tax or other restrictions. In particular, many of our subsidiaries are subject to laws that authorize regulatory bodies to block or reduce the flow of funds from those subsidiaries to Group Inc. or Funding IHC. Regulatory action of that kind could impede access to funds that Group Inc. needs to make payments on its obligations. Accordingly, we assume that the capital provided to our regulated subsidiaries is not available to Group Inc. or other subsidiaries and any other financing provided to our regulated subsidiaries is not available to Group Inc. or Funding IHC until the maturity of such financing.
Group Inc. has provided substantial amounts of equity and subordinated indebtedness, directly or indirectly, to its regulated subsidiaries. For example, as of March 2023, Group Inc. had $37.48 billion of equity and subordinated indebtedness invested in GS&Co., its principal U.S. registered broker-dealer; $48.92 billion invested in GSI, a regulated U.K. broker-dealer; $2.65 billion invested in GSJCL, a regulated Japanese broker-dealer; $52.89 billion invested in GS Bank USA, a regulated New York State-chartered bank; and $4.46 billion invested in GSIB, a regulated U.K. bank. Group Inc. also provides financing, directly or indirectly, in the form of: $126.19 billion of unsubordinated loans (including secured loans of $52.11 billion) and $31.79 billion of collateral and cash deposits to these entities as of March 2023. In addition, as of March 2023, Group Inc. had significant amounts of capital invested in and loans to its other regulated subsidiaries.

Contingency Funding Plan. We maintain a contingency funding plan to provide a framework for analyzing and responding to a liquidity crisis situation or periods of market stress. Our contingency funding plan outlines a list of potential risk factors, key reports and metrics that are reviewed on an ongoing basis to assist in assessing the severity of, and managing through, a liquidity crisis and/or market dislocation. The contingency funding plan also describes in detail our potential responses if our assessments indicate that we have entered a liquidity crisis, which include pre-funding for what we estimate will be our potential cash and collateral needs, as well as utilizing secondary sources of liquidity. Mitigants and action items to address specific risks which may arise are also described and assigned to individuals responsible for execution.
The contingency funding plan identifies key groups of individuals and their responsibilities, which include fostering effective coordination, control and distribution of information, implementing liquidity maintenance activities and managing internal and external communication, all of which are critical in the management of a crisis or period of market stress.
Stress Tests
In order to determine the appropriate size of our GCLA, we model liquidity outflows over a range of scenarios and time horizons. One of our primary internal liquidity risk models, referred to as the Modeled Liquidity Outflow, quantifies our liquidity risks over a 30-day stress scenario. We also consider other factors, including, but not limited to, an assessment of our potential intraday liquidity needs through an additional internal liquidity risk model, referred to as the Intraday Liquidity Model, the results of our long-term stress testing models, our resolution liquidity models and other applicable regulatory requirements and a qualitative assessment of our condition, as well as the financial markets. The results of the Modeled Liquidity Outflow, the Intraday Liquidity Model, the long-term stress testing models and the resolution liquidity models are reported to senior management on a regular basis. We also perform firmwide stress tests. See “Overview and Structure of Risk Management” for information about firmwide stress tests.

Goldman Sachs March 2023 Form 10-Q
136

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Modeled Liquidity Outflow. Our Modeled Liquidity Outflow is based on conducting multiple scenarios that include combinations of market-wide and firm-specific stress. These scenarios are characterized by the following qualitative elements:
Severely challenged market environments, which include low consumer and corporate confidence, financial and political instability, and adverse changes in market values, including potential declines in equity markets and widening of credit spreads; and
A firm-specific crisis potentially triggered by material losses, reputational damage, litigation and/or a ratings downgrade.
The following are key modeling elements of our Modeled Liquidity Outflow:
Liquidity needs over a 30-day scenario;
A two-notch downgrade of our long-term senior unsecured credit ratings;
Changing conditions in funding markets, which limit our access to unsecured and secured funding;
No support from additional government funding facilities. Although we have access to various central bank funding programs, we do not assume reliance on additional sources of funding in a liquidity crisis; and
A combination of contractual outflows and contingent outflows arising from both our on- and off-balance sheet arrangements. Contractual outflows include, among other things, upcoming maturities of unsecured debt, term deposits and secured funding. Contingent outflows include, among other things, the withdrawal of customer credit balances in our prime brokerage business, increase in variation margin requirements due to adverse changes in the value of our exchange-traded and OTC-cleared derivatives, draws on unfunded commitments and withdrawals of deposits that have no contractual maturity. See notes to the consolidated financial statements for further information about contractual outflows, including Note 11 for collateralized financings, Note 13 for deposits, Note 14 for unsecured long-term borrowings and Note 15 for operating lease payments, and “Off-Balance Sheet Arrangements” for further information about our various types of off-balance sheet arrangements.
Intraday Liquidity Model. Our Intraday Liquidity Model measures our intraday liquidity needs using a scenario analysis characterized by the same qualitative elements as our Modeled Liquidity Outflow. The model assesses the risk of increased intraday liquidity requirements during a scenario where access to sources of intraday liquidity may become constrained.

Long-Term Stress Testing. We utilize longer-term stress tests to take a forward view on our liquidity position through prolonged stress periods in which we experience a severe liquidity stress and recover in an environment that continues to be challenging. We are focused on ensuring conservative asset-liability management to prepare for a prolonged period of potential stress, seeking to maintain a diversified funding profile with an appropriate tenor, taking into consideration the characteristics and liquidity profile of our assets.
Resolution Liquidity Models. In connection with our resolution planning efforts, we have established our Resolution Liquidity Adequacy and Positioning framework, which estimates liquidity needs of our major subsidiaries in a stressed environment. The liquidity needs are measured using our Modeled Liquidity Outflow assumptions and include certain additional inter-affiliate exposures. We have also established our Resolution Liquidity Execution Need framework, which measures the liquidity needs of our major subsidiaries to stabilize and wind down following a Group Inc. bankruptcy filing in accordance with our preferred resolution strategy.
In addition, we have established a triggers and alerts framework, which is designed to provide the Board with information needed to make an informed decision on whether and when to commence bankruptcy proceedings for Group Inc.
Limits
We use liquidity risk limits at various levels and across liquidity risk types to manage the size of our liquidity exposures. Limits are measured relative to acceptable levels of risk given our liquidity risk tolerance. See “Overview and Structure of Risk Management” for information about the limit approval process.
Limits are monitored by Treasury and Liquidity Risk. Liquidity Risk is responsible for identifying and escalating to senior management and/or the appropriate risk committee, on a timely basis, instances where limits have been exceeded.
GCLA and Unencumbered Metrics
GCLA. Based on the results of our internal liquidity risk models, described above, as well as our consideration of other factors, including, but not limited to, a qualitative assessment of our condition, as well as the financial markets, we believe our liquidity position as of both March 2023 and December 2022 was appropriate. We strictly limit our GCLA to a narrowly defined list of securities and cash because they are highly liquid, even in a difficult funding environment. We do not include other potential sources of excess liquidity in our GCLA, such as less liquid unencumbered securities or committed credit facilities.

137
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The table below presents information about our GCLA.
Average for the
Three Months Ended
MarchDecember
$ in millions20232022
Denomination
U.S. dollar$282,391 $312,414 
Non-U.S. dollar116,512 96,404 
Total$398,903 $408,818 
Asset Class
Overnight cash deposits$237,520 $217,141 
U.S. government obligations122,488 149,519 
U.S. agency obligations12,405 12,789 
Non-U.S. government obligations26,490 29,369 
Total$398,903 $408,818 
Entity Type
Group Inc. and Funding IHC$67,859 $69,386 
Major broker-dealer subsidiaries110,535 109,502 
Major bank subsidiaries220,509 229,930 
Total$398,903 $408,818 
In the table above:
The U.S. dollar-denominated GCLA consists of (i) unencumbered U.S. government and agency obligations (including highly liquid U.S. agency mortgage-backed obligations), all of which are eligible as collateral in Federal Reserve open market operations and (ii) certain overnight U.S. dollar cash deposits.
The non-U.S. dollar-denominated GCLA consists of non-U.S. government obligations (only unencumbered German, French, Japanese and U.K. government obligations) and certain overnight cash deposits in highly liquid currencies.
We maintain our GCLA to enable us to meet current and potential liquidity requirements of our parent company, Group Inc., and its subsidiaries. Our Modeled Liquidity Outflow and Intraday Liquidity Model incorporate a requirement for Group Inc., as well as a standalone requirement for each of our major broker-dealer and bank subsidiaries. Funding IHC is required to provide the necessary liquidity to Group Inc. during the ordinary course of business, and is also obligated to provide capital and liquidity support to major subsidiaries in the event of our material financial distress or failure. Liquidity held directly in each of our major broker-dealer and bank subsidiaries is intended for use only by that subsidiary to meet its liquidity requirements and is assumed not to be available to Group Inc. or Funding IHC unless (i) legally provided for and (ii) there are no additional regulatory, tax or other restrictions. In addition, the Modeled Liquidity Outflow and Intraday Liquidity Model also incorporate a broader assessment of standalone liquidity requirements for other subsidiaries and we hold a portion of our GCLA directly at Group Inc. or Funding IHC to support such requirements.

Other Unencumbered Assets. In addition to our GCLA, we have a significant amount of other unencumbered cash and financial instruments, including other government obligations, high-grade money market securities, corporate obligations, marginable equities, loans and cash deposits not included in our GCLA. The fair value of our unencumbered assets averaged $285.88 billion for the three months ended March 2023 and $273.49 billion for the three months ended December 2022. We do not consider these assets liquid enough to be eligible for our GCLA.
Liquidity Regulatory Framework
As a BHC, we are subject to a minimum Liquidity Coverage Ratio (LCR) under the LCR rule approved by the U.S. federal bank regulatory agencies. The LCR rule requires organizations to maintain an adequate ratio of eligible high-quality liquid assets (HQLA) to expected net cash outflows under an acute, short-term liquidity stress scenario. Eligible HQLA excludes HQLA held by subsidiaries that is in excess of their minimum requirement and is subject to transfer restrictions. We are required to maintain a minimum LCR of 100%. We expect that fluctuations in client activity, business mix and the market environment will impact our LCR.
The table below presents information about our average daily LCR.
Average for the
Three Months Ended
MarchDecember
$ in millions20232022
Total HQLA$397,009 $401,836 
Eligible HQLA$314,700 $291,118 
Net cash outflows$252,547 $226,532 
LCR
125 %129 %
As a BHC, we are subject to a net stable funding ratio (NSFR) requirement established by the U.S. federal bank regulatory agencies, which requires large U.S. banking organizations to ensure they have access to stable funding over a one-year time horizon. The rule also requires disclosure of our quarterly average daily NSFR on a semi-annual basis and a description of the banking organization’s stable funding sources. We will begin doing so in August 2023. Our NSFR as of March 2023 exceeded the minimum requirement.

Goldman Sachs March 2023 Form 10-Q
138

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The following provides information about our subsidiary liquidity regulatory requirements:
GS Bank USA. GS Bank USA is subject to a minimum LCR of 100% under the LCR rule approved by the U.S. federal bank regulatory agencies. As of March 2023, GS Bank USA’s LCR exceeded the minimum requirement. The NSFR requirement described above also applies to GS Bank USA. As of March 2023, GS Bank USA’s NSFR exceeded the minimum requirement.
GSI and GSIB. GSI and GSIB are subject to a minimum LCR of 100% under the LCR rule approved by the U.K. regulatory authorities. GSI’s and GSIB’s average monthly LCR for the trailing twelve-month period ended March 2023 exceeded the minimum requirement. GSI and GSIB are subject to the applicable NSFR requirement in the U.K. As of March 2023, both GSI’s and GSIB’s NSFR exceeded the minimum requirement.
GSBE. GSBE is subject to a minimum LCR of 100% under the LCR rule approved by the European Parliament and Council. GSBE’s average monthly LCR for the trailing twelve-month period ended March 2023 exceeded the minimum requirement. GSBE is subject to the applicable NSFR requirement in the E.U. As of March 2023, GSBE’s NSFR exceeded the minimum requirement.
Other Subsidiaries. We monitor local regulatory liquidity requirements of our subsidiaries to ensure compliance. For many of our subsidiaries, these requirements either have changed or are likely to change in the future due to the implementation of the Basel Committee’s framework for liquidity risk measurement, standards and monitoring, as well as other regulatory developments.
The implementation of these rules and any amendments adopted by the regulatory authorities could impact our liquidity and funding requirements and practices in the future.

Credit Ratings
We rely on the short- and long-term debt capital markets to fund a significant portion of our day-to-day operations and the cost and availability of debt financing is influenced by our credit ratings. Credit ratings are also important when we are competing in certain markets, such as OTC derivatives, and when we seek to engage in longer-term transactions. See “Risk Factors” in Part I, Item 1A of the 2022 Form 10-K for information about the risks associated with a reduction in our credit ratings.
The table below presents the unsecured credit ratings and outlook of Group Inc.
As of March 2023
DBRSFitchMoody’sR&IS&P
Short-term debtR-1 (middle)F1P-1a-1A-2
Long-term debtA (high)AA2ABBB+
Subordinated debtABBB+Baa2A-BBB
Trust preferredABBB-Baa3N/ABB+
Preferred stockBBB (high)BBB-Ba1N/ABB+
Ratings outlookStableStableStableStableStable
In the table above:
The ratings and outlook are by DBRS, Inc. (DBRS), Fitch, Inc. (Fitch), Moody’s Investors Service (Moody’s), Rating and Investment Information, Inc. (R&I), and Standard & Poor’s Ratings Services (S&P).
The ratings for trust preferred relate to the guaranteed preferred beneficial interests issued by Goldman Sachs Capital I.
The DBRS, Fitch, Moody’s and S&P ratings for preferred stock include the APEX issued by Goldman Sachs Capital II and Goldman Sachs Capital III.


139
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The table below presents the unsecured credit ratings and outlook of GS Bank USA, GSIB, GSBE, GS&Co. and GSI.
As of March 2023
FitchMoody’sS&P
GS Bank USA
Short-term debtF1P-1A-1
Long-term debtA+A1A+
Short-term bank depositsF1+P-1N/A
Long-term bank depositsAA-A1N/A
Ratings outlookStableStableStable
GSIB
Short-term debtF1P-1A-1
Long-term debtA+A1A+
Short-term bank depositsF1P-1N/A
Long-term bank depositsA+A1N/A
Ratings outlookStableStableStable
GSBE
Short-term debtF1P-1A-1
Long-term debtA+A1A+
Short-term bank depositsN/AP-1N/A
Long-term bank depositsN/AA1N/A
Ratings outlookStableStableStable
GS&Co.
Short-term debtF1N/AA-1
Long-term debtA+N/AA+
Ratings outlookStableN/AStable
GSI
Short-term debtF1P-1A-1
Long-term debtA+A1A+
Ratings outlookStableStableStable
We believe our credit ratings are primarily based on the credit rating agencies’ assessment of:
Our liquidity, market, credit and operational risk management practices;
Our level and variability of earnings;
Our capital base;
Our franchise, reputation and management;
Our corporate governance; and
The external operating and economic environment, including, in some cases, the assumed level of government support or other systemic considerations, such as potential resolution.
Certain of our derivatives have been transacted under bilateral agreements with counterparties who may require us to post collateral or terminate the transactions based on changes in our credit ratings. We manage our GCLA to ensure we would, among other potential requirements, be able to make the additional collateral or termination payments that may be required in the event of a two-notch reduction in our long-term credit ratings, as well as collateral that has not been called by counterparties, but is available to them.

See Note 7 to the consolidated financial statements for further information about derivatives with credit-related contingent features and the additional collateral or termination payments related to our net derivative liabilities under bilateral agreements that could have been called by counterparties in the event of a one- or two-notch downgrade in our credit ratings.
Cash Flows
As a global financial institution, our cash flows are complex and bear little relation to our net earnings and net assets. Consequently, we believe that traditional cash flow analysis is less meaningful in evaluating our liquidity position than the liquidity and asset-liability management policies described above. Cash flow analysis may, however, be helpful in highlighting certain macro trends and strategic initiatives in our businesses.
Three Months Ended March 2023. Our cash and cash equivalents decreased by $12.50 billion to $229.33 billion at the end of the first quarter of 2023, primarily due to net cash used for financing activities, partially offset by net cash provided by operating activities. The net cash used for financing activities primarily reflected cash outflows from net repayments of unsecured long-term borrowings and deposits (reflecting decreases in private bank and consumer deposits, deposit sweep program balances and brokered certificates of deposit). The net cash provided by operating activities primarily reflected cash inflows from collateralized transactions (reflecting both an increase in collateralized financings and a decrease in collateralized agreements), partially offset by an increase in trading assets.
Three Months Ended March 2022. Our cash and cash equivalents increased by $13.13 billion to $274.16 billion at the end of the first quarter of 2022, due to net cash provided by financing activities, partially offset by net cash used for operating activities and investing activities and the effect of exchange rate changes on cash and cash equivalents. The net cash provided by financing activities primarily reflected an increase in net deposits, reflecting increases across channels, and net issuance of unsecured long-term borrowings. The net cash used for operating activities primarily reflected increases in collateralized transactions (an increase in collateralized agreements and a decrease in collateralized financings) and trading assets, partially offset by an increase in trading liabilities and a decrease in customer and other receivables and payables, net (an increase in customer and other payables, partially offset by an increase in customer and other receivables). The net cash used for investing activities primarily reflected an increase in net lending activities and purchases of investments, partially offset by sales and paydowns of investments. The decrease in cash and cash equivalents as a result of changes in foreign exchange rates was due to the U.S. dollar strengthening during the quarter.

Goldman Sachs March 2023 Form 10-Q
140

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Market Risk Management
Overview
Market risk is the risk of an adverse impact to our earnings due to changes in market conditions. Our assets and liabilities that give rise to market risk primarily include positions held for market making for our clients and for our investing and financing activities, and these positions change based on client demands and our investment opportunities. We employ a variety of risk measures, each described in the respective sections below, to monitor market risk. Categories of market risk include the following:
Interest rate risk: results from exposures to changes in the level, slope and curvature of yield curves, the volatilities of interest rates, prepayment speeds and credit spreads;
Equity price risk: results from exposures to changes in prices and volatilities of individual equities, baskets of equities and equity indices;
Currency rate risk: results from exposures to changes in spot prices, forward prices and volatilities of currency rates; and
Commodity price risk: results from exposures to changes in spot prices, forward prices and volatilities of commodities, such as crude oil, petroleum products, natural gas, electricity, and precious and base metals.
Market Risk, which is independent of our revenue-producing units and reports to our chief risk officer, has primary responsibility for assessing, monitoring and managing our market risk through firmwide oversight across our global businesses.
Managers in revenue-producing units, Treasury and Market Risk discuss market information, positions and estimated loss scenarios on an ongoing basis. Managers in revenue-producing units and Treasury are accountable for managing risk within prescribed limits. These managers have in-depth knowledge of their positions, markets and the instruments available to hedge their exposures.

Market Risk Management Process
Our process for managing market risk includes the critical components of our risk management framework described in the “Overview and Structure of Risk Management,” as well as the following:
Monitoring compliance with established market risk limits and reporting our exposures;
Diversifying exposures;
Controlling position sizes; and
Evaluating mitigants, such as economic hedges in related securities or derivatives.
Our market risk management systems enable us to perform an independent calculation of Value-at-Risk (VaR), Earnings-at-Risk (EaR) and other stress measures, capture risk measures at individual position levels, attribute risk measures to individual risk factors of each position, report many different views of the risk measures (e.g., by desk, business, product type or entity) and produce ad hoc analyses in a timely manner.
Risk Measures
We produce risk measures and monitor them against established market risk limits. These measures reflect an extensive range of scenarios and the results are aggregated at product, business and firmwide levels.
We use a variety of risk measures to estimate the size of potential losses for both moderate and more extreme market moves over both short- and long-term time horizons. Our primary risk measures are VaR, EaR and other stress tests.
Our risk reports detail key risks, drivers and changes for each desk and business, and are distributed daily to senior management of both our revenue-producing units and our independent risk oversight and control functions.
Value-at-Risk. VaR is the potential loss in value due to adverse market movements over a defined time horizon with a specified confidence level. For assets and liabilities included in VaR, see “Financial Statement Linkages to Market Risk Measures.” We typically employ a one-day time horizon with a 95% confidence level. We use a single VaR model, which captures risks, including those related to interest rates, equity prices, currency rates and commodity prices. As such, VaR facilitates comparison across portfolios of different risk characteristics. VaR also captures the diversification of aggregated risk at the firmwide level.
141
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
We are aware of the inherent limitations to VaR and therefore use a variety of risk measures in our market risk management process. Inherent limitations to VaR include:
VaR does not estimate potential losses over longer time horizons where moves may be extreme;
VaR does not take account of the relative liquidity of different risk positions; and
Previous moves in market risk factors may not produce accurate predictions of all future market moves.
To comprehensively capture our exposures and relevant risks in our VaR calculation, we use historical simulations with full valuation of market factors at the position level by simultaneously shocking the relevant market factors for that position. These market factors include spot prices, credit spreads, funding spreads, yield curves, volatility and correlation, and are updated periodically based on changes in the composition of positions, as well as variations in market conditions. We sample from five years of historical data to generate the scenarios for our VaR calculation. The historical data is weighted so that the relative importance of the data reduces over time. This gives greater importance to more recent observations and reflects current asset volatilities, which improves the accuracy of our estimates of potential loss. As a result, even if our positions included in VaR were unchanged, our VaR would increase with increasing market volatility and vice versa.
Given its reliance on historical data, VaR is most effective in estimating risk exposures in markets in which there are no sudden fundamental changes or shifts in market conditions.
Our VaR measure does not include:
Positions that are not accounted for at fair value, such as held-to-maturity securities and loans, deposits and unsecured borrowings that are accounted for at amortized cost;
Available-for-sale securities for which the related unrealized fair value gains and losses are included in accumulated other comprehensive income/(loss);
Positions that are best measured and monitored using sensitivity measures; and
The impact of changes in counterparty and our own credit spreads on derivatives, as well as changes in our own credit spreads on financial liabilities for which the fair value option was elected.
We perform daily backtesting of our VaR model (i.e., comparing daily net revenues for positions included in VaR to the VaR measure calculated as of the prior business day) at the firmwide level and for each of our businesses and major regulated subsidiaries.

Earnings-at-Risk. We manage our interest rate risk using the EaR metric. EaR measures the estimated impact of changes in interest rates to our net revenues and preferred stock dividends over a defined time horizon. EaR complements the VaR metric, which measures the impact of interest rate changes that have an immediate impact on the fair values of our assets and liabilities (i.e., mark-to-market changes). Our exposure to interest rate risk occurs due to a variety of factors, including, but not limited to:
Differences in maturity or repricing dates of assets, liabilities, preferred stock and certain off-balance sheet instruments.
Differences in the amounts of assets, liabilities, preferred stock and certain off-balance sheet instruments with the same maturity or repricing dates.
Certain interest rate sensitive fees.
Treasury manages the aggregated interest rate risk from all businesses through our investment securities portfolio and interest rate derivatives. We measure EaR over a one-year time horizon following a 100-basis point instantaneous parallel shock in both short- and long-term interest rates. This sensitivity is calculated relative to a baseline market scenario, which takes into consideration, among other things, the market’s expectation of forward rates, as well as our expectation of future business activity. This scenario includes contractual elements of assets, liabilities, preferred stock, and certain off-balance sheet instruments, such as rates of interest, principal repayment schedules, maturity and reset dates, and any interest rate ceilings or floors, as well as assumptions with respect to our balance sheet size and composition, deposit repricing and prepayment behavior. We manage EaR with a goal to reduce potential volatility resulting from changes in interest rates so it remains within our EaR risk appetite. Our EaR scenario is regularly evaluated and updated, if necessary, to reflect changes in our business plans, market conditions and other macroeconomic factors. While management uses the best information available to estimate EaR, actual results may differ materially as a result of, among other things, changes in the economic environment or assumptions used in the process.
Risk, which is independent of our revenue-producing units, and Treasury, have primary responsibility for assessing and monitoring EaR through firmwide oversight, including oversight of EaR stress testing and assumptions, and the establishment of our EaR risk appetite.
Goldman Sachs March 2023 Form 10-Q
142

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Stress Testing. Stress testing is a method of determining the effect of various hypothetical stress scenarios. In addition to EaR, we use other stress tests to examine risks of specific portfolios, as well as the potential impact of our significant risk exposures. We use a variety of stress testing techniques to calculate the potential loss from a wide range of market moves on our portfolios, including firmwide stress tests, sensitivity analysis and scenario analysis. The results of our various stress tests are analyzed together for risk management purposes. See “Overview and Structure of Risk Management” for information about firmwide stress tests.
Sensitivity analysis is used to quantify the impact of a market move in a single risk factor across all positions (e.g., equity prices or credit spreads) using a variety of defined market shocks, ranging from those that could be expected over a one-day time horizon up to those that could take many months to occur. We also use sensitivity analysis to quantify the impact of the default of any single entity, which captures the risk of large or concentrated exposures.
Scenario analysis is used to quantify the impact of a specified event, including how the event impacts multiple risk factors simultaneously. For example, for sovereign stress testing we calculate potential direct exposure associated with our sovereign positions, as well as the corresponding debt, equity and currency exposures associated with our non-sovereign positions that may be impacted by the sovereign distress. When conducting scenario analysis, we often consider a number of possible outcomes for each scenario, ranging from moderate to severely adverse market impacts. In addition, these stress tests are constructed using both historical events and forward-looking hypothetical scenarios.
Unlike VaR measures, which have an implied probability because they are calculated at a specified confidence level, there may not be an implied probability that our stress testing scenarios will occur. Instead, stress testing is used to model both moderate and more extreme moves in underlying market factors. When estimating potential loss, we generally assume that our positions cannot be reduced or hedged (although experience demonstrates that we are generally able to do so).
Limits
We use market risk limits at various levels to manage the size of our market exposures. These limits are set based on VaR, EaR and on a range of stress tests relevant to our exposures. See “Overview and Structure of Risk Management” for information about the limit approval process.

Limits are monitored by Treasury and Risk. Risk is responsible for identifying and escalating to senior management and/or the appropriate risk committee, on a timely basis, instances where limits have been exceeded (e.g., due to positional changes or changes in market conditions, such as increased volatilities or changes in correlations). Such instances are remediated by a reduction in the positions we hold and/or a temporary or permanent increase to the limit, if warranted.
Metrics
We analyze VaR at the firmwide level and a variety of more detailed levels, including by risk category, business and region. Diversification effect in the tables below represents the difference between total VaR and the sum of the VaRs for the four risk categories. This effect arises because the four market risk categories are not perfectly correlated.
During the first quarter of 2023, we added the currency exposure on certain debt and equity positions to VaR and removed certain debt and equity positions (and related hedges) from VaR as our management believes that the risk of these positions is more appropriately measured and monitored using 10% sensitivity measures. Prior period amounts for average daily VaR, period end VaR and high and low VaR have been conformed to the current presentation. The impact of such changes to prior period total VaR was not material. Substantially all positions in VaR are included in Global Banking & Markets.
The table below presents our average daily VaR.
Three Months Ended
MarchDecemberMarch
$ in millions202320222022
Categories
Interest rates$92 $95 $73 
Equity prices28 30 34 
Currency rates32 41 28 
Commodity prices22 28 49 
Diversification effect(73)(92)(88)
Total$101 $102 $96 
Our average daily VaR decreased to $101 million for the three months ended March 2023 from $102 million for the three months ended December 2022, due to lower levels of volatility, largely offset by increased exposures. The total decrease was driven by decreases in the currency rates, commodity prices, interest rates and equity prices categories, largely offset by a decrease in the diversification effect.
Our average daily VaR increased to $101 million for the three months ended March 2023 from $96 million for the three months ended March 2022, due to increased exposures, partially offset by lower levels of volatility. The total increase was primarily driven by an increase in the interest rates category and a decrease in the diversification effect, partially offset by a decrease in the commodity prices category.

143
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The table below presents our period-end VaR.
As of
March
December
March
$ in millions202320222022
Categories
Interest rates$123 $104 $105 
Equity prices32 28 33 
Currency rates28 36 33 
Commodity prices19 18 60 
Diversification effect(85)(84)(106)
Total$117 $102 $125 
Our period-end VaR increased to $117 million as of March 2023 from $102 million as of December 2022, primarily due to higher levels of volatility. The total increase was primarily driven by an increase in the interest rates category, partially offset by a decrease in the currency rates category.
Our period-end VaR decreased to $117 million as of March 2023 from $125 million as of March 2022, due to lower levels of volatility, partially offset by increased exposures. The total decrease was primarily driven by decreases in the commodity prices category, partially offset by a decrease in the diversification effect and an increase in the interest rates category.
During the three months ended March 2023, the firmwide VaR risk limit was not exceeded and there were no permanent changes to the firmwide VaR risk limit. However, the firmwide VaR risk limit was temporarily raised on two occasions due to higher levels of volatility. During 2022, the firmwide VaR risk limit was exceeded on six occasions (all of which occurred during March 2022) primarily due to higher levels of volatility generally resulting from broad macroeconomic and geopolitical concerns. These limit breaches were resolved by temporary increases in the firmwide VaR risk limit and subsequent risk reductions. During this period, the firmwide VaR risk limit was also permanently increased due to higher levels of volatility.
The table below presents our high and low VaR.
Three Months Ended
March 2023December 2022March 2022
$ in millionsHighLowHighLowHighLow
Categories
Interest rates$148 $70 $108 $79 $105 $56 
Equity prices$38 $22 $41 $24 $59 $28 
Currency rates$47 $20 $54 $31 $38 $21 
Commodity prices$29 $17 $41 $18 $82 $30 
Firmwide
VaR$137 $85 $117 $87 $130 $75 

The chart below presents our daily VaR for the three months ended March 2023.
Market Risk Line Graph.jpg
The table below presents, by number of business days, the frequency distribution of our daily net revenues for positions included in VaR.
Three Months
Ended March
$ in millions20232022
>$1002227
$75 – $100810
$50 – $75147
$25 – $5066
$0 – $2544
$(25) – $054
$(50) – $(25)12
$(75) – $(50)1
$(100) – $(75)
<$(100)12
Total6262
In the table above, the frequency distribution of daily net revenues reflects the impact of the change in VaR described above. Prior period amounts have been conformed to the current presentation.
Daily net revenues for positions included in VaR are compared with VaR calculated as of the end of the prior business day. Net losses incurred on a single day for such positions exceeded our 95% one-day VaR (i.e., a VaR exception) on one occasion during the three months ended March 2023 and on two occasions during the three months ended March 2022.
During periods in which we have significantly more positive net revenue days than net revenue loss days, we expect to have fewer VaR exceptions because, under normal conditions, our business model generally produces positive net revenues. In periods in which our franchise revenues are adversely affected, we generally have more loss days, resulting in more VaR exceptions. The daily net revenues for positions included in VaR used to determine VaR exceptions reflect the impact of any intraday activity, including bid/offer net revenues, which are more likely than not to be positive by their nature.
Goldman Sachs March 2023 Form 10-Q
144

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Sensitivity Measures
Certain portfolios and individual positions are not included in VaR because VaR is not the most appropriate risk measure. Other sensitivity measures we use to analyze market risk are described below.
10% Sensitivity Measures. The table below presents our market risk by asset category for positions accounted for at fair value or accounted for at the lower of cost or fair value, that are not included in VaR.
As of
March
December
March
$ in millions202320222022
Equity$1,570 $1,593 $1,754 
Debt2,775 2,5772,641
Total$4,345 $4,170 $4,395 
In the table above:
The 10% sensitivity measures for equity and debt positions reflect the impact of the change in VaR described above. Prior period amounts have been conformed to the current presentation.
Substantially all positions in 10% sensitivity measures are included in Asset & Wealth Management.
The market risk of these positions is determined by estimating the potential reduction in net revenues of a 10% decline in the value of the underlying positions.
Equity positions relate to private and public equity securities, which primarily include investments in corporate, real estate and infrastructure assets.
Debt positions include mezzanine and senior debt, and corporate and real estate loans.
Funded equity and debt positions are included in our consolidated balance sheets in investments and loans, and the related hedges are included in our consolidated balance sheets in derivatives. See Note 8 to the consolidated financial statements for further information about investments, Note 9 to the consolidated financial statements for further information about loans and Note 7 to the consolidated financial statements for further information about derivatives.
These measures do not reflect the diversification effect across asset categories or across other market risk measures.

Credit and Funding Spread Sensitivity on Derivatives and Financial Liabilities. VaR excludes the impact of changes in counterparty credit spreads, our own credit spreads and unsecured funding spreads on derivatives, as well as changes in our own credit spreads (debt valuation adjustment) on financial liabilities for which the fair value option was elected. The estimated sensitivity to a one basis point increase in credit spreads (counterparty and our own) and unsecured funding spreads on derivatives (including hedges) was a loss of $1 million as of both March 2023 and December 2022. In addition, the estimated sensitivity to a one basis point increase in our own credit spreads on financial liabilities for which the fair value option was elected was a gain of $39 million as of March 2023 and $37 million as of December 2022. However, the actual net impact of a change in our own credit spreads is also affected by the liquidity, duration and convexity (as the sensitivity is not linear to changes in yields) of those financial liabilities for which the fair value option was elected, as well as the relative performance of any hedges undertaken.
Earnings-at-Risk. The table below presents the impact of a parallel shift in rates on our net revenues and preferred stock dividends over the next 12 months relative to the baseline scenario.
As of
MarchDecember
$ in millions20232022
+100 basis points parallel shift in rates$221 $104 
-100 basis points parallel shift in rates$(219)$(104)
In the table above, the EaR metric utilized various assumptions, including, among other things, balance sheet size and composition, deposit repricing and prepayment behavior, all of which have inherent uncertainties. The EaR metric does not represent a forecast of our net revenues and preferred stock dividends. As of March 2023, we expect our EaR sensitivity to scale approximately linearly with the size of an instantaneous parallel shock in interest rates of up to +/-200 basis points.
Other Market Risk Considerations
We make investments in securities that are accounted for as available-for-sale, held-to-maturity or under the equity method which are included in investments in the consolidated balance sheets. See Note 8 to the consolidated financial statements for further information.
Direct investments in real estate are accounted for at cost less accumulated depreciation. See Note 12 to the consolidated financial statements for further information about other assets.

145
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Financial Statement Linkages to Market Risk Measures
We employ a variety of risk measures, each described in the respective sections above, to monitor market risk across the consolidated balance sheets and consolidated statements of earnings. The related gains and losses on these positions are included in market making, other principal transactions, interest income and interest expense in the consolidated statements of earnings, and debt valuation adjustment and unrealized gains/(losses) on available-for-sale securities in the consolidated statements of comprehensive income.
The table below presents certain assets and liabilities accounted for at fair value or accounted for at the lower of cost or fair value in our consolidated balance sheets and the market risk measures used to assess those assets and liabilities.
Assets or LiabilitiesMarket Risk Measures
Collateralized agreements and financings
VaR
Customer and other receivables
10% Sensitivity Measures
Trading assets and liabilities
VaR
Credit Spread Sensitivity
10% Sensitivity Measures
Investments
VaR
10% Sensitivity Measures
Loans
VaR
10% Sensitivity Measures
Other assets and liabilitiesVaR
Deposits
VaR
Credit Spread Sensitivity
Unsecured borrowings
VaR
Credit Spread Sensitivity
In addition to the above, we measure the interest rate risk for all positions within our consolidated balance sheets using the EaR metric.
Credit Risk Management
Overview
Credit risk represents the potential for loss due to the default or deterioration in credit quality of a counterparty (e.g., an OTC derivatives counterparty or a borrower) or an issuer of securities or other instruments we hold. Our exposure to credit risk comes mostly from client transactions in OTC derivatives and loans and lending commitments. Credit risk also comes from cash placed with banks, securities financing transactions (i.e., resale and repurchase agreements and securities borrowing and lending activities) and customer and other receivables.

Credit Risk, which is independent of our revenue-producing units and reports to our chief risk officer, has primary responsibility for assessing, monitoring and managing our credit risk through firmwide oversight across our global businesses. In addition, we hold other positions that give rise to credit risk (e.g., bonds and secondary bank loans). These credit risks are captured as a component of market risk measures, which are monitored and managed by Market Risk. We also enter into derivatives to manage market risk exposures. Such derivatives also give rise to credit risk, which is monitored and managed by Credit Risk.
Credit Risk Management Process
Our process for managing credit risk includes the critical components of our risk management framework described in the “Overview and Structure of Risk Management,” as well as the following:
Monitoring compliance with established credit risk limits and reporting our credit exposures and credit concentrations;
Establishing or approving underwriting standards;
Assessing the likelihood that a counterparty will default on its payment obligations;
Measuring our current and potential credit exposure and losses resulting from a counterparty default;
Using credit risk mitigants, including collateral and hedging; and
Maximizing recovery through active workout and restructuring of claims.
We also perform credit analyses, which incorporate initial and ongoing evaluations of the capacity and willingness of a counterparty to meet its financial obligations. For substantially all of our credit exposures, the core of our process is an annual counterparty credit evaluation or more frequently if deemed necessary as a result of events or changes in circumstances. We determine an internal credit rating for the counterparty by considering the results of the credit evaluations and assumptions with respect to the nature of and outlook for the counterparty’s industry and the economic environment. Beginning in the first quarter of 2023, we also take into consideration collateral received or other credit support arrangements when determining an internal credit rating for collateralized loans, as management believes that this methodology better reflects the credit quality of the underlying loans and lending commitments. Prior period amounts have been conformed to reflect the current methodology. Senior personnel, with expertise in specific industries, inspect and approve credit reviews and internal credit ratings.
Our risk assessment process may also include, where applicable, reviewing certain key metrics, including, but not limited to, delinquency status, collateral value, FICO credit scores and other risk factors.
Goldman Sachs March 2023 Form 10-Q
146

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Our credit risk management systems capture credit exposure to individual counterparties and on an aggregate basis to counterparties and their subsidiaries. These systems also provide management with comprehensive information about our aggregate credit risk by product, internal credit rating, industry, country and region.
Risk Measures
We measure our credit risk based on the potential loss in the event of non-payment by a counterparty using current and potential exposure. For derivatives and securities financing transactions, current exposure represents the amount presently owed to us after taking into account applicable netting and collateral arrangements, while potential exposure represents our estimate of the future exposure that could arise over the life of a transaction based on market movements within a specified confidence level. Potential exposure also takes into account netting and collateral arrangements. For loans and lending commitments, the primary measure is a function of the notional amount of the position.
Stress Tests
We conduct regular stress tests to calculate the credit exposures, including potential concentrations that would result from applying shocks to counterparty credit ratings or credit risk factors (e.g., currency rates, interest rates, equity prices). These shocks cover a wide range of moderate and more extreme market movements, including shocks to multiple risk factors, consistent with the occurrence of a severe market or economic event. In the case of sovereign default, we estimate the direct impact of the default on our sovereign credit exposures, changes to our credit exposures arising from potential market moves in response to the default, and the impact of credit market deterioration on corporate borrowers and counterparties that may result from the sovereign default. Unlike potential exposure, which is calculated within a specified confidence level, stress testing does not generally assume a probability of these events occurring. We also perform firmwide stress tests. See “Overview and Structure of Risk Management” for information about firmwide stress tests.
To supplement these regular stress tests, as described above, we also conduct tailored stress tests on an ad hoc basis in response to specific market events that we deem significant. We also utilize these stress tests to estimate the indirect impact of certain hypothetical events on our country exposures, such as the impact of credit market deterioration on corporate borrowers and counterparties along with the shocks to the risk factors described above. The parameters of these shocks vary based on the scenario reflected in each stress test. We review estimated losses produced by the stress tests in order to understand their magnitude, highlight potential loss concentrations, and assess and mitigate our exposures where necessary.
Limits
We use credit risk limits at various levels, as well as underwriting standards to manage the size and nature of our credit exposures. Limits for industries and countries are based on our risk appetite and are designed to allow for regular monitoring, review, escalation and management of credit risk concentrations. See “Overview and Structure of Risk Management” for information about the limit approval process.
Credit Risk is responsible for monitoring these limits, and identifying and escalating to senior management and/or the appropriate risk committee, on a timely basis, instances where limits have been exceeded.
Risk Mitigants
To reduce our credit exposures on derivatives and securities financing transactions, we may enter into netting agreements with counterparties that permit us to offset receivables and payables with such counterparties. We may also reduce credit risk with counterparties by entering into agreements that enable us to obtain collateral from them on an upfront or contingent basis and/or to terminate transactions if the counterparty’s credit rating falls below a specified level. We monitor the fair value of the collateral to ensure that our credit exposures are appropriately collateralized. We seek to minimize exposures where there is a significant positive correlation between the creditworthiness of our counterparties and the market value of collateral we receive.
For loans and lending commitments, depending on the credit quality of the borrower and other characteristics of the transaction, we employ a variety of potential risk mitigants. Risk mitigants include collateral provisions, guarantees, covenants, structural seniority of the bank loan claims and, for certain lending commitments, provisions in the legal documentation that allow us to adjust loan amounts, pricing, structure and other terms as market conditions change. The type and structure of risk mitigants employed can significantly influence the degree of credit risk involved in a loan or lending commitment.
When we do not have sufficient visibility into a counterparty’s financial strength or when we believe a counterparty requires support from its parent, we may obtain third-party guarantees of the counterparty’s obligations. We may also mitigate our credit risk using credit derivatives or participation agreements.

147
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Credit Exposures
As of March 2023, our aggregate credit exposure decreased compared with December 2022, primarily reflecting decreases in cash deposits with central banks and OTC derivatives, partially offset by an increase in securities financing transactions. The percentage of our credit exposures arising from non-investment-grade counterparties (based on our internally determined public rating agency equivalents) was essentially unchanged compared with December 2022. Our credit exposures are described further below.
Cash and Cash Equivalents. Our credit exposure on cash and cash equivalents arises from our unrestricted cash, and includes both interest-bearing and non-interest-bearing deposits. To mitigate the risk of credit loss, we place substantially all of our deposits with highly rated banks and central banks.
The table below presents our credit exposure from unrestricted cash and cash equivalents, and the concentration by industry, region and internally determined public rating agency equivalents.
As of
March
December
$ in millions20232022
Cash and Cash Equivalents$209,246 $224,889 
Industry
Financial Institutions8 %%
Sovereign92 %94 %
Total100 %100 %
Region
Americas52 %77 %
EMEA37 %19 %
Asia11 %%
Total100 %100 %
Credit Quality (Credit Rating Equivalent)
AAA66 %89 %
AA19 %%
A14 %%
BBB1 %
Total100 %100 %
The table above excludes cash segregated for regulatory and other purposes of $20.08 billion as of March 2023 and $16.94 billion as of December 2022.
OTC Derivatives. Our credit exposure on OTC derivatives arises primarily from our market-making activities. As a market maker, we enter into derivative transactions to provide liquidity to clients and to facilitate the transfer and hedging of their risks. We also enter into derivatives to manage market risk exposures. We manage our credit exposure on OTC derivatives using the credit risk process, measures, limits and risk mitigants described above.


We generally enter into OTC derivatives transactions under bilateral collateral arrangements that require the daily exchange of collateral. As credit risk is an essential component of fair value, we include a credit valuation adjustment (CVA) in the fair value of derivatives to reflect counterparty credit risk, as described in Note 7 to the consolidated financial statements. CVA is a function of the present value of expected exposure, the probability of counterparty default and the assumed recovery upon default.
The table below presents our net credit exposure from OTC derivatives and the concentration by industry and region.
As of
March
December
$ in millions20232022
OTC derivative assets$43,562 $53,399 
Collateral (not netted under U.S. GAAP)(14,582)(15,823)
Net credit exposure$28,980 $37,576 
Industry
Consumer & Retail4 %%
Diversified Industrials11 %%
Financial Institutions20 %20 %
Funds18 %19 %
Healthcare1 %%
Municipalities & Nonprofit4 %%
Natural Resources & Utilities26 %34 %
Sovereign9 %%
Technology, Media & Telecommunications5 %%
Other (including Special Purpose Vehicles)2 %%
Total100 %100 %
Region
Americas48 %49 %
EMEA43 %43 %
Asia9 %%
Total100 %100 %
Our credit exposure (before any potential recoveries) to OTC derivative counterparties that defaulted during the three months ended March 2023 remained low, representing less than 2% of our total credit exposure from OTC derivatives.
In the table above:
OTC derivative assets, included in the consolidated balance sheets, are reported on a net-by-counterparty basis (i.e., the net receivable for a given counterparty) when a legal right of setoff exists under an enforceable netting agreement (counterparty netting) and are accounted for at fair value, net of cash collateral received under enforceable credit support agreements (cash collateral netting).
Collateral represents cash collateral and the fair value of securities collateral, primarily U.S. and non-U.S. government and agency obligations, received under credit support agreements, that we consider when determining credit risk, but such collateral is not eligible for netting under U.S. GAAP.

Goldman Sachs March 2023 Form 10-Q
148

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
The table below presents the distribution of our net credit exposure from OTC derivatives by tenor.
$ in millionsInvestment-
Grade
Non-Investment-
Grade / Unrated
Total
As of March 2023
Less than 1 year$18,452 $6,670 $25,122 
1 – 5 years24,281 6,209 30,490 
Greater than 5 years54,591 3,977 58,568 
Total97,324 16,856 114,180 
Netting(77,554)(7,646)(85,200)
Net credit exposure$19,770 $9,210 $28,980 
As of December 2022
Less than 1 year$23,112 $8,812 $31,924 
1 – 5 years26,627 8,355 34,982 
Greater than 5 years58,354 4,342 62,696 
Total108,093 21,509 129,602 
Netting(83,531)(8,495)(92,026)
Net credit exposure$24,562 $13,014 $37,576 
In the table above:
Tenor is based on remaining contractual maturity.
Netting includes counterparty netting across tenor categories and collateral that we consider when determining credit risk (including collateral that is not eligible for netting under U.S. GAAP). Counterparty netting within the same tenor category is included within such tenor category.
The tables below present the distribution of our net credit exposure from OTC derivatives by tenor and internally determined public rating agency equivalents.
Investment-Grade
$ in millionsAAAAAABBBTotal
As of March 2023
Less than 1 year$1,054 $2,493 $7,025 $7,880 $18,452 
1 – 5 years1,381 6,195 8,257 8,448 24,281 
Greater than 5 years6,150 14,827 17,381 16,233 54,591 
Total8,585 23,515 32,663 32,561 97,324 
Netting(5,574)(21,063)(26,451)(24,466)(77,554)
Net credit exposure$3,011 $2,452 $6,212 $8,095 $19,770 
As of December 2022
Less than 1 year$521 $2,113 $10,516 $9,962 $23,112 
1 – 5 years1,684 5,383 9,057 10,503 26,627 
Greater than 5 years5,594 16,063 21,060 15,637 58,354 
Total7,799 23,559 40,633 36,102 108,093 
Netting(5,025)(20,582)(31,956)(25,968)(83,531)
Net credit exposure$2,774 $2,977 $8,677 $10,134 $24,562 
Non-Investment-Grade / Unrated
$ in millions
BB or lower
UnratedTotal
As of March 2023
Less than 1 year$6,108 $562 $6,670 
1 – 5 years5,989 220 6,209 
Greater than 5 years3,821 156 3,977 
Total15,918 938 16,856 
Netting(7,595)(51)(7,646)
Net credit exposure$8,323 $887 $9,210 
As of December 2022
Less than 1 year$8,245 $567 $8,812 
1 – 5 years8,150 205 8,355 
Greater than 5 years4,232 110 4,342 
Total20,627 882 21,509 
Netting(8,436)(59)(8,495)
Net credit exposure$12,191 $823 $13,014 
Lending Activities. We manage our lending activities using the credit risk process, measures, limits and risk mitigants described above. Other lending positions, including secondary trading positions, are risk-managed as a component of market risk. As described above, beginning in the first quarter of 2023, we take into consideration collateral received or other credit support arrangements when determining an internal credit rating for collateralized loans. Prior period amounts have been conformed to the current methodology. The impact to December 2022 was to increase loans and lending commitments classified as investment-grade and decrease loans and lending commitments classified as non-investment-grade by $29.6 billion (loans of $25.0 billion and lending commitments of $4.6 billion). The impact of this change was in real estate (warehouse loans) and other collateralized loans and lending commitments.
The table below presents our loans and lending commitments.
$ in millionsLoansLending
Commitments
Total
As of March 2023
Corporate$39,858 $138,204 $178,062 
Commercial real estate28,690 3,672 32,362 
Residential real estate22,490 2,251 24,741 
Securities-based
15,934 718 16,652 
Other collateralized
52,867 13,969 66,836 
Consumer:
Installment5,769 2,271 8,040 
Credit cards15,563 66,373 81,936 
Other1,935 1,015 2,950 
Total$183,106 $228,473 $411,579 
Allowance for loan losses
$(5,032)$(747)$(5,779)
As of December 2022
Corporate$40,135 $139,718 $179,853 
Commercial real estate28,879 4,271 33,150 
Residential real estate23,035 3,192 26,227 
Securities-based16,671 508 17,179 
Other collateralized51,702 14,407 66,109 
Consumer:
Installment6,326 1,882 8,208 
Credit cards15,820 62,216 78,036 
Other2,261 944 3,205 
Total$184,829 $227,138 $411,967 
Allowance for loan losses
$(5,543)$(774)$(6,317)
In the table above, lending commitments excluded $5.17 billion as of March 2023 and $4.85 billion as of December 2022 relating to issued letters of credit which are classified as guarantees in our consolidated financial statements. See Note 18 to the consolidated financial statements for further information about guarantees.
See Note 9 to the consolidated financial statements for information about net charge-offs on wholesale and consumer loans, as well as past due and nonaccrual loans accounted for at amortized cost.

149
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Corporate. Corporate loans and lending commitments include term loans, revolving lines of credit, letter of credit facilities and bridge loans, and are principally used for operating and general corporate purposes, or in connection with acquisitions. Corporate loans are secured (typically by a senior lien on the assets of the borrower) or unsecured, depending on the loan purpose, the risk profile of the borrower and other factors.
The table below presents our credit exposure from corporate loans and lending commitments, and the concentration by industry, region, internally determined public rating agency equivalents and other credit metrics.
$ in millionsLoansLending
Commitments
Total
As of March 2023
Corporate$39,858 $138,204 $178,062 
Industry
Consumer & Retail10 %14 %13 %
Diversified Industrials18 %18 %18 %
Financial Institutions7 %9 %8 %
Funds3 %4 %4 %
Healthcare11 %10 %10 %
Natural Resources & Utilities9 %19 %16 %
Real Estate12 %5 %7 %
Technology, Media & Telecommunications26 %20 %22 %
Other (including Special Purpose Vehicles)4 %1 %2 %
Total100 %100 %100 %
Region
Americas61 %77 %73 %
EMEA30 %21 %23 %
Asia9 %2 %4 %
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
AAA1 %1 %
AA1 %6 %5 %
A4 %20 %16 %
BBB21 %39 %35 %
BB or lower74 %34 %43 %
Total100 %100 %100 %
As of December 2022
Corporate$40,135 $139,718 $179,853 
Industry
Consumer & Retail10 %13 %12 %
Diversified Industrials18 %18 %18 %
Financial Institutions%%%
Funds%%%
Healthcare10 %12 %12 %
Natural Resources & Utilities%18 %16 %
Real Estate11 %%%
Technology, Media & Telecommunications26 %20 %21 %
Other (including Special Purpose Vehicles)%%%
Total100 %100 %100 %
Region
Americas57 %77 %73 %
EMEA34 %21 %24 %
Asia%%%
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
AAA%%
AA%%%
A%21 %18 %
BBB19 %38 %34 %
BB or lower75 %34 %43 %
Total100 %100 %100 %
Commercial Real Estate. Commercial real estate includes originated loans and lending commitments that are directly or indirectly secured by hotels, retail stores, multifamily housing complexes and commercial and industrial properties. Commercial real estate also includes loans and lending commitments extended to clients who warehouse assets that are directly or indirectly backed by commercial real estate. In addition, commercial real estate includes loans purchased by us.
The table below presents our credit exposure from commercial real estate loans and lending commitments, and the concentration by region, internally determined public rating agency equivalents and other credit metrics.
$ in millionsLoansLending
Commitments
Total
As of March 2023
Commercial Real Estate$28,690 $3,672 $32,362 
Region
Americas79 %75 %78 %
EMEA16 %18 %17 %
Asia5 %7 %5 %
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
Investment-grade43 %36 %42 %
Non-investment-grade57 %64 %58 %
Total100 %100 %100 %
As of December 2022
Commercial Real Estate$28,879 $4,271 $33,150 
Region
Americas79 %74 %78 %
EMEA16 %17 %16 %
Asia%%%
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
Investment-grade42 %35 %41 %
Non-investment-grade58 %64 %59 %
Unrated
%
Total100 %100 %100 %
In the table above:
Credit exposure to commercial real estate loans and lending commitments was diversified by property type as of March 2023.
Credit exposure included loans and lending commitments of $10.23 billion (including $9.84 billion of funded loans) as of March 2023 and $10.28 billion (including $9.81 billion of funded loans) as of December 2022 which are extended to clients who warehouse assets that are directly or indirectly backed by commercial real estate with typical loan-to-value ratios of approximately 50%.
In addition, we also have credit exposure to commercial real estate loans held for securitization of $559 million as of March 2023 and $119 million as of December 2022. Such loans are included in trading assets in our consolidated balance sheets.
Goldman Sachs March 2023 Form 10-Q
150

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Residential Real Estate. Residential real estate loans and lending commitments are primarily extended to wealth management clients and to clients who warehouse assets that are directly or indirectly secured by residential real estate. In addition, residential real estate includes loans purchased by us.
The table below presents our credit exposure from residential real estate loans and lending commitments, and the concentration by region, internally determined public rating agency equivalents and other credit metrics.
$ in millionsLoansLending
Commitments
Total
As of March 2023
Residential Real Estate$22,490 $2,251 $24,741 
Region
Americas95 %88 %94 %
EMEA4 %12 %5 %
Asia1 % 1 %
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
Investment-grade50 %55 %51 %
Non-investment-grade29 %34 %29 %
Other metrics
21 %11 %20 %
Total100 %100 %100 %
As of December 2022
Residential Real Estate$23,035 $3,192 $26,227 
Region
Americas96 %93 %95 %
EMEA%%%
Asia%%
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
Investment-grade52 %63 %53 %
Non-investment-grade25 %36 %26 %
Other metrics
23 %%21 %
Total100 %100 %100 %
In the table above:
Credit exposure includes loans and lending commitments of $12.60 billion as of March 2023 and $14.62 billion as of December 2022 which are extended to clients who warehouse assets that are directly or indirectly secured by residential real estate.
Other metrics category consists of loans where we use other key metrics to assess the borrower's credit quality, such as loan-to-value ratio, delinquency status, collateral value, expected cash flows and other risk factors.

In addition, we also have credit exposure to residential real estate loans held for securitization of $7.91 billion as of March 2023 and $8.07 billion as of December 2022. Such loans are included in trading assets in our consolidated balance sheets.
Securities-Based. Securities-based includes loans and lending commitments that are secured by stocks, bonds, mutual funds, and exchange-traded funds. These loans and commitments are primarily extended to our wealth management clients and used for purposes other than purchasing, carrying or trading margin stocks. Securities-based loans require borrowers to post additional collateral based on changes in the underlying collateral's fair value.
The table below presents our credit exposure from securities-based loans and lending commitments, and the concentration by region, internally determined public rating agency equivalents and other credit metrics.
$ in millionsLoansLending
Commitments
Total
As of March 2023
Securities-based
$15,934 $718 $16,652 
Region
Americas83 %99 %83 %
EMEA16 %1 %15 %
Asia1 %2 %
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
Investment-grade77 %19 %75 %
Non-investment-grade4 %21 %5 %
Other metrics
19 %60 %20 %
Total100 %100 %100 %
As of December 2022
Securities-based$16,671 $508 $17,179 
Region
Americas83 %98 %83 %
EMEA15 %%15 %
Asia%%
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
Investment-grade77 %18 %76 %
Non-investment-grade%%%
Other metrics
18 %80 %20 %
Total100 %100 %100 %
In the table above, other metrics category consists of loans where we use other key metrics to assess the borrower's credit quality, such as collateral value, loan-to-value ratio and delinquency status.


151
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Other Collateralized. Other collateralized includes loans and lending commitments that are backed by specific collateral (other than securities and real estate). Such loans and lending commitments are extended to clients who warehouse assets that are directly or indirectly secured by corporate loans, consumer loans and other assets. Other collateralized also includes loans and lending commitments to investment funds (managed by third parties) that are collateralized by capital commitments of the funds' investors or assets held by the fund, as well as other secured loans and lending commitments extended to our wealth management clients.
The table below presents our credit exposure from other collateralized loans and lending commitments, and the concentration by region, internally determined public rating agency equivalents and other credit metrics.
$ in millionsLoansLending
Commitments
Total
As of March 2023
Other Collateralized
$52,867 $13,969 $66,836 
Region
Americas86 %89 %86 %
EMEA12 %11 %12 %
Asia2 %2 %
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
Investment-grade84 %76 %82 %
Non-investment-grade16 %21 %17 %
Unrated
3 %1 %
Total100 %100 %100 %
As of December 2022
Other Collateralized
$51,702 $14,407 $66,109 
Region
Americas86 %93 %87 %
EMEA12 %%11 %
Asia%%
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
Investment-grade83 %83 %83 %
Non-investment-grade16 %14 %16 %
Other metrics
%
Unrated
%%
Total100 %100 %100 %
In the table above, credit exposure included loans and lending commitments extended to clients who warehouse assets of $18.09 billion as of March 2023 and $16.89 billion as of December 2022.

Installment and Credit Cards. We originate unsecured installment loans and credit card loans (pursuant to revolving lines of credit) to consumers in the Americas. The credit card lines are cancellable by us and therefore do not result in credit exposure.
The tables below present our credit exposure from originated installment and credit card funded loans, and the concentration by the five most concentrated U.S. states.
$ in millions
Installment
As of March 2023
Loans, gross
$5,769 
California
9 %
Texas9 %
Florida6 %
New York6 %
Pennsylvania
4 %
Other66 %
Total100 %
As of December 2022
Loans, gross
$6,326 
California
10 %
Texas%
Florida
%
New York
%
Illinois
%
Other64 %
Total100 %
$ in millions
Credit Cards
As of March 2023
Loans, gross
$15,563 
California
16 %
Texas9 %
Florida
8 %
New York
8 %
Illinois4 %
Other55 %
Total100 %
As of December 2022
Loans, gross
$15,820 
California
16 %
Texas%
New York%
Florida%
New Jersey%
Other55 %
Total100 %
In addition, we had credit exposure of $2.27 billion as of March 2023 and $1.88 billion as of December 2022 related to our commitments to provide unsecured installment loans to consumers.
See Note 9 to the consolidated financial statements for further information about the credit quality indicators of installment and credit card loans.

Goldman Sachs March 2023 Form 10-Q
152

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Other. Other includes unsecured loans extended to wealth management clients and unsecured consumer and credit card loans purchased by us.
The table below presents our credit exposure from other loans and lending commitments, and the concentration by region, internally determined public rating agency equivalents and other credit metrics.
$ in millionsLoansLending
Commitments
Total
As of March 2023
Other$1,935 $1,015 $2,950 
Region
Americas90 %100 %94 %
EMEA10 %6 %
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
Investment-grade38 %87 %55 %
Non-investment-grade46 %13 %35 %
Other metrics
16 %10 %
Total100 %100 %100 %
As of December 2022
Other$2,261 $944 $3,205 
Region
Americas89 %99 %92 %
EMEA11 %%%
Total100 %100 %100 %
Credit Quality (Credit Rating Equivalent)
Investment-grade47 %93 %60 %
Non-investment-grade26 %%21 %
Other metrics
27 %19 %
Total100 %100 %100 %
In the table above, other metrics primarily includes consumer and credit card loans purchased by us. Our risk assessment process for such loans includes reviewing certain key metrics, such as expected cash flows, delinquency status and other risk factors.
In addition, we also have credit exposure to other loans held for securitization of $1.61 billion as of March 2023 and $1.76 billion as of December 2022. Such loans are included in trading assets in our consolidated balance sheets.
Credit Hedges. To mitigate the credit risk associated with our lending activities, we obtain credit protection on certain loans and lending commitments through credit default swaps, both single-name and index-based contracts, and through the issuance of credit-linked notes.
Securities Financing Transactions. We enter into securities financing transactions in order to, among other things, facilitate client activities, invest excess cash, acquire securities to cover short positions and finance certain activities. We bear credit risk related to resale agreements and securities borrowed only to the extent that cash advanced or the value of securities pledged or delivered to the counterparty exceeds the value of the collateral received. We also have credit exposure on repurchase agreements and securities loaned to the extent that the value of securities pledged or delivered to the counterparty for these transactions exceeds the amount of cash or collateral received. Securities collateral for these transactions primarily includes U.S. and non-U.S. government and agency obligations.
The table below presents our credit exposure from securities financing transactions and the concentration by industry, region and internally determined public rating agency equivalents.
As of
March
December
$ in millions20232022
Securities Financing Transactions$42,414 $34,762 
Industry
Financial Institutions29 %43 %
Funds28 %23 %
Municipalities & Nonprofit4 %%
Sovereign38 %28 %
Other (including Special Purpose Vehicles)1 %%
Total100 %100 %
Region
Americas31 %47 %
EMEA36 %34 %
Asia33 %19 %
Total100 %100 %
Credit Quality (Credit Rating Equivalent)
AAA12 %20 %
AA23 %31 %
A47 %31 %
BBB9 %%
BB or lower8 %10 %
Unrated
1 %
Total100 %100 %
The table above reflects both netting agreements and collateral that we consider when determining credit risk.

153
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Other Credit Exposures. We are exposed to credit risk from our receivables from brokers, dealers and clearing organizations and customers and counterparties, as well as a term deposit with First Republic. Receivables from brokers, dealers and clearing organizations primarily consist of initial margin placed with clearing organizations and receivables related to sales of securities which have traded, but not yet settled. These receivables generally have minimal credit risk due to the low probability of clearing organization default and the short-term nature of receivables related to securities settlements. Receivables from customers and counterparties generally consist of collateralized receivables related to customer securities transactions and generally have minimal credit risk due to both the value of the collateral received and the short-term nature of these receivables.
The table below presents our other credit exposures and the concentration by industry, region and internally determined public rating agency equivalents.
As of
March
December
$ in millions20232022
Other Credit Exposures$53,624 $48,916 
Industry
Financial Institutions77 %80 %
Funds15 %12 %
Other (including Special Purpose Vehicles)8 %%
Total100 %100 %
Region
Americas41 %41 %
EMEA48 %49 %
Asia11 %10 %
Total100 %100 %
Credit Quality (Credit Rating Equivalent)
AAA5 %%
AA39 %32 %
A28 %33 %
BBB8 %10 %
BB or lower18 %16 %
Unrated2 %%
Total100 %100 %
The table above reflects collateral that we consider when determining credit risk.
Selected Exposures
We have credit and market exposures, as described below, that have had heightened focus given recent events and broad market concerns. Credit exposure represents the potential for loss due to the default or deterioration in credit quality of a counterparty or borrower. Market exposure represents the potential for loss in value of our long and short positions due to changes in market prices.


Country Exposures. The Russian invasion of Ukraine has negatively affected the global economy and resulted in significant disruptions in financial markets and increased macroeconomic uncertainty. The extent and duration of the war, sanctions and resulting market disruptions, as well as the potential adverse consequences for our business, liquidity and results of operations, are difficult to predict. Our senior management, risk committees and the Board receive regular briefings from our independent risk oversight and control functions, including our chief risk officer, on Russian and Ukrainian exposures, as well as other relevant risk metrics. We have significantly reduced our exposure to Russia and Ukraine and have curtailed our operations in Russia to those necessary to meet our legal and regulatory obligations. The overall direct financial impact to our net revenues for the first quarter of 2023 from Russian and Ukrainian counterparties, borrowers, issuers and related instruments was not material. We have established a firmwide working group to identify and assess the operational risk associated with complying with economic sanctions and restrictions as a result of this invasion. In addition, to mitigate the risk of increased cyber attacks, we liaise with government agencies in order to update our monitoring processes with the latest information.
Our total credit exposure to Russian or Ukrainian counterparties or borrowers and our total market exposure relating to Russian or Ukrainian issuers was not material as of March 2023. See “Risk Factors” in Part I, Item 1A of the 2022 Form 10-K for further information about our risks related to Russia’s invasion of Ukraine.
In addition, economic and/or political uncertainties in Argentina, Ethiopia, Ghana, Lebanon, Pakistan, Sri Lanka and Venezuela have led to concerns about their financial stability. Our credit exposure to counterparties or borrowers and our market exposure to issuers relating to each of these countries was not material as of March 2023.
We have a comprehensive framework to monitor, measure and assess our country exposures and to determine our risk appetite. We determine the country of risk by the location of the counterparty, issuer’s assets, where they generate revenue, the country in which they are headquartered, the jurisdiction where a claim against them could be enforced, and/or the government whose policies affect their ability to repay their obligations. We monitor our credit exposure to a specific country both at the individual counterparty level, as well as at the aggregate country level. See “Stress Tests” for information about stress tests that are designed to estimate the direct and indirect impact of events involving the above countries.




Goldman Sachs March 2023 Form 10-Q
154

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Operational Risk Management
Overview
Operational risk is the risk of an adverse outcome resulting from inadequate or failed internal processes, people, systems or from external events. Our exposure to operational risk arises from routine processing errors, as well as extraordinary incidents, such as major systems failures or legal and regulatory matters.
Potential types of loss events related to internal and external operational risk include:
Execution, delivery and process management;
Business disruption and system failures;
Employment practices and workplace safety;
Clients, products and business practices;
Damage to physical assets;
Internal fraud; and
External fraud.
Operational Risk, which is independent of our revenue-producing units and reports to our chief risk officer, has primary responsibility for developing and implementing a formalized framework for assessing, monitoring and managing operational risk with the goal of maintaining our exposure to operational risk at levels that are within our risk appetite.
Operational Risk Management Process
Our process for managing operational risk includes the critical components of our risk management framework described in the “Overview and Structure of Risk Management,” including a comprehensive data collection process, as well as firmwide policies and procedures, for operational risk events.
We combine top-down and bottom-up approaches to manage and measure operational risk. From a top-down perspective, our senior management assesses firmwide and business-level operational risk profiles. From a bottom-up perspective, our first and second lines of defense are responsible for risk identification and risk management on a day-to-day basis, including escalating operational risks and risk events to senior management.
We maintain a comprehensive control framework designed to provide a well-controlled environment to minimize operational risks. The Firmwide Operational Risk and Resilience Committee is responsible for overseeing operational risk, and for ensuring the operational resilience of our business.


Our operational risk management framework is designed to comply with the operational risk measurement rules under the Capital Framework and has evolved based on the changing needs of our businesses and regulatory guidance.
We have established policies that require all employees and consultants to report and escalate operational risk events. When operational risk events are identified, our policies require that the events be documented and analyzed to determine whether changes are required in our systems and/or processes to further mitigate the risk of future events.
We use operational risk management applications to capture, analyze, aggregate and report operational risk event data and key metrics. One of our key risk identification and control assessment tools is an operational risk and control self-assessment process, which is performed by our managers. This process consists of the identification and rating of operational risks, on a forward-looking basis, and the related controls. The results from this process are analyzed to evaluate operational risk exposures and identify businesses, activities or products with heightened levels of operational risk.
Risk Measurement
We measure our operational risk exposure using both statistical modeling and scenario analyses, which involve qualitative and quantitative assessments of internal and external operational risk event data and internal control factors for each of our businesses. Operational risk measurement also incorporates an assessment of business environment factors, including:
Evaluations of the complexity of our business activities;
The degree of automation in our processes;
New activity information;
The legal and regulatory environment; and
Changes in the markets for our products and services, including the diversity and sophistication of our customers and counterparties.
The results from these scenario analyses are used to monitor changes in operational risk and to determine business lines that may have heightened exposure to operational risk. These analyses are used in the determination of the appropriate level of operational risk capital to hold. We also perform firmwide stress tests. See “Overview and Structure of Risk Management” for information about firmwide stress tests.

155
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Types of Operational Risks
Increased reliance on technology and third-party relationships has resulted in increased operational risks, such as information and cybersecurity risk, third-party risk and business resilience risk. We manage those risks as follows:
Information and Cybersecurity Risk. Information and cybersecurity risk is the risk of compromising the confidentiality, integrity or availability of our data and systems, leading to an adverse impact to us, our reputation, our clients and/or the broader financial system. We seek to minimize the occurrence and impact of unauthorized access, disruption or use of information and/or information systems. We deploy and operate preventive and detective controls and processes to mitigate emerging and evolving information security and cybersecurity threats, including monitoring our network for known vulnerabilities and signs of unauthorized attempts to access our data and systems. There is increased information risk through diversification of our data across external service providers, including use of a variety of cloud-provided or -hosted services and applications. See “Risk Factors” in Part I, Item 1A of the 2022 Form 10-K for further information about information and cybersecurity risk.
Third-Party Risk. Third-party risk, including vendor risk, is the risk of an adverse impact due to reliance on third parties performing services or activities on our behalf. These risks may include legal, regulatory, information security, reputational, operational or any other risks inherent in engaging a third party. We identify, manage and report key third-party risks and conduct due diligence across multiple risk domains, including information security and cybersecurity, resilience and additional supply chain dependencies. The Third-Party Risk Program monitors, reviews and reassesses third-party risks on an ongoing basis. See “Risk Factors” in Part I, Item 1A of the 2022 Form 10-K for further information about third-party risk.

Business Resilience Risk. Business resilience risk is the risk of disruption to our critical processes. We monitor threats and assess risks and seek to ensure our state of readiness in the event of a significant operational disruption to the normal operations of our critical functions or their dependencies, such as critical facilities, systems, third parties, data and/or personnel. Our resilience framework defines the fundamental principles for business continuity planning (BCP) and crisis management to ensure that critical functions can continue to operate in the event of a disruption. The business continuity program is comprehensive, consistent on a firmwide basis, and up-to-date, incorporating new information, including updated resilience capabilities as and when they become available. Our resilience assurance program encompasses testing of response and recovery strategies on a regular basis with the objective of minimizing and preventing significant operational disruptions. See “Business — Business Continuity and Information Security” in Part I, Item 1 of the 2022 Form 10-K for further information about business continuity.
Model Risk Management
Overview
Model risk is the potential for adverse consequences from decisions made based on model outputs that may be incorrect or used inappropriately. We rely on quantitative models across our business activities primarily to value certain financial assets and liabilities, to monitor and manage our risk, and to measure and monitor our regulatory capital.
Model Risk, which is independent of our revenue-producing units, model developers, model owners and model users, and reports to our chief risk officer, has primary responsibility for assessing, monitoring and managing our model risk through firmwide oversight across our global businesses, and provides periodic updates to senior management, risk committees and the Risk Committee of the Board.
Our model risk management framework is managed through a governance structure and risk management controls, which encompass standards designed to ensure we maintain a comprehensive model inventory, including risk assessment and classification, sound model development practices, independent review and model-specific usage controls. The Firmwide Model Risk Control Committee oversees our model risk management framework.

Goldman Sachs March 2023 Form 10-Q
156

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Model Review and Validation Process
Model Risk consists of quantitative professionals who perform an independent review, validation and approval of our models. This review includes an analysis of the model documentation, independent testing, an assessment of the appropriateness of the methodology used, and verification of compliance with model development and implementation standards.
We regularly refine and enhance our models to reflect changes in market or economic conditions and our business mix. All models are reviewed on an annual basis, and new models or significant changes to existing models and their assumptions are approved prior to implementation.
The model validation process incorporates a review of models and trade and risk parameters across a broad range of scenarios (including extreme conditions) in order to critically evaluate and verify:
The model’s conceptual soundness, including the reasonableness of model assumptions, and suitability for intended use;
The testing strategy utilized by the model developers to ensure that the models function as intended;
The suitability of the calculation techniques incorporated in the model;
The model’s accuracy in reflecting the characteristics of the related product and its significant risks;
The model’s consistency with models for similar products; and
The model’s sensitivity to input parameters and assumptions.
See “Critical Accounting Policies — Fair Value — Review of Valuation Models,” “Liquidity Risk Management,” “Market Risk Management,” “Credit Risk Management” and “Operational Risk Management” for further information about our use of models within these areas.

Other Risk Management
In addition to the areas of risks discussed above, we also manage other risks, including capital, climate, compliance and conflicts. These areas of risks are discussed below.

Capital Risk Management
Capital risk is the risk that our capital is insufficient to support our business activities under normal and stressed market conditions or we face capital reductions or RWA increases, including from new or revised rules or changes in interpretations of existing rules, and are therefore unable to meet our internal capital targets or external regulatory capital requirements. Capital adequacy is of critical importance to us. Accordingly, we have in place a comprehensive capital management policy that provides a framework, defines objectives and establishes guidelines to maintain an appropriate level and composition of capital in both business-as-usual and stressed conditions. Our capital management framework is designed to provide us with the information needed to identify and comprehensively manage risk, and develop and apply projected stress scenarios that capture idiosyncratic vulnerabilities with a goal of holding sufficient capital to remain adequately capitalized even after experiencing a severe stress event. See “Capital Management and Regulatory Capital” for further information about our capital management process.
We have established a comprehensive governance structure to manage and oversee our day-to-day capital management activities and to ensure compliance with capital rules and related policies. Our capital management activities are overseen by the Board and its committees. The Board is responsible for approving our annual capital plan and the Risk Committee of the Board approves our capital management policy, which details the risk committees and members of senior management who are responsible for the ongoing monitoring of our capital adequacy and evaluation of current and future regulatory capital requirements, the review of the results of our capital planning and stress tests processes, and the results of our capital models. In addition, our risk committees and senior management are responsible for the review of our contingency capital plan, key capital adequacy metrics, including regulatory capital ratios, and capital plan metrics, such as the payout ratio, as well as monitoring capital targets and potential breaches of capital requirements.
Our process for managing capital risk also includes independent review by Risk that, among other things, assesses regulatory capital policies and related interpretations, escalates certain interpretations to senior management and/or the appropriate risk committee, and performs calculation testing to corroborate alignment with applicable capital rules.
Climate Risk Management
We categorize climate risk into physical risk and transition risk. Physical risk is the risk that asset values may decline or operations may be disrupted as a result of changes in the climate, while transition risk is the risk that asset values may decline because of changes in climate policies or changes in the underlying economy due to decarbonization.
157
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
As a global financial institution, climate-related risks manifest in different ways across our businesses. We have continued to make significant enhancements to our climate risk management framework, including steps to further integrate climate risk into our broader risk management processes. We have integrated oversight of climate-related risks into our risk management governance structure, from senior management to our Board and its committees, including the Risk and Public Responsibilities Committees. The Risk Committee of the Board oversees firmwide financial and nonfinancial risks, which include climate risk, and, as part of its oversight, receives updates on our risk management approach to climate risk, including our approaches towards scenario analysis and integration into existing risk management processes. The Public Responsibilities Committee of the Board assists the Board in its oversight of our firmwide sustainability strategy and sustainability issues affecting us, including with respect to climate change. As part of its oversight, the Public Responsibilities Committee receives periodic updates on our sustainability strategy, and also periodically reviews our governance and related policies and processes for sustainability and climate change-related risks. Senior management within Risk, in conjunction with senior management in both our revenue-producing units and our other independent risk oversight and control functions, is responsible for the development of our climate risk program.
We have begun incorporating climate risk into our credit evaluation and underwriting processes for select industries. Climate risk factors are now evaluated as part of transaction due diligence for select loan commitments.
See “Business — Sustainability” in Part I, Item 1 and “Risk Factors” in Part I, Item 1A of the 2022 Form 10-K for information about our sustainability initiatives, including in relation to climate transition.
Compliance Risk Management
Compliance risk is the risk of legal or regulatory sanctions, material financial loss or damage to our reputation arising from our failure to comply with the requirements of applicable laws, rules and regulations, and our internal policies and procedures. Compliance risk is inherent in all activities through which we conduct our businesses. Our Compliance Risk Management Program, administered by Compliance, assesses our compliance, regulatory and reputational risk; monitors for compliance with new or amended laws, rules and regulations; designs and implements controls, policies, procedures and training; conducts independent testing; investigates, surveils and monitors for compliance risks and breaches; and leads our responses to regulatory examinations, audits and inquiries. We monitor and review business practices to assess whether they meet or exceed minimum regulatory and legal standards in all markets and jurisdictions in which we conduct business.
Conflicts Management
Conflicts of interest and our approach to dealing with them are fundamental to our client relationships, our reputation and our long-term success. The term “conflict of interest” does not have a universally accepted meaning, and conflicts can arise in many forms within a business or between businesses. The responsibility for identifying potential conflicts, as well as complying with our policies and procedures, is shared by all of our employees.
We have a multilayered approach to resolving conflicts and addressing reputational risk. Our senior management oversees policies related to conflicts resolution and, in conjunction with Conflicts Resolution, Legal and Compliance, and internal committees, formulates policies, standards and principles, and assists in making judgments regarding the appropriate resolution of particular conflicts. Resolving potential conflicts necessarily depends on the facts and circumstances of a particular situation and the application of experienced and informed judgment.
As a general matter, Conflicts Resolution reviews financing and advisory assignments in Global Banking & Markets and certain of our investing, lending and other activities. In addition, we have various transaction oversight committees, such as the Firmwide Capital, Commitments and Suitability Committees and other committees that also review new underwritings, loans, investments and structured products. These groups and committees work with internal and external counsel and Compliance to evaluate and address any actual or potential conflicts. The head of Conflicts Resolution reports to our chief legal officer, who reports to our chief executive officer.
We regularly assess our policies and procedures that address conflicts of interest in an effort to conduct our business in accordance with the highest ethical standards and in compliance with all applicable laws, rules and regulations.
For further information about our risk management processes, see “Overview and Structure of Risk Management” and “Risk Factors” in Part I, Item 1A of the 2022 Form 10-K.










Goldman Sachs March 2023 Form 10-Q
158

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Available Information
Our internet address is www.goldmansachs.com and the investor relations section of our website is located at www.goldmansachs.com/investor-relations, where we make available, free of charge, our annual reports on Form 10-K, quarterly reports on Form 10-Q and current reports on Form 8-K and amendments to those reports filed or furnished pursuant to Section 13(a) or 15(d) of the Exchange Act, as well as proxy statements, as soon as reasonably practicable after we electronically file such material with, or furnish it to, the SEC. Also posted on our website, and available in print upon request of any shareholder to our Investor Relations Department (Investor Relations), are our certificate of incorporation and by-laws, charters for our Audit, Risk, Compensation, Corporate Governance and Nominating, and Public Responsibilities Committees, our Policy Regarding Director Independence Determinations, our Policy on Reporting of Concerns Regarding Accounting and Other Matters, our Corporate Governance Guidelines and our Code of Business Conduct and Ethics governing our directors, officers and employees. Within the time period required by the SEC, we will post on our website any amendment to the Code of Business Conduct and Ethics and any waiver applicable to any executive officer, director or senior financial officer.
Our website also includes information about (i) purchases and sales of our equity securities by our executive officers and directors; (ii) disclosure relating to certain non-GAAP financial measures (as defined in the SEC’s Regulation G) that we may make public orally, telephonically, by webcast, by broadcast or by other means; (iii) our DFAST results; (iv) the public portion of our resolution plan submission; (v) our Pillar 3 disclosure; (vi) our average daily LCR; (vii) our People Strategy Report; (viii) our Sustainability Report; and (ix) our Task Force on Climate-Related Financial Disclosures (TCFD) Report.

Investor Relations can be contacted at The Goldman Sachs Group, Inc., 200 West Street, 29th Floor, New York, New York 10282, Attn: Investor Relations, telephone: 212-902-0300, e-mail: gs-investor-relations@gs.com. We use the following, as well as other social media channels, to disclose public information to investors, the media and others:
Our website (www.goldmansachs.com);
Our Twitter account (twitter.com/GoldmanSachs); and
Our Instagram account (instagram.com/GoldmanSachs).
Our officers may use similar social media channels to disclose public information. It is possible that certain information we or our officers post on our website and on social media could be deemed material, and we encourage investors, the media and others interested in Goldman Sachs to review the business and financial information we or our officers post on our website and on the social media channels identified above. The information on our website and those social media channels is not incorporated by reference into this Form 10-Q.
Forward-Looking Statements
We have included in this Form 10-Q, and our management may make, statements that may constitute “forward-looking statements” within the meaning of the safe harbor provisions of the U.S. Private Securities Litigation Reform Act of 1995. Forward-looking statements are not historical facts or statements of current conditions, but instead represent only our beliefs regarding future events, many of which, by their nature, are inherently uncertain and outside our control.
By identifying these statements for you in this manner, we are alerting you to the possibility that our actual results, financial condition, liquidity and capital actions may differ, possibly materially, from the anticipated results, financial condition, liquidity and capital actions in these forward-looking statements. Important factors that could cause our results, financial condition, liquidity and capital actions to differ from those in these statements include, among others, those described below and in “Risk Factors” in Part I, Item 1A of the 2022 Form 10-K.
159
Goldman Sachs March 2023 Form 10-Q

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
These statements may relate to, among other things, (i) our future plans and results, including our target ROE, ROTE, efficiency ratio, CET1 capital ratio and firmwide AUS inflows, and how they can be achieved, (ii) trends in or growth opportunities for our businesses, including the timing, costs, profitability, benefits and other aspects of business and strategic initiatives and their impact on our efficiency ratio, (iii) our level of future compensation expense, including as a percentage of both operating expenses and revenues, net of provision for credit losses, (iv) our Investment banking fees backlog and future results, (v) our expected interest income and interest expense, (vi) our expense savings and strategic locations initiatives, (vii) expenses we may incur, including future litigation expense and expenses from investing in our platform solutions business, (viii) the projected growth of our deposits and other funding, asset liability management and funding strategies and related interest expense savings, (ix) our business initiatives, including transaction banking and new products in our consumer platforms business, (x) our planned 2023 benchmark debt issuances, (xi) the amount, composition and location of GCLA we expect to hold, (xii) our credit exposures, (xiii) our expected provisions for credit losses, (xiv) the adequacy of our allowance for credit losses, (xv) the projected growth of our platform solutions business, (xvi) the objectives and effectiveness of our BCP, information security program, risk management and liquidity policies, (xvii) our resolution plan and strategy and their implications for stakeholders, (xviii) the design and effectiveness of our resolution capital and liquidity models and triggers and alerts framework, (xix) the results of stress tests, the effect of changes to regulations, and our future status, activities or reporting under banking and financial regulation, (xx) our expected tax rate, (xxi) the future state of our liquidity and regulatory capital ratios, and our prospective capital distributions (including dividends and repurchases), (xxii) our expected SCB and G-SIB surcharge, (xxiii) legal proceedings, governmental investigations or other contingencies, (xxiv) the asset recovery guarantee and our remediation activities related to our 1Malaysia Development Berhad (1MDB) settlements, (xxv) the replacement of Interbank Offered Rates and our transition to alternative risk-free reference rates, (xxvi) the impact of the COVID-19 pandemic on our business, results, financial position and liquidity, (xxvii) the effectiveness of our management of our human capital, including our diversity goals, (xxviii) our sustainability and carbon neutrality targets and goals, (xxix) future inflation, (xxx) the impact of Russia’s invasion of Ukraine and related sanctions and other developments on our business, results and financial position, (xxxi) our ability to sell, and the terms of any proposed sale of, GreenSky or Marcus loans and (xxxii) the timing of the profitability of Platform Solutions.
Statements about our target ROE, ROTE, efficiency ratio and expense savings, and how they can be achieved, are based on our current expectations regarding our business prospects and are subject to the risk that we may be unable to achieve our targets due to, among other things, changes in our business mix, lower profitability of new business initiatives, increases in technology and other costs to launch and bring new business initiatives to scale, and increases in liquidity requirements.
Statements about our target ROE, ROTE and CET1 capital ratio, and how they can be achieved, are based on our current expectations regarding the capital requirements applicable to us and are subject to the risk that our actual capital requirements may be higher than currently anticipated because of, among other factors, changes in the regulatory capital requirements applicable to us resulting from changes in regulations or the interpretation or application of existing regulations or changes in the nature and composition of our activities. Statements about our firmwide AUS inflows targets are based on our current expectations regarding our fundraising prospects and are subject to the risk that actual inflows may be lower than expected due to, among other factors, competition from other asset managers, changes in investment preferences and changes in economic or market conditions.
Statements about the timing, costs, profitability, benefits and other aspects of business and expense savings initiatives, the level and composition of more durable revenues and increases in market share are based on our current expectations regarding our ability to implement these initiatives and actual results may differ, possibly materially, from current expectations due to, among other things, a delay in the timing of these initiatives, increased competition and an inability to reduce expenses and grow businesses with durable revenues.
Statements about the level of future compensation expense, including as a percentage of both operating expenses and revenues, net of provision for credit losses, and our efficiency ratio as our platform solutions business reaches scale and profitability are subject to the risks that the compensation and other costs to operate our businesses, including platform initiatives, may be greater than currently expected.

Goldman Sachs March 2023 Form 10-Q
160

THE GOLDMAN SACHS GROUP, INC. AND SUBSIDIARIES
Management’s Discussion and Analysis
Statements about our Investment banking fees backlog and future results are subject to the risk that such transactions may be modified or may not be completed at all, and related net revenues may not be realized or may be materially less than expected. Important factors that could have such a result include, for underwriting transactions, a decline or weakness in general economic conditions, an outbreak or worsening of hostilities, including the escalation or continuation of the war between Russia and Ukraine, continuing volatility in the securities markets or an adverse development with respect to the issuer of the securities and, for advisory transactions, a decline in the securities markets, an inability to obtain adequate financing, an adverse development with respect to a party to the transaction or a failure to obtain a required regulatory approval. For information about other important factors that could adversely affect our Investment banking fees, see “Risk Factors” in Part I, Item 1A of the 2022 Form 10-K.
Statements about the projected growth of our deposits and other funding, asset liability management and funding strategies and related interest expense savings, and our platform solutions business, are subject to the risk that actual growth, savings and profitability may differ, possibly materially, from that currently anticipated due to, among other things, changes in interest rates and competition from other similar products.
Statements about planned 2023 benchmark debt issuances and the amount, composition and location of GCLA we expect to hold are subject to the risk that actual issuances and GCLA levels may differ, possibly materially, from that currently expected due to changes in market conditions, business opportunities or our funding and projected liquidity needs.
Statements about our expected provisions for credit losses are subject to the risk that actual credit losses may differ and our expectations may change, possibly materially, from that currently anticipated due to, among other things, changes to the composition of our loan portfolio and changes in the economic environment in future periods and our forecasts of future economic conditions, as well as changes in our models, policies and other management judgments.
Statements about our future effective income tax rate are subject to the risk that it may differ from the anticipated rate indicated in such statements, possibly materially, due to, among other things, changes in the tax rates applicable to us, changes in our earnings mix, our profitability and entities in which we generate profits, the assumptions we have made in forecasting our expected tax rate, the interpretation or application of existing tax statutes and regulations, as well as any corporate tax legislation that may be enacted or any guidance that may be issued by the U.S. Internal Revenue Service.

Statements about the future state of our liquidity and regulatory capital ratios (including our SCB and G-SIB surcharge), and our prospective capital distributions (including dividends and repurchases), are subject to the risk that our actual liquidity, regulatory capital ratios and capital distributions may differ, possibly materially, from what is currently expected due to, among other things, the need to use capital to support clients, increased regulatory requirements resulting from changes in regulations or the interpretation or application of existing regulations, results of applicable supervisory stress tests, changes to the composition of our balance sheet and the impact of taxes on share repurchases.
Statements about the risk exposure related to the asset recovery guarantee provided to the Government of Malaysia are subject to the risk that the actual value of, or credit received for, assets and proceeds from assets seized and returned to the Government of Malaysia may be less than currently anticipated. Statements about the progress or the status of remediation activities relating to 1MDB are based on our expectations regarding our current remediation plans. Accordingly, our ability to complete the remediation activities may change, possibly materially, from what is currently expected.
Statements about our objectives in management of our human capital, including our diversity goals, are based on our current expectations and are subject to the risk that we may not achieve these objectives and goals due to, among other things, competition in recruiting and attracting diverse candidates and unsuccessful efforts in retaining diverse employees.
Statements about our sustainability and carbon neutrality targets and goals are based on our current expectations and are subject to the risk that we may not achieve these targets and goals due to, among other things, global socio-demographic and economic trends, energy prices, lack of technological innovations, climate-related conditions and weather events, legislative and regulatory changes, consumer behavior and demand, and other unforeseen events or conditions.
Statements about future inflation are subject to the risk that actual inflation may differ, possibly materially, due to, among other things, changes in economic growth, unemployment or consumer demand.
Statements about the impact of Russia’s invasion of Ukraine and related sanctions and other developments on our business, results and financial position are subject to the risks that hostilities may escalate and expand, that sanctions may increase and that the actual impact may differ, possibly materially, from what is currently expected.
Statements about the proposed sales of GreenSky and Marcus loans are subject to the risks that buyers may not bid on these assets or bid at levels, or with terms, that are unacceptable to us, and that the performance of these activities may deteriorate as a result of the announced sales.

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Goldman Sachs March 2023 Form 10-Q


Item 3. Quantitative and Qualitative Disclosures About Market Risk
Quantitative and qualitative disclosures about market risk are set forth in “Management’s Discussion and Analysis of Financial Condition and Results of Operations — Risk Management” in Part I, Item 2 of this Form 10-Q.
Item 4. Controls and Procedures
As of the end of the period covered by this report, an evaluation was carried out by our management, with the participation of our Chief Executive Officer and Chief Financial Officer, of the effectiveness of our disclosure controls and procedures (as defined in Rule 13a-15(e) under the Exchange Act). Based on that evaluation, our Chief Executive Officer and Chief Financial Officer concluded that these disclosure controls and procedures were effective as of the end of the period covered by this report. In addition, no change in our internal control over financial reporting (as defined in Rule 13a-15(f) under the Exchange Act) occurred during the quarter ended March 2023 that has materially affected, or is reasonably likely to materially affect, our internal control over financial reporting.
PART II. OTHER INFORMATION
Item 1. Legal Proceedings
We are involved in a number of judicial, regulatory and arbitration proceedings concerning matters arising in connection with the conduct of our businesses. Many of these proceedings are in early stages, and many of these cases seek an indeterminate amount of damages. We have estimated the upper end of the range of reasonably possible aggregate loss for matters where we have been able to estimate a range and we believe, based on currently available information, that the results of matters where we have not been able to estimate a range of reasonably possible loss, in the aggregate, will not have a material adverse effect on our financial condition, but may be material to our operating results in a given period. Given the range of litigation and investigations presently under way, our litigation expenses may remain high. See “Management’s Discussion and Analysis of Financial Condition and Results of Operations — Use of Estimates” in Part I, Item 2 of this Form 10-Q. See Notes 18 and 27 to the consolidated financial statements in Part I, Item 1 of this Form 10-Q for information about our reasonably possible aggregate loss estimate and judicial, regulatory and legal proceedings.



Item 2. Unregistered Sales of Equity Securities and Use of Proceeds
The table below presents purchases made by or on behalf of Group Inc. or any “affiliated purchaser” (as defined in Rule 10b-18(a)(3) under the Exchange Act) of our common stock during the three months ended March 2023.
Total
Shares
Purchased
Average
Price Paid
Per Share
Total Shares
Purchased as
Part of a Publicly
Announced Program
Dollar Value of Remaining Authorized Repurchases ($ in millions)
January
2,915,709$350.20 2,915,616$28,979 
February
3,732,454$368.42 3,732,048$27,604 
March
429,083$349.58 429,083$27,454 
Total7,077,2467,076,747
In the table above, total shares purchased included 93 shares during January 2023 and 406 shares during February 2023 remitted to satisfy statutory withholding taxes on the delivery of equity-based awards.
In February 2023, our Board approved a new share repurchase program authorizing repurchases of up to $30 billion (in aggregate value and inclusive of shares repurchased in 2023) of our common stock. This program replaced our previous share repurchase program. The repurchase program is effected primarily through regular open-market purchases (which may include repurchase plans designed to comply with Rule 10b5-1 and accelerated share repurchases), the amounts and timing of which are determined primarily by our current and projected capital position, but which may also be influenced by general market conditions and the prevailing price and trading volumes of our common stock. The repurchase program has no set expiration or termination date.


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Item 6. Exhibits
Exhibits
101     Pursuant to Rules 405 and 406 of Regulation S-T, the following information is formatted in iXBRL (Inline eXtensible Business Reporting Language): (i) the Consolidated Statements of Earnings for the three months ended March 31, 2023 and March 31, 2022, (ii) the Consolidated Statements of Comprehensive Income for the three months ended March 31, 2023 and March 31, 2022, (iii) the Consolidated Balance Sheets as of March 31, 2023 and December 31, 2022, (iv) the Consolidated Statements of Changes in Shareholders’ Equity for the three months ended March 31, 2023 and March 31, 2022, (v) the Consolidated Statements of Cash Flows for the three months ended March 31, 2023 and March 31, 2022, (vi) the notes to the Consolidated Financial Statements and (vii) the cover page.
104    Cover Page Interactive Data File (formatted in iXBRL in Exhibit 101).






SIGNATURES
Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has duly caused this report to be signed on its behalf by the undersigned thereunto duly authorized.
THE GOLDMAN SACHS GROUP, INC.
By:/s/Denis P. Coleman III
Name:Denis P. Coleman III
Title:
Chief Financial Officer
(Principal Financial Officer)
Date:May 3, 2023
By:/s/Sheara J. Fredman
Name:Sheara J. Fredman
Title:
Chief Accounting Officer
(Principal Accounting Officer)
Date:May 3, 2023

163
Goldman Sachs March 2023 Form 10-Q