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MSCI Inc. - Quarter Report: 2023 March (Form 10-Q)

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UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549
___________________________________
FORM 10-Q
___________________________________
xQUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the quarterly period ended March 31, 2023
OR
oTRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the transition period from____________to____________
Commission file number 001-33812
________________________________________
msci-logo-resized.gif
MSCI INC.
(Exact Name of Registrant as Specified in its Charter)
________________________________________
Delaware13-4038723
(State or other jurisdiction of
Incorporation or Organization)
(I.R.S. Employer
Identification Number)
7 World Trade Center
250 Greenwich Street, 49th Floor
New York, New York
10007
(Address of Principal Executive Offices)(Zip Code)
Registrant’s telephone number, including area code: (212) 804-3900
Securities registered pursuant to Section 12(b) of the Act:
Title of each classTrading Symbol(s)Name of each exchange on which registered
Common stock, par value $0.01 per shareMSCINew York Stock Exchange
________________________________________
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  x  No  o
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  x  No  o
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 filerxAccelerated filero
Non-accelerated fileroSmaller reporting companyo
Emerging growth companyo
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. o
Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act). Yes No x
As of April 18, 2023, there were 80,063,402 shares of the registrant’s common stock, par value $0.01, outstanding.


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FOR THE QUARTER ENDED MARCH 31, 2023
TABLE OF CONTENTS
Page
Item 6.
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AVAILABLE INFORMATION
Our corporate headquarters is located at 7 World Trade Center, 250 Greenwich Street, 49th Floor, New York, New York, 10007, and our telephone number is (212) 804-3900. We maintain a website on the internet at www.msci.com. The contents of our website are not a part of or incorporated by reference in this Quarterly Report on Form 10-Q.
We file annual, quarterly and current reports, proxy statements and other information with the Securities and Exchange Commission (the “SEC”). The SEC maintains a website that contains reports, proxy and information statements and other information that we file electronically with the SEC at www.sec.gov. We also make available free of charge, on or through our website, these reports, proxy statements and other information as soon as reasonably practicable following the time they are electronically filed with or furnished to the SEC. To access these, click on the “SEC Filings” link under the “Financial Information” tab found on our Investor Relations homepage (http://ir.msci.com).
We also use our Investor Relations homepage, Corporate Responsibility homepage and corporate Twitter account (@MSCI_Inc) as channels of distribution of Company information. The information we post through these channels may be deemed material.
Accordingly, investors should monitor these channels, in addition to following our press releases, SEC filings and public conference calls and webcasts. In addition, you may automatically receive email alerts and other information about us when you enroll your email address by visiting the “Email Alerts” section of our Investor Relations homepage at https://ir.msci.com/email-alerts. The contents of our website, including our Investor Relations homepage and Corporate Responsibility homepage, and our social media channels are not, however, a part of or incorporated by reference in this Quarterly Report on Form 10-Q.
FORWARD-LOOKING STATEMENTS
We have included in this Quarterly Report on Form 10-Q, and from time to time may make in our public filings, press releases or other public statements, certain statements that constitute forward-looking statements. In addition, our management may make forward-looking statements to analysts, investors, representatives of the media and others. These forward-looking statements are not historical facts and represent only MSCI’s beliefs regarding future events, many of which, by their nature, are inherently uncertain and beyond our control. These forward-looking statements involve known and unknown risks, uncertainties and other factors that may
cause our actual results, levels of activity, performance or achievements to be materially different from any future results, levels of
activity, performance or achievements expressed or implied by these statements.
In some cases, you can identify forward-looking statements by the use of words such as “may,” “could,” “expect,” “intend,” “plan,” “seek,” “anticipate,” “believe,” “estimate,” “predict,” “potential” or “continue,” or the negative of these terms or other comparable terminology. Statements concerning our financial position, business strategy and plans or objectives for future operations are forward-looking statements. You should not place undue reliance on forward-looking statements because they involve known and unknown risks, uncertainties and other factors that are, in some cases, beyond our control and that could materially affect our actual results, levels of activity, performance or achievements. Such risks and uncertainties include those set forth under “Risk Factors” in Part I, Item 1A of the 2022 Annual Report on Form 10-K filed with the SEC on February 10, 2023. If any of these risks or uncertainties materialize, or if MSCI’s underlying assumptions prove to be incorrect, actual results may vary significantly from what MSCI projected. Any forward-looking statement reflects our current views with respect to future events, levels of activity, performance or achievements and is subject to these and other risks, uncertainties and assumptions relating to our operations, results of operations, growth strategy and liquidity. The forward-looking statements in this report speak only as of the time they are made and do not necessarily reflect our outlook at any other point in time. MSCI assumes no obligation to publicly update or revise these forward-looking statements for any reason, whether as a result of new information, future events, or otherwise, except as required by law. Therefore, readers should carefully review the risk factors set forth in the Annual Report on Form 10-K and in other reports or documents we file from time to time with the SEC.
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PART I – FINANCIAL INFORMATION
Item 1.    Financial Statements
MSCI INC.
CONDENSED CONSOLIDATED STATEMENTS OF FINANCIAL CONDITION
(in thousands, except per share and share data)
As of
March 31,December 31,
(unaudited) 20232022
ASSETS
Current assets:
Cash and cash equivalents (includes restricted cash of $3,871 and $368 at March 31, 2023
   and December 31, 2022, respectively)
$1,080,608 $993,564 
Accounts receivable, net of allowances641,584 663,236 
Prepaid income taxes33,487 36,654 
Prepaid and other assets54,888 54,520 
Total current assets1,810,567 1,747,974 
Property, equipment and leasehold improvements, net 58,839 53,853 
Right of use assets 125,596 126,584 
Goodwill2,231,037 2,229,670 
Intangible assets, net 551,012 558,517 
Equity method investment211,924 214,389 
Deferred tax assets28,857 29,207 
Other non-current assets40,868 37,341 
Total assets$5,058,700 $4,997,535 
LIABILITIES AND SHAREHOLDERS’ EQUITY (DEFICIT)
Current liabilities:
Accounts payable$10,746 $15,039 
Income taxes payable27,481 8,058 
Accrued compensation and related benefits75,553 182,370 
Current portion of long-term debt8,715 8,713 
Other accrued liabilities165,840 153,461 
Deferred revenue920,255 882,886 
Total current liabilities1,208,590 1,250,527 
Long-term debt4,502,176 4,503,233 
Long-term operating lease liabilities130,571 131,575 
Deferred tax liabilities27,433 29,098 
Other non-current liabilities91,294 91,027 
Total liabilities5,960,064 6,005,460 
Commitments and Contingencies (see Note 7)
Shareholders’ equity (deficit):
Preferred stock (par value $0.01, 100,000,000 shares authorized; no shares issued)
— — 
Common stock (par value $0.01; 750,000,000 common shares authorized; 133,804,962
   and 133,623,005 common shares issued and 80,063,044 and 79,959,989 common
   shares outstanding at March 31, 2023 and December 31, 2022, respectively)
1,338 1,336 
Treasury shares, at cost (53,741,918 and 53,663,016 common shares held at March 31, 2023 and December 31, 2022, respectively)
(5,982,106)(5,938,116)
Additional paid in capital1,536,906 1,515,874 
Retained earnings3,599,934 3,473,192 
Accumulated other comprehensive loss(57,436)(60,211)
Total shareholders’ equity (deficit)(901,364)(1,007,925)
Total liabilities and shareholders’ equity (deficit)$5,058,700 $4,997,535 
See Notes to Condensed Consolidated Financial Statements (Unaudited)
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MSCI INC.
CONDENSED CONSOLIDATED STATEMENTS OF INCOME
(in thousands, except per share data)
Three Months Ended
March 31,
(unaudited) 20232022
Operating revenues$592,218 $559,945 
Operating expenses:
Cost of revenues (exclusive of depreciation and amortization)108,647 102,771 
Selling and marketing66,475 66,053 
Research and development31,323 28,322 
General and administrative41,044 45,567 
Amortization of intangible assets24,667 21,720 
Depreciation and amortization of property, equipment and
   leasehold improvements
5,460 6,534 
Total operating expenses277,616 270,967 
Operating income314,602 288,978 
Interest income(10,362)(298)
Interest expense46,206 40,714 
Other expense (income)2,386 (381)
Other expense (income), net38,230 40,035 
Income before provision for income taxes276,372 248,943 
Provision for income taxes37,644 20,520 
Net income$238,728 $228,423 
Earnings per share:
Basic$2.98 $2.80 
Diluted$2.97 $2.78 
Weighted average shares outstanding:
Basic80,04181,591
Diluted80,48282,286
See Notes to Condensed Consolidated Financial Statements (Unaudited)
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MSCI INC.
CONDENSED CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME
(in thousands)
Three Months Ended
March 31,
(unaudited) 20232022
Net income$238,728 $228,423 
Other comprehensive income (loss):
Foreign currency translation adjustments4,362 (2,950)
Income tax effect(1,108)862 
Foreign currency translation adjustments, net3,254 (2,088)
Pension and other post-retirement adjustments(513)110 
Income tax effect34 (44)
Pension and other post-retirement adjustments, net(479)66 
Other comprehensive (loss) income, net of tax2,775 (2,022)
Comprehensive income$241,503 $226,401 
See Notes to Condensed Consolidated Financial Statements (Unaudited)
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MSCI INC.
CONDENSED CONSOLIDATED STATEMENTS OF SHAREHOLDERS’ EQUITY (DEFICIT)
(in thousands)
(unaudited) Common
Stock
Treasury
Stock
Additional
Paid in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income (Loss)
Total
Balance at December 31, 2022
$1,336 $(5,938,116)$1,515,874 $3,473,192 $(60,211)$(1,007,925)
Net income238,728 238,728 
Dividends declared ($1.38 per common share)
(111,986)(111,986)
Dividends paid in shares44 44 
Other comprehensive income (loss), net of tax2,775 2,775 
Common stock issued
Shares withheld for tax withholding(43,960)(43,960)
Compensation payable in common stock20,988 20,988 
Common stock repurchased and held in treasury— 
Common stock issued to Directors and
   (held in)/released from treasury
(30)(30)
Balance at March 31, 2023
$1,338 $(5,982,106)$1,536,906 $3,599,934 $(57,436)$(901,364)
Balance at December 31, 2021
$1,332 $(4,540,144)$1,457,623 $2,976,517 $(58,795)$(163,467)
Net income228,423 228,423 
Dividends declared ($1.04 per common share)
(87,280)(87,280)
Dividends paid in shares77 77 
Other comprehensive income (loss), net of tax(2,022)(2,022)
Common stock issued
Shares withheld for tax withholding(105,000)(105,000)
Compensation payable in common stock22,754 22,754 
Common stock repurchased and held in treasury(772,657)(772,657)
Common stock issued to Directors and
   (held in)/released from treasury
(21)(21)
Balance at March 31, 2022
$1,336 $(5,417,822)$1,480,454 $3,117,660 $(60,817)$(879,189)



See Notes to Condensed Consolidated Financial Statements (Unaudited)
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MSCI INC.
CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS
(in thousands)
Three Months Ended
March 31,
(unaudited) 20232022
Cash flows from operating activities
Net income$238,728 $228,423 
Adjustments to reconcile net income to net cash provided by operating activities:
Amortization of intangible assets24,667 21,720 
Stock-based compensation expense21,088 22,857 
Depreciation and amortization of property, equipment and leasehold improvements5,460 6,534 
Amortization of right of use assets5,782 6,292 
Amortization of debt origination fees1,264 1,403 
Deferred taxes(2,254)(12,961)
Other adjustments3,906 933 
Changes in assets and liabilities:
Accounts receivable22,489 70,417 
Prepaid income taxes3,396 (7,170)
Prepaid and other assets(1,194)3,062 
Other non-current assets(2,333)(5,005)
Accounts payable(6,327)(2,060)
Income taxes payable19,179 24,257 
Accrued compensation and related benefits(108,252)(135,148)
Other accrued liabilities8,305 15,161 
Deferred revenue34,427 10,932 
Long-term operating lease liabilities(5,047)(5,542)
Other non-current liabilities941 1,695 
Other(84)(1,616)
Net cash provided by operating activities264,141 244,184 
Cash flows from investing activities  
Capitalized software development costs(15,351)(14,084)
Capital expenditures(6,225)(1,254)
Other(186)28 
Net cash used in investing activities(21,762)(15,310)
Cash flows from financing activities
Payment of dividends(112,145)(87,769)
Repurchase of common stock held in treasury(43,960)(877,657)
Repayment of borrowings(2,188)(5,000)
Proceeds from borrowings, inclusive of premium— 5,000 
Payment of debt issuance costs in connection with debt— (559)
Payment of contingent consideration— (132)
Net cash (used in) provided by financing activities(158,293)(966,117)
Effect of exchange rate changes2,958 (4,891)
Net (decrease) increase in cash, cash equivalents and restricted cash87,044 (742,134)
Cash, cash equivalents and restricted cash, beginning of period993,564 1,421,449 
Cash, cash equivalents and restricted cash, end of period$1,080,608 $679,315 
Supplemental disclosure of cash flow information:
Cash paid for interest$33,803 $27,776 
Cash paid for income taxes, net of refunds received$18,965 $17,645 
Supplemental disclosure of non-cash investing activities
Property, equipment and leasehold improvements in other accrued liabilities$5,156 $6,118 
Supplemental disclosure of non-cash financing activities
Cash dividends declared, but not yet paid$511 $2,361 
See Notes to Condensed Consolidated Financial Statements (Unaudited)
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MSCI INC.
NOTES TO CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
(UNAUDITED)
1. INTRODUCTION AND BASIS OF PRESENTATION
MSCI Inc., together with its wholly owned subsidiaries (the “Company” or “MSCI”) is a leading provider of critical decision support tools and solutions for the global investment community. Our mission-critical offerings help investors address the challenges of a transforming investment landscape and power better investment decisions. Leveraging our knowledge of the global investment process and our expertise in research, data and technology, we enable our clients to understand and analyze key drivers of risk and return and confidently and efficiently build more effective portfolios. Our products and services include indexes; portfolio construction and risk management tools; environmental, social and governance (“ESG”) and climate solutions; and real estate market and transaction data and analysis.
Basis of Presentation and Use of Estimates
The accompanying unaudited condensed consolidated financial statements have been prepared in accordance with the instructions to Form 10-Q and Article 10 of Regulation S-X. Accordingly, they should be read in conjunction with the audited consolidated financial statements and notes included in our Annual Report on Form 10-K for the fiscal year ended December 31, 2022. If not materially different, certain note disclosures included therein have been omitted from these interim condensed consolidated financial statements.
In the opinion of management, all adjustments, which consist of normal recurring adjustments necessary for a fair statement of the interim consolidated financial statements, have been included. The results of operations for interim periods are not necessarily indicative of results for the entire year.
The Company’s unaudited condensed consolidated financial statements are prepared in accordance with GAAP. The Company makes certain estimates and judgments that can affect the reported amounts of assets and liabilities as of the date of the unaudited condensed consolidated financial statements, as well as the reported amounts of operating revenues and expenses during the periods presented. Significant estimates and judgments made by management include such examples as assessment of impairment of goodwill and intangible assets and income taxes. The Company believes that estimates used in the preparation of these unaudited condensed consolidated financial statements are reasonable; however, actual results could differ materially from these estimates. Inter-company balances and transactions are eliminated in consolidation.
Concentrations
For the three months ended March 31, 2023 and 2022, BlackRock, Inc. (“BlackRock”) accounted for 10.2% and 10.9% of the Company’s consolidated operating revenues, respectively. For the three months ended March 31, 2023 and 2022, BlackRock accounted for 17.4% and 18.0% of the Index segment’s operating revenues, respectively. No single customer represented 10.0% or more of operating revenues within the Analytics, ESG and Climate or All Other – Private Assets segments for the three months ended March 31, 2023 and 2022.
Restricted Cash
Restricted cash primarily relates to security deposits for certain operating leases that are legally restricted and unavailable for our general operations.
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Allowance for Credit Losses
Changes in the allowance for credit losses from December 31, 2021 to March 31, 2023 were as follows:
(in thousands) Amount
Balance as of December 31, 2021$2,337 
Addition (reduction) to credit loss expense910 
Write-offs, net of recoveries(595)
Balance as of December 31, 2022$2,652 
Addition (reduction) to credit loss expense320 
Write-offs, net of recoveries(191)
Balance as of March 31, 2023$2,781 
2. RECENT ACCOUNTING PRONOUNCEMENTS
There are no recently issued accounting standards updates that are currently expected to have a material impact on the Company.
3. REVENUE RECOGNITION
MSCI’s operating revenues are reported by product type, which generally reflects the timing of recognition. The Company’s operating revenue types are recurring subscriptions, asset-based fees and non-recurring revenues. The Company also disaggregates operating revenues by segment.
The tables that follow present the disaggregated operating revenues for the periods indicated:
For the Three Months Ended March 31, 2023
Segments
(in thousands)IndexAnalyticsESG and ClimateAll Other - Private AssetsTotal
Operating Revenue Types
Recurring subscriptions$196,678 $144,503 $65,732 $38,334 $445,247 
Asset-based fees133,126 — — — 133,126 
Non-recurring9,578 2,567 1,326 374 13,845 
Total$339,382 $147,070 $67,058 $38,708 $592,218 

For the Three Months Ended March 31, 2022
Segments
(in thousands)IndexAnalyticsESG and ClimateAll Other - Private AssetsTotal
Operating Revenue Types
Recurring subscriptions$174,498 $137,799 $50,572 $36,891 $399,760 
Asset-based fees145,053 — — — 145,053 
Non-recurring11,208 1,998 1,457 469 15,132 
Total$330,759 $139,797 $52,029 $37,360 $559,945 

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The tables that follow present the change in accounts receivable, net of allowances, and current deferred revenue between the dates indicated:
(in thousands) Accounts receivable, net of allowancesDeferred revenue
Opening (December 31, 2022)
$663,236 $882,886 
Closing (March 31, 2023)
641,584 920,255 
Increase/(decrease)$(21,652)$37,369 
(in thousands) Accounts receivable, net of allowancesDeferred revenue
Opening (December 31, 2021)
$664,511 $824,912 
Closing (March 31, 2022)
592,326 832,203 
Increase/(decrease)$(72,185)$7,291 
The amounts of revenues recognized in the periods that were included in the opening current deferred revenue, which reflects contract liability amounts, were $356.6 million and $339.7 million for the three months ended March 31, 2023 and 2022 respectively. The difference between the opening and closing balances of the Company’s deferred revenue was primarily driven by an increase in billings, partially offset by an increase in amortization of deferred revenue to operating revenues. As of March 31, 2023 and December 31, 2022, the Company carried a long-term deferred revenue balance of $30.0 million and $29.4 million, respectively, in “Other non-current liabilities” on the Unaudited Condensed Consolidated Statement of Financial Condition.
For contracts that have a duration of one year or less, the Company has not disclosed either the remaining performance obligation as of the end of the reporting period or when the Company expects to recognize the revenue. The remaining performance obligations for contracts that have a duration of greater than one year and the periods in which they are expected to be recognized are as follows:
As of
March 31,
(in thousands)2023
First 12-month period$673,206 
Second 12-month period408,154 
Third 12-month period188,184 
Periods thereafter126,279 
Total$1,395,823 
4. EARNINGS PER COMMON SHARE
Basic earnings per share (“EPS”) is computed by dividing net income by the weighted average number of common shares outstanding during the period. Diluted EPS reflects the assumed conversion of all dilutive securities, including, when applicable, restricted stock units (“RSUs”), performance stock units (“PSUs”) and performance stock options (“PSOs”).
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The following table presents the computation of basic and diluted EPS:
Three Months Ended
March 31,
(in thousands, except per share data)20232022
Net income$238,728 $228,423 
Basic weighted average common shares outstanding80,041 81,591 
Effect of dilutive securities:
PSUs, RSUs and PSOs441 695 
Diluted weighted average common shares outstanding80,482 82,286 
Earnings per common share:
Basic$2.98 $2.80 
Diluted$2.97 $2.78 
5. PROPERTY, EQUIPMENT AND LEASEHOLD IMPROVEMENTS, NET
Property, equipment and leasehold improvements, net consisted of the following as of the dates indicated:
As of
March 31,December 31,
(in thousands)20232022
Computer & related equipment$183,739 $181,710 
Furniture & fixtures14,429 14,078 
Leasehold improvements54,662 54,040 
Work-in-process9,409 2,373 
Subtotal262,239 252,201 
Accumulated depreciation and amortization(203,400)(198,348)
Property, equipment and leasehold improvements, net$58,839 $53,853 
Depreciation and amortization expense of property, equipment and leasehold improvements was $5.5 million and $6.5 million for the three months ended March 31, 2023 and 2022, respectively.
6. GOODWILL AND INTANGIBLE ASSETS, NET
Goodwill
The following table presents goodwill by reportable segment:
(in thousands)IndexAnalyticsESG and ClimateAll Other - Private AssetsTotal
Goodwill at December 31, 2022$1,201,622 $290,976 $48,047 $689,025 $2,229,670 
Foreign exchange translation adjustment846 — — 521 1,367 
Goodwill at March 31, 2023$1,202,468 $290,976 $48,047 $689,546 $2,231,037 
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Intangible Assets, Net
The following table presents the amount of amortization expense related to intangible assets by category for the periods indicated:
Three Months Ended
March 31,
(in thousands)20232022
Amortization expense of acquired intangible assets$15,831 $15,898 
Amortization expense of internally developed capitalized software8,836 5,822 
Total amortization of intangible assets expense$24,667 $21,720 
The gross carrying and accumulated amortization amounts related to the Company’s intangible assets were as follows:
As of
March 31,December 31,
(in thousands)20232022
Gross intangible assets:
Customer relationships$532,500 $532,500 
Proprietary data220,778 220,778 
Acquired technology and software209,220 209,220 
Trademarks208,190 208,190 
Internally developed capitalized software182,400 165,928 
Subtotal1,353,088 1,336,616 
Foreign exchange translation adjustment(11,550)(13,214)
Total gross intangible assets$1,341,538 $1,323,402 
Accumulated amortization:
Customer relationships$(316,078)$(308,437)
Proprietary data(46,550)(41,783)
Acquired technology and software(180,862)(179,833)
Trademarks(164,438)(162,044)
Internally developed capitalized software(86,095)(77,259)
Subtotal(794,023)(769,356)
Foreign exchange translation adjustment3,497 4,471 
Total accumulated amortization$(790,526)$(764,885)
Net intangible assets:
Customer relationships$216,422 $224,063 
Proprietary data174,228 178,995 
Acquired technology and software28,358 29,387 
Trademarks43,752 46,146 
Internally developed capitalized software96,305 88,670 
Subtotal559,065 567,260 
Foreign exchange translation adjustment(8,053)(8,743)
Total net intangible assets$551,012 $558,517 
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The following table presents the estimated amortization expense for the remainder of the year ending December 31, 2023 and succeeding years:    
Years Ending December 31,
(in thousands)
Amortization
Expense
Remainder of 2023$78,701 
202497,591 
202572,243 
202639,846 
202736,275 
Thereafter226,356 
Total$551,012 
7. COMMITMENTS AND CONTINGENCIES
As of March 31, 2023, the Company had outstanding an aggregate of $4,200.0 million in senior unsecured notes (collectively, the “Senior Notes”) and an aggregate of $345.6 million in senior unsecured tranche A term loans (the “Tranche A Term Loans”) under the term loan A facility (the “TLA Facility”), as presented in the table below:
Principal
Amount
Outstanding at
Carrying
Value at
Carrying
Value at
Fair
Value at
Fair
Value at
(in thousands)Maturity DateMarch 31, 2023March 31, 2023December 31, 2022March 31, 2023December 31, 2022
Debt
4.000% senior unsecured notes due 2029
November 15, 2029
$1,000,000 $992,818 $992,546 $913,500 $876,240 
3.625% senior unsecured notes due 2030
September 1, 2030
900,000 895,091 894,925 783,216 751,113 
3.875% senior unsecured notes due 2031
February 15, 2031
1,000,000 991,340 991,067 891,050 833,130 
3.625% senior unsecured notes due 2031
November 1, 2031
600,000 594,359 594,195 514,356 500,880 
3.250% senior unsecured notes due 2033
August 15, 2033
700,000 693,030 692,862 576,072 542,696 
Variable rate Tranche A Term Loans due 2027
February 16, 2027
345,625 344,253 346,352 343,897 346,073 
Total debt(1)
$4,545,625 $4,510,891 $4,511,947 $4,022,091 $3,850,132 
___________________________
(1)    Includes $8.7 million of current-portion of long-term debt.
Maturities of the Company’s principal debt payments as of March 31, 2023 are as follows:
Maturity of Principal Debt Payments
(in thousands)
Amounts
Remainder of 2023$6,562 
202410,938 
202519,687 
202626,250 
2027282,188 
Thereafter4,200,000 
Total debt$4,545,625 
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Interest payments attributable to the Company’s outstanding indebtedness are due as presented in the following table:
Interest payment frequencyFirst interest
payment date
Senior Notes and Tranche A Term Loans
4.000% senior unsecured notes due 2029
Semi-AnnualMay 15
3.625% senior unsecured notes due 2030
Semi-AnnualMarch 1
3.875% senior unsecured notes due 2031
Semi-AnnualJune 1
3.625% senior unsecured notes due 2031
Semi-AnnualMay 1
3.250% senior unsecured notes due 2033
Semi-AnnualFebruary 15
Variable rate Tranche A Term Loans due 2027
VariableJuly 11
The fair market value of the Company’s debt obligations represent Level 2 valuations. The Company utilized the market approach and obtained security pricing from a vendor who used broker quotes and third-party pricing services to determine fair values.
Credit Agreement. Since November 20, 2014, the Company has maintained a revolving credit agreement with a syndicate of banks. On June 9, 2022, the Company, the guarantors party thereto and the lenders and agents party thereto, entered into an Amended and Restated Credit Agreement (the “Credit Agreement”), amending and restating in its entirety the Company’s prior revolving credit agreement (the “Prior Revolving Credit Agreement”). The Credit Agreement makes available to the Company an aggregate of $500.0 million of revolving loan commitments, which may be drawn until February 16, 2027, and the TLA Facility. At March 31, 2023, the revolving loan commitments were undrawn. As noted above, at March 31, 2023, the commitments under the TLA Facility were drawn in full, and the resulting Tranche A Term Loans mature on February 16, 2027. The obligations under the Credit Agreement are general unsecured obligations of the Company and the guarantors.
Interest on the Tranche A Term Loans under the TLA Facility accrues, at a variable rate, based on the secured overnight funding rate (“SOFR”) or the alternate base rate (“Base Rate”), plus, in each case, an applicable margin and will be due on each Interest Payment Date (as defined in the Credit Agreement). The applicable margin is calculated by reference to the Company’s Consolidated Leverage Ratio (as defined in the Credit Agreement) and ranges between 1.50% to 2.00% for SOFR loans, and 0.50% to 1.00% for Base Rate loans. At March 31, 2023, the interest rate on the TLA Facility was 6.84%.
In connection with the closings of the Senior Notes offerings, entry into the Prior Revolving Credit Agreement and the subsequent amendments thereto and entry into the Credit Agreement, the Company paid certain financing fees which, together with the existing fees related to prior credit facilities, are being amortized over their related lives. At March 31, 2023, $36.8 million of the deferred financing fees and premium remain unamortized, $0.5 million of which is included in “Prepaid and other assets,” $1.5 million of which is included in “Other non-current assets” and $34.8 million of which is included in “Long-term debt” on the Unaudited Condensed Consolidated Statement of Financial Condition.
8. LEASES
The Company recognized $7.1 million and $7.7 million of operating lease expenses for the three months ended March 31, 2023 and 2022, respectively. The amounts associated with variable lease costs, short-term lease costs and sublease income were not material for any of the three months ended March 31, 2023 and 2022.
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Maturities of the Company’s operating lease liabilities as of March 31, 2023 are as follows:
Maturity of Lease LiabilitiesOperating
(in thousands)Leases
Remainder of 2023$21,258 
202425,085 
202523,817 
202622,133 
202717,288 
Thereafter66,535 
Total lease payments$176,116 
Less: Interest(22,725)
Present value of lease liabilities$153,391 
Other accrued liabilities$22,820 
Long-term operating lease liabilities$130,571 
Weighted-average remaining lease term and discount rate for the Company’s operating leases are as follows:
As of
March 31,December 31,
Lease Term and Discount Rate20232022
Weighted-average remaining lease term (years)7.667.86
Weighted-average discount rate3.45 %3.40 %
Other information related to the Company’s operating leases are as follows:
Other InformationThree Months Ended
March 31,
(in thousands)20232022
Operating cash flows used for operating leases$7,408 $7,152 
Right of use assets obtained in exchange for new
    operating lease liabilities
$3,432 $— 
9. SHAREHOLDERS’ EQUITY (DEFICIT)
Return of capital
On July 28, 2022, the Board of Directors authorized a stock repurchase program (the “2022 Repurchase Program”) for the purchase of up to $1,000.0 million worth of shares of MSCI’s common stock in addition to the $539.1 million of authorization then remaining under a previously existing share repurchase program that was replaced by, and incorporated into, the 2022 Repurchase Program for a total of $1,539.1 million of stock repurchase authorization available under the 2022 Repurchase Program.
Share repurchases made pursuant to the 2022 Repurchase Program may take place in the open market or in privately negotiated transactions from time to time based on market and other conditions. This authorization may be modified, suspended or terminated by the Board of Directors at any time without prior notice. As of March 31, 2023, there was $1,304.4 million of available authorization remaining under the 2022 Repurchase Program.
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The following table provides information with respect to repurchases of the Company’s common stock made on the open market:
Three Months Ended
(in thousands, except per share data)
Average
Price
Paid Per
Share
Total
Number of
Shares
Repurchased
Dollar
Value of
Shares
Repurchased
March 31, 2023$— — $— 
March 31, 2022$515.74 1,498 $772,657 
The following table presents dividends declared per common share as well as total amounts declared, distributed and deferred for the periods indicated:
Dividends

(in thousands, except per share data)
Per ShareDeclaredDistributed(Released)/Deferred
Three Months Ended March 31, 2023$1.38 $111,986 $112,189 $(203)
Three Months Ended March 31, 2022$1.04 $87,280 $87,846 $(566)
Common Stock.
The following table presents activity related to shares of common stock issued and repurchased during the three months ended March 31, 2023:
Common StockTreasury Common Stock
IssuedStockOutstanding
Balance at December 31, 2022
133,623,005(53,663,016)79,959,989
Dividend payable/paid2424
Common stock issued181,875181,875
Shares withheld for tax withholding (78,844)(78,844)
Shares repurchased under stock repurchase programs
Shares issued to directors58(58)
Balance at March 31, 2023
133,804,962(53,741,918)80,063,044
10. INCOME TAXES
The Company’s provision for income taxes was $37.6 million and $20.5 million for the three months ended March 31, 2023 and 2022, respectively.
The effective tax rate of 13.6% for the three months ended March 31, 2023 reflects the Company’s estimate of the effective tax rate for the period and was impacted by certain favorable discrete items totaling $16.5 million, primarily related to $11.1 million of excess tax benefits recognized on share-based compensation vested during the period and $4.6 million of tax benefits related to the resolution of prior year items.
The effective tax rate of 8.2% for the three months ended March 31, 2022 reflects the Company’s estimate of the effective tax rate for the period and was impacted by certain favorable discrete items totaling $28.1 million, primarily related to $28.3 million of excess tax benefits recognized on share-based compensation vested during the period.
The Company is under or open to examination by the IRS and other tax authorities in certain jurisdictions, including foreign jurisdictions, such as the United Kingdom, Switzerland and India, and states in the United States in which the Company has significant operations, such as New York and California. The tax years currently under or open to examination vary by jurisdiction but include years from 2008 onwards.
The Company regularly assesses the likelihood of additional assessments in each of the taxing jurisdictions in which it files income tax returns. The Company has established unrecognized tax benefits that the Company believes are adequate in relation to the potential for additional assessments. Once established, the Company adjusts unrecognized tax benefits only when more information is
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available or when an event occurs necessitating a change. Based on the current status of income tax audits, the Company believes it is reasonably possible that the total amount of unrecognized benefits may decrease by approximately $24.0 million in the next twelve months as a result of the resolution of prior year items.
During the three months ended March 31, 2023, the Company's unrecognized tax benefits decreased by $3.8 million principally due to the resolution of prior year items.
11. SEGMENT INFORMATION
The Company has five operating segments: Index, Analytics, ESG and Climate, Real Assets and The Burgiss Group, LLC (“Burgiss”), which are presented as the following four reportable segments: Index, Analytics, ESG and Climate and All Other – Private Assets.
The Index operating segment offers equity and fixed income indexes. The indexes are used in many areas of the investment process, including for developing indexed financial products (e.g., Exchange Traded Funds (“ETFs”), mutual funds, annuities, futures, options, structured products and over-the-counter derivatives), performance benchmarking, portfolio construction and rebalancing, and asset allocation.
The Analytics operating segment offers risk management, performance attribution and portfolio management content, applications and services that provide clients with an integrated view of risk and return and tools for analyzing market, credit, liquidity, counterparty and climate risk across all major asset classes, spanning short-, medium- and long-term time horizons. Clients access Analytics tools and content through MSCI’s proprietary applications and application programming interfaces, third-party applications or directly through their own platforms. Additionally, the Analytics operating segment also provides various managed services to help clients operate more efficiently, including consolidation of client portfolio data from various sources, review and reconciliation of input data and results, and customized reporting.
The ESG and Climate operating segment offers products and services that help institutional investors understand how ESG and climate considerations can impact the long-term risk and return of their portfolio and individual security-level investments. In addition, the ESG and Climate operating segment provides data, ratings, research and tools to help investors navigate increasing regulation, meet new client demands and better integrate ESG and climate elements into their investment processes.
The Real Assets operating segment offers data, benchmarks, return-analytics, climate assessments and market insights for tangible assets such as real estate and infrastructure. In addition, Real Assets performance and risk analytics range from enterprise-wide to property-specific analysis. The Real Assets operating segment also provides business intelligence products to real estate owners, managers, developers and brokers worldwide.
The Burgiss operating segment represents the Company’s equity method investment in Burgiss, a global provider of investment decision support tools for private capital.
The Chief Operating Decision Maker (“CODM”) measures and evaluates reportable segments based on segment operating revenues as well as Adjusted EBITDA and other measures. The Company excludes the following items from segment Adjusted EBITDA: provision for income taxes, other expense (income), net, depreciation and amortization of property, equipment and leasehold improvements, amortization of intangible assets and, at times, certain other transactions or adjustments, including certain non-recurring acquisition-related integration and transaction costs, that the CODM does not consider for the purposes of making decisions to allocate resources among segments or to assess segment performance. Although these amounts are excluded from segment Adjusted EBITDA, they are included in reported consolidated net income and are included in the reconciliation that follows.
The following table presents operating revenues by reportable segment for the periods indicated:
Three Months Ended
March 31,
(in thousands)20232022
Operating revenues
Index$339,382 $330,759 
Analytics147,070 139,797 
ESG and Climate67,058 52,029 
All Other - Private Assets38,708 37,360 
Total$592,218 $559,945 
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The following table presents segment profitability and a reconciliation to net income for the periods indicated:
Three Months Ended
March 31,
(in thousands)20232022
Index Adjusted EBITDA$253,682 $245,875 
Analytics Adjusted EBITDA60,780 50,889 
ESG and Climate Adjusted EBITDA17,876 12,092 
All Other - Private Assets Adjusted EBITDA12,391 9,688 
Total operating segment profitability344,729 318,544 
Amortization of intangible assets24,667 21,720 
Depreciation and amortization of property, equipment and leasehold improvements5,460 6,534 
Acquisition-related integration and transaction costs(1)
— 1,312 
Operating income314,602 288,978 
Other expense (income), net38,230 40,035 
Provision for income taxes37,644 20,520 
Net income$238,728 $228,423 
___________________________
(1)Incremental and non-recurring costs attributable to acquisitions directly related to the execution of the transaction and integration of the acquired business that have occurred no later than 12 months after the close of the transaction.
Operating revenues by geography are primarily based on the shipping address of the ultimate customer utilizing the product. The following table presents operating revenues by geographic area for the periods indicated:
Three Months Ended
March 31,
(in thousands)20232022
Operating revenues
Americas:
United States$238,416 $233,356 
Other27,536 22,467 
Total Americas265,952 255,823 
Europe, the Middle East and Africa (“EMEA”):
United Kingdom91,660 86,986 
Other138,319 131,573 
Total EMEA229,979 218,559 
Asia & Australia:  
Japan26,017 23,190 
Other70,270 62,373 
Total Asia & Australia96,287 85,563 
Total$592,218 $559,945 
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Long-lived assets consist of property, equipment and leasehold improvements, right of use assets and internally developed capitalized software, net of accumulated depreciation and amortization. The following table presents long-lived assets by geographic area on the dates indicated:
As of
March 31,December 31,
(in thousands)20232022
Long-lived assets
Americas:
United States$189,687 $179,453 
Other12,132 11,971 
Total Americas201,819 191,424 
EMEA:
United Kingdom19,270 19,674 
Other22,764 23,099 
Total EMEA42,034 42,773 
Asia & Australia:
Japan1,585 652 
Other34,282 32,962 
Total Asia & Australia35,867 33,614 
Total$279,720 $267,811 
12. SUBSEQUENT EVENTS
On April 24, 2023, the Board of Directors declared a quarterly cash dividend of $1.38 per share for the three months ending June 30, 2023 (“second quarter 2023”). The second quarter 2023 dividend is payable on May 31, 2023 to shareholders of record as of the close of trading on May 12, 2023.
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Item 2.    Management’s Discussion and Analysis of Financial Condition and Results of Operations
The following discussion and analysis of the financial condition and results of operations should be read in conjunction with the condensed consolidated financial statements and related notes included elsewhere in this Form 10-Q and in our Annual Report on Form 10-K for the fiscal year ended December 31, 2022 (the “Form 10-K”). This discussion contains forward-looking statements that involve risks and uncertainties. Our actual results could differ materially from those discussed below. Factors that could cause or contribute to such differences include, but are not limited to, those identified below and those discussed in “Item 1A.—Risk Factors,” in our Form 10-K.
Except as the context otherwise indicates, the terms “MSCI,” the “Company,” “we,” “our” and “us” refer to MSCI Inc., together with its subsidiaries.
Overview
We are a leading provider of critical decision support tools and solutions for the global investment community. Our mission-critical offerings help investors address the challenges of a transforming investment landscape and power better investment decisions. Leveraging our knowledge of the global investment process and our expertise in research, data and technology, we enable our clients to understand and analyze key drivers of risk and return and confidently and efficiently build more effective portfolios. We operate in four reportable segments as follows: Index, Analytics, ESG and Climate, and All Other – Private Assets. The operating segments of Real Assets and The Burgiss Group, LLC (“Burgiss”) do not individually meet the segment reporting thresholds and have been combined and presented as part of the All Other – Private Assets reportable segment.
Our growth strategy includes: (a) extending leadership in research-enhanced content across asset classes, (b) leading the enablement of ESG and climate investment integration, (c) enhancing distribution and content-enabling technology, (d) expanding solutions that empower client customization, (e) strengthening client relationships and growing into strategic partnerships with clients and (f) executing strategic relationships and acquisitions with complementary content and technology companies. For more information about our Company’s operations, see “Item 1: Business” in our Form 10-K.
As of March 31, 2023, we served approximately 6,6001 clients in more than 95 countries.
Our principal business model is generally to license annual, recurring subscriptions for the majority of our Index, Analytics and ESG and Climate products and services for a fee due in advance of the service period. Real Assets products are also licensed annually through subscriptions, which are generally recurring, for a fee which is paid in advance when products are generally delivered ratably over the subscription period or in arrears after the product is delivered. A portion of our fees comes from clients who use our indexes as the basis for index-linked investment products. Such fees are primarily based on a client’s assets under management (“AUM”), trading volumes and fee levels.
In evaluating our financial performance, we focus on revenue and profit growth, including results accounted for under generally accepted accounting principles in the United States (“GAAP”) as well as non-GAAP measures, for the Company as a whole and by operating segment.
We present revenues disaggregated by types and by segments, which represent our major product lines. We also review expenses by activity, which provides more transparency into how resources are being deployed. In addition, we utilize operating metrics including Run Rate, subscription sales and Retention Rate to manage and assess performance and to provide deeper insights into the recurring portion of our business.
In the discussion that follows, we provide certain variances excluding the impact of foreign currency exchange rate fluctuations and acquisitions. Foreign currency exchange rate fluctuations reflect the difference between the current period results as reported compared to the current period results recalculated using the foreign currency exchange rates in effect for the comparable prior period. While operating revenues adjusted for the impact of foreign currency fluctuations includes asset-based fees that have been adjusted for the impact of foreign currency fluctuations, the underlying AUM, which is the primary component of asset-based fees, is not adjusted for foreign currency fluctuations. Approximately three-fifths of the AUM is invested in securities denominated in currencies other than the U.S. dollar, and accordingly, any such impact is excluded from the disclosed foreign currency-adjusted variances.
For the three months ended March 31, 2023, our largest client organization by revenue, BlackRock, accounted for 10.2% of our consolidated operating revenues, with 95.3% of the operating revenues from BlackRock coming from fees based on the assets in BlackRock’s ETFs that are based on our indexes.
1 Represents the aggregate of all related clients under their respective parent entity.
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The discussion of our results of operations for the three months ended March 31, 2023 and 2022 are presented below. The results of operations for interim periods may not be indicative of future results.
Results of Operations
Operating Revenues
Our operating revenues are grouped by the following types: recurring subscriptions, asset-based fees and non-recurring. We also group operating revenues by major product or reportable segment as follows: Index, Analytics, ESG and Climate and All Other – Private Assets, which includes the Real Assets operating segment.
The following table presents operating revenues by type for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Recurring subscriptions$445,247 $399,760 11.4 %
Asset-based fees133,126 145,053 (8.2 %)
Non-recurring13,845 15,132 (8.5 %)
Total operating revenues$592,218 $559,945 5.8 %
Total operating revenues increased 5.8%. Adjusting for the impact of foreign currency exchange rate fluctuations, total operating revenues would have increased 7.2%.
Operating revenues from recurring subscriptions increased 11.4%, primarily driven by strong growth in Index products, which increased $22.2 million, or 12.7%, ESG and Climate products, which increased $15.2 million, or 30.0%, and Analytics products, which increased $6.7 million, or 4.9%. Adjusting for the impact of foreign currency exchange rate fluctuations, operating revenues from recurring subscriptions would have increased 13.3%.
Operating revenues from asset-based fees decreased 8.2%, driven by a decline in revenues from non-ETF indexed funds linked to MSCI indexes and ETFs linked to MSCI equity indexes. Operating revenues from non-ETF indexed funds linked to MSCI indexes decreased by 21.9%, primarily driven by decreases in average AUM and in average basis point fees. Operating revenues from ETFs linked to MSCI equity indexes decreased by 3.6%, primarily driven by a decrease in average AUM, partially offset by an increase in average basis point fees.
The following table presents the value of AUM in ETFs linked to MSCI equity indexes and the sequential change of such assets as of the end of each of the periods indicated:
Period Ended
20222023
(in billions)March
31,
June
30,
September
30,
December
31,
March
31,
AUM in ETFs linked to MSCI equity indexes(1), (2)
$1,389.3 $1,189.5 $1,081.2 $1,222.9 $1,305.4 
Sequential Change in Value
Market Appreciation/(Depreciation)$(89.7)$(207.3)$(105.7)$118.8 $75.1 
Cash Inflows27.4 7.5 (2.6)22.9 7.4 
Total Change$(62.3)$(199.8)$(108.3)$141.7 $82.5 
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The following table presents the average value of AUM in ETFs linked to MSCI equity indexes for the periods indicated:
20222023
(in billions)MarchJuneSeptemberDecemberMarch
AUM in ETFs linked to MSCI equity indexes(1), (2)
Quarterly average$1,392.5 $1,285.4 $1,208.9 $1,182.1 $1,287.5 
Year-to-date average$1,392.5 $1,338.9 $1,295.6 $1,267.2 $1,287.5 
___________________________
(1)The historical values of the AUM in ETFs linked to our equity indexes as of the last day of the month and the monthly average balance can be found under the link “AUM in ETFs Linked to MSCI Equity Indexes” on our Investor Relations homepage at http://ir.msci.com. This information is updated mid-month each month. Information contained on our website is not deemed part of or incorporated by reference into this Quarterly Report on Form 10-Q or any other report filed with the SEC. The AUM in ETFs also includes AUM in Exchange Traded Notes, the value of which is less than 1.0% of the AUM amounts presented.
(2)The value of AUM in ETFs linked to MSCI equity indexes is calculated by multiplying the equity ETF net asset value by the number of shares outstanding.
The average value of AUM in ETFs linked to MSCI equity indexes for the three months ended March 31, 2023, was down $105.0 billion, or 7.5%, compared to the three months ended March 31, 2022.
The following table presents operating revenues by reportable segment and revenue type for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Operating revenues:
Index
Recurring subscriptions$196,678 $174,498 12.7 %
Asset-based fees133,126 145,053 (8.2 %)
Non-recurring9,578 11,208 (14.5 %)
Index total339,382 330,759 2.6 %
Analytics
Recurring subscriptions144,503 137,799 4.9 %
Non-recurring2,567 1,998 28.5 %
Analytics total147,070 139,797 5.2 %
ESG and Climate
Recurring subscriptions65,732 50,572 30.0 %
Non-recurring1,326 1,457 (9.0 %)
ESG and Climate total67,058 52,029 28.9 %
All Other - Private Assets
Recurring subscriptions38,334 36,891 3.9 %
Non-recurring374 469 (20.3 %)
All Other - Private Assets total38,708 37,360 3.6 %
Total operating revenues$592,218 $559,945 5.8 %
Refer to the section titled “Segment Results” that follows for further discussion of segment revenues.
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Operating Expenses
We group our operating expenses into the following activity categories:
Cost of revenues;
Selling and marketing;
Research and development (“R&D”);
General and administrative (“G&A”);
Amortization of intangible assets; and
Depreciation and amortization of property, equipment and leasehold improvements.
Costs are assigned to these activity categories based on the nature of the expense or, when not directly attributable, an estimated allocation based on the type of effort involved. Cost of revenues, selling and marketing, R&D and G&A all include both compensation as well as non-compensation related expenses.
The following table presents operating expenses by activity category for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Operating expenses:
Cost of revenues$108,647 $102,771 5.7 %
Selling and marketing66,475 66,053 0.6 %
Research and development31,323 28,322 10.6 %
General and administrative41,044 45,567 (9.9 %)
Amortization of intangible assets24,667 21,720 13.6 %
Depreciation and amortization of property, equipment and leasehold improvements
5,460 6,534 (16.4 %)
Total operating expenses$277,616 $270,967 2.5 %
Total operating expenses increased 2.5%, and adjusting for the impact of foreign currency exchange rate fluctuations, the increase would have been 5.4%.
Cost of Revenues
Cost of revenues expenses consist of costs related to the production and servicing of our products and services and primarily includes related information technology costs, including data center, cloud service, platform and infrastructure costs; costs to acquire, produce and maintain market data information; costs of research to support and maintain existing products; costs of product management teams; costs of client service and consultant teams to support customer needs; as well as other support costs directly attributable to the cost of revenues including certain human resources, finance and legal costs.
Cost of revenues increased 5.7%, reflecting increases across the Index, ESG and Climate and Analytics reportable segments, partially offset by decreases in the All Other – Private Assets reportable segment. The change was driven by increases in non-compensation costs, primarily relating to higher market data costs, as well as higher compensation and benefit costs, primarily reflecting higher wages and salaries and incentive compensation, partially offset by lower benefits costs.
Selling and Marketing
Selling and marketing expenses consist of costs associated with acquiring new clients or selling new products or product renewals to existing clients and primarily includes the costs of our sales and marketing teams, as well as costs incurred in other departments associated with acquiring new business, including product management, research, technology and sales operations.
Selling and marketing expenses increased 0.6%, reflecting increases in the ESG and Climate reportable segment, partially offset by decreases across the Index, All Other – Private Assets and Analytics reportable segments. The change was driven by increases in non-compensation costs, primarily relating to higher marketing costs and travel and entertainment expenses, partially offset by lower compensation and benefit costs, primarily relating to lower benefits costs.
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Research and Development
R&D expenses consist of costs to develop new, or enhance existing, products and the costs to develop new or enhanced technologies and service platforms for the delivery of our products and services and primarily include the costs of development, research, product management, project management and the technology support directly associated with these activities.
R&D expenses increased 10.6%, reflecting increases across the ESG and Climate, All Other - Private Assets and Index reportable segments, partially offset by decreases in the Analytics reportable segment. The change was driven by increases in compensation and benefits costs, primarily relating to higher wages and salaries and incentive compensation costs, partially offset by increased capitalization of costs related to internally developed software projects. The change was also driven by higher non-compensation costs, primarily relating to higher information technology costs.
General and Administrative
G&A expenses consist of costs primarily related to finance operations, human resources, office of the CEO, legal, corporate technology, corporate development and certain other administrative costs that are not directly attributed to a product or service, but are instead allocated to G&A expenses.
G&A expenses decreased 9.9%, reflecting decreases across the All Other - Private Assets, Index and Analytics reportable segments, partially offset by increases in the ESG and Climate reportable segment. The change was driven by lower non-compensation costs, primarily relating to lower professional fees and the absence of non-recurring transaction and integration costs related to the September 2021 acquisition of Real Capital Analytics, Inc. (“RCA”). The change was also driven by decreases in compensation and benefit costs, primarily relating to lower incentive compensation and benefits costs.
The following table presents operating expenses using compensation and non-compensation categories, rather than using activity categories, for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Compensation and benefits$181,579 $179,838 1.0 %
Non-compensation expenses65,910 62,875 4.8 %
Amortization of intangible assets24,667 21,720 13.6 %
Depreciation and amortization of property, equipment and leasehold improvements
5,460 6,534 (16.4 %)
Total operating expenses$277,616 $270,967 2.5 %
Compensation and Benefits
A significant portion of the incentive compensation component of operating expenses is based on the achievement of a number of financial and operating metrics. In a scenario where operating revenue growth and profitability moderate, incentive compensation would be expected to decrease accordingly.
We had 4,846 employees as of March 31, 2023, compared to 4,361 employees as of March 31, 2022, reflecting a 11.1% increase in the number of employees. Continued growth of our emerging market centers around the world is an important factor in our ability to manage and control the growth of our compensation and benefits costs. As of March 31, 2023, 65.4% of our employees were located in emerging market centers compared to 63.8% as of March 31, 2022.
Compensation and benefits costs increased 1.0%, primarily driven by an increase in salaries and incentive compensation due to headcount growth, partially offset by decreased benefits costs. Adjusting for the impact of foreign currency exchange rate fluctuations, compensation and benefits costs would have increased by 5.0%.
Non-Compensation Expenses
Fixed costs constitute a significant portion of the non-compensation component of operating expenses. The discretionary non-compensation component of operating expenses could, however, be reduced in the near-term in a scenario where operating revenue growth moderates.
Non-compensation expenses increased 4.8%, primarily driven by higher information technology and market data costs.
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Amortization of Intangible Assets
Amortization of intangible assets expense relates to definite-lived intangible assets arising from past acquisitions and capitalization of internally developed software projects recognized over their estimated useful lives. Amortization of intangible assets expense increased 13.6%, primarily driven by higher amortization of internal use software.
Depreciation and Amortization of Property, Equipment and Leasehold Improvements
Depreciation and amortization of property, equipment and leasehold improvements consists of expenses related to depreciating or amortizing the cost of computer and related equipment, leasehold improvements, software and furniture and fixtures over the estimated useful life of the assets. Depreciation and amortization of property, equipment and leasehold improvements decreased 16.4%, primarily driven by lower depreciation on computer and related equipment.
Total Other Expense (Income), Net
The following table shows our other expense (income), net for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Interest income$(10,362)$(298)3377.2 %
Interest expense46,206 40,714 13.5 %
Other expense (income)2,386 (381)(726.2 %)
Total other expense (income), net$38,230 $40,035 (4.5 %)
Total other expense (income), net decreased 4.5%, primarily driven by higher interest income due to higher yields and higher cash balances, partially offset by higher interest expense associated with higher average outstanding debt balances and by foreign currency exchange rate losses.
Income Taxes
The following table shows our income tax provision and effective tax rate for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Provision for income taxes37,644 20,520 83.5 %
Effective tax rate13.6 %8.2 %65.9 %

The effective tax rate of 13.6% for the three months ended March 31, 2023 reflects the Company's estimate of the effective tax rate for the period and was impacted by certain favorable discrete items totaling $16.5 million, primarily related to $11.1 million of excess tax benefits recognized on share-based compensation vested during the period and $4.6 million of tax benefits related to the resolution of prior year items.
The effective tax rate of 8.2% for the three months ended March 31, 2022 reflects the Company's estimate of the effective tax rate for the period and was impacted by certain favorable discrete items totaling $28.1 million, primarily related to $28.3 million of excess tax benefits recognized on share-based compensation vested during the period.
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Net Income
The following table shows our net income for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Net income$238,728 $228,423 4.5 %
As a result of the factors described above, net income increased 4.5%.
Weighted Average Shares and Common Shares Outstanding
The following table shows our weighted average shares outstanding for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Weighted average shares outstanding:
Basic80,04181,591(1.9 %)
Diluted80,48282,286(2.2 %)
    
The following table shows our common shares outstanding for the periods indicated:
As of% Change
(in thousands)March 31,
2023
December 31,
2022
Common shares outstanding80,063 79,960 0.1 %
The decrease in weighted average shares primarily reflects the impact of share repurchases made pursuant to the stock repurchase program during the twelve months ended December 31, 2022. The increase in common shares outstanding primarily reflects the vesting of certain share-based awards during the three months ended March 31, 2023.
Adjusted EBITDA
“Adjusted EBITDA,” a non-GAAP measure used by management to assess operating performance, is defined as net income before (1) provision for income taxes, (2) other expense (income), net, (3) depreciation and amortization of property, equipment and leasehold improvements, (4) amortization of intangible assets and, at times, (5) certain other transactions or adjustments, including, when applicable, certain non-recurring acquisition-related integration and transaction costs.
“Adjusted EBITDA expenses,” a non-GAAP measure used by management to assess operating performance, is defined as operating expenses less depreciation and amortization of property, equipment and leasehold improvements and amortization of intangible assets and, at times, certain other transactions or adjustments, including, when applicable, certain non-recurring acquisition-related integration and transaction costs.
“Adjusted EBITDA margin” is defined as Adjusted EBITDA divided by operating revenues.
Adjusted EBITDA, Adjusted EBITDA margin and Adjusted EBITDA expenses are believed to be meaningful measures for management to assess the operating performance of the Company because they adjust for significant one-time, unusual or non-recurring items as well as eliminate the accounting effects of certain capital spending and acquisitions that do not directly affect what management considers to be the Company’s ongoing operating performance in the period. All companies do not calculate adjusted EBITDA, adjusted EBITDA margin and adjusted EBITDA expenses in the same way. These measures can differ significantly from company to company depending on, among other things, long-term strategic decisions regarding capital structure, the tax jurisdictions in which companies operate and capital investments. Accordingly, the Company’s computation of the Adjusted EBITDA, Adjusted EBITDA margin and Adjusted EBITDA expenses measures may not be comparable to similarly titled measures computed by other companies.
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The following table presents non-GAAP Adjusted EBITDA for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Operating revenues$592,218 $559,945 5.8 %
Adjusted EBITDA expenses247,489 241,401 2.5 %
Adjusted EBITDA$344,729 $318,544 8.2 %
Operating margin %53.1 %51.6 %
Adjusted EBITDA margin %58.2 %56.9 %
The change in Adjusted EBITDA margin reflects changes in the rate of growth of Adjusted EBITDA expenses as compared to the rate of growth of operating revenues, driven by the factors previously described.
Reconciliation of Net Income to Adjusted EBITDA and Operating Expenses to Adjusted EBITDA Expenses
The following table presents the reconciliation of net income to Adjusted EBITDA for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Net income$238,728 $228,423 4.5 %
Provision for income taxes37,644 20,520 83.5 %
Other expense (income), net38,230 40,035 (4.5 %)
Operating income314,602 288,978 8.9 %
Amortization of intangible assets24,667 21,720 13.6 %
Depreciation and amortization of property, equipment and leasehold improvements
5,460 6,534 (16.4 %)
Acquisition-related integration and
 transaction costs (1)
— 1,312 (100.0 %)
Consolidated Adjusted EBITDA344,729 318,544 8.2 %
Index Adjusted EBITDA$253,682 $245,875 3.2 %
Analytics Adjusted EBITDA60,780 50,889 19.4 %
ESG and Climate Adjusted EBITDA17,876 12,092 47.8 %
All Other - Private Assets Adjusted EBITDA12,391 9,688 27.9 %
Consolidated Adjusted EBITDA344,729 318,544 8.2 %
___________________________
(1)Incremental and non-recurring costs attributable to acquisitions directly related to the execution of the transaction and integration of the acquired business that have occurred no later than 12 months after the close of the transaction.
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The following table presents the reconciliation of operating expenses to Adjusted EBITDA expenses for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Total operating expenses$277,616 $270,967 2.5 %
Amortization of intangible assets24,667 21,720 13.6 %
Depreciation and amortization of property, equipment and leasehold improvements
5,460 6,534 (16.4 %)
Acquisition-related integration and
 transaction costs (1)
— 1,312 (100.0 %)
Consolidated Adjusted EBITDA expenses247,489 241,401 2.5 %
Index Adjusted EBITDA expenses$85,700 $84,884 1.0 %
Analytics Adjusted EBITDA expenses86,290 88,908 (2.9 %)
ESG and Climate Adjusted EBITDA expenses
49,182 39,937 23.1 %
All Other - Private Assets Adjusted EBITDA expenses
26,317 27,672 (4.9 %)
Consolidated Adjusted EBITDA expenses$247,489 $241,401 2.5 %
___________________________
(1)Incremental and non-recurring costs attributable to acquisitions directly related to the execution of the transaction and integration of the acquired business that have occurred no later than 12 months after the close of the transaction.
The discussion of the segment results is presented below.
Segment Results
Index Segment
The following table presents the results for the Index segment for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Operating revenues:
Recurring subscriptions$196,678 $174,498 12.7 %
Asset-based fees133,126 145,053 (8.2 %)
Non-recurring9,578 11,208 (14.5 %)
Operating revenues total339,382 330,759 2.6 %
Adjusted EBITDA expenses85,700 84,884 1.0 %
Adjusted EBITDA$253,682 $245,875 3.2 %
Adjusted EBITDA margin %74.7 %74.3 %
Index operating revenues increased 2.6%, driven by growth from recurring subscriptions, partially offset by a decline in asset-based fees and non-recurring revenues. Adjusting for the impact of foreign currency exchange rate fluctuations, Index operating revenues would have increased 2.9%.
Operating revenues from recurring subscriptions increased 12.7%, primarily driven by strong growth from market cap-weighted and factor, ESG and climate Index products.
Operating revenues from asset-based fees decreased 8.2%, primarily driven by a decline in revenues from non-ETF indexed funds linked to MSCI indexes and ETFs linked to MSCI equity indexes. Operating revenues from non-ETF indexed funds linked to MSCI indexes decreased by 21.9%, primarily driven by decreases in average AUM. Operating revenues from ETFs linked to MSCI equity indexes decreased by 3.6%, primarily driven by a decrease in average AUM, partially offset by an increase in average basis point fees.
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Index segment Adjusted EBITDA expenses increased 1.0%, driven by higher non-compensation expenses across the cost of revenues and selling and marketing expense activity categories, primarily relating to higher market data costs. Adjusting for the impact of foreign currency exchange rate fluctuations, Index segment Adjusted EBITDA expenses would have increased by 4.2%.
Analytics Segment
The following table presents the results for the Analytics segment for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Operating revenues:
Recurring subscriptions$144,503 $137,799 4.9 %
Non-recurring2,567 1,998 28.5 %
Operating revenues total147,070 139,797 5.2 %
Adjusted EBITDA expenses86,290 88,908 (2.9 %)
Adjusted EBITDA$60,780 $50,889 19.4 %
Adjusted EBITDA margin %41.3 %36.4 %
Analytics operating revenues increased 5.2%, primarily driven by growth from recurring subscriptions related to both Equity Analytics and Multi-Asset Class products. Adjusting for the impact of foreign currency exchange rate fluctuations, Analytics operating revenues would have increased 5.9%.
Analytics segment Adjusted EBITDA expenses decreased 2.9%, primarily driven by lower compensation expenses across all expense activity categories, as a result of lower benefits costs and increased capitalization of expenses related to internally developed software projects. Adjusting for the impact of foreign currency exchange rate fluctuations, Analytics segment Adjusted EBITDA expenses would have decreased 0.2%.
ESG and Climate Segment
The following table presents the results for the ESG and Climate segment for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Operating revenues:
Recurring subscriptions$65,732 $50,572 30.0 %
Non-recurring1,326 1,457 (9.0 %)
Operating revenues total67,058 52,029 28.9 %
Adjusted EBITDA expenses49,182 39,937 23.1 %
Adjusted EBITDA$17,876 $12,092 47.8 %
Adjusted EBITDA margin %26.7 %23.2 %
ESG and Climate operating revenues increased 28.9%, primarily driven by strong growth from recurring subscriptions related to Ratings, Climate and Screening products. Adjusting for the impact of foreign currency exchange rate fluctuations, ESG and Climate operating revenues would have increased 37.6%.
ESG and Climate segment Adjusted EBITDA expenses increased 23.1%, primarily driven by higher compensation expenses across all expense activity categories as a result of increased wages and salaries, incentive compensation and benefits costs. The change was also driven by higher non-compensation expenses across all expense activity categories, primarily due to higher information technology costs and professional fees. Adjusting for the impact of foreign currency exchange rate fluctuations, ESG and Climate segment Adjusted EBITDA expenses would have increased 27.4%.
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All Other – Private Assets Segment
The following table presents the results for the All Other – Private Assets segment for the periods indicated:
Three Months Ended
March 31,
% Change
(in thousands)20232022
Operating revenues:
Recurring subscriptions$38,334 $36,891 3.9 %
Non-recurring374 469 (20.3 %)
Operating revenues total38,708 37,360 3.6 %
Adjusted EBITDA expenses26,317 27,672 (4.9 %)
Adjusted EBITDA$12,391 $9,688 27.9 %
Adjusted EBITDA margin %32.0 %25.9 %
All Other – Private Assets operating revenues increased 3.6%, primarily driven by growth from recurring subscriptions related to growth from RCA, Datscha, Global Intel and Climate Value-at-Risk products, partially offset by unfavorable foreign currency exchange rate fluctuations. Adjusting for the impact of foreign currency exchange rate fluctuations, All Other – Private Assets operating revenues would have increased 8.0%.
All Other – Private Assets segment Adjusted EBITDA expenses decreased 4.9%, reflecting lower expenses across the G&A, selling and marketing and cost of revenues expense activity categories. This change was driven by lower compensation and benefits costs, primarily relating to lower incentive compensation and wages and salaries. Adjusting for the impact of foreign currency exchange rate fluctuations, All Other - Private Assets segment Adjusted EBITDA expenses would have decreased 0.7%.
Operating Metrics
Run Rate
“Run Rate” estimates at a particular point in time the annualized value of the recurring revenues under our client license agreements (“Client Contracts”) for the next 12 months, assuming all Client Contracts that come up for renewal, or reach the end of the committed subscription period, are renewed and assuming then-current currency exchange rates, subject to the adjustments and exclusions described below. For any Client Contract where fees are linked to an investment product’s assets or trading volume/fees, the Run Rate calculation reflects, for ETFs, the market value on the last trading day of the period, for futures and options, the most recent quarterly volumes and/or reported exchange fees, and for other non-ETF products, the most recent client-reported assets. Run Rate does not include fees associated with “one-time” and other non-recurring transactions. In addition, we add to Run Rate the annualized fee value of recurring new sales, whether to existing or new clients, when we execute Client Contracts, even though the license start date, and associated revenue recognition, may not be effective until a later date. We remove from Run Rate the annualized fee value associated with products or services under any Client Contract with respect to which we have received a notice of termination, non-renewal or an indication the client does not intend to continue their subscription during the period and have determined that such notice evidences the client’s final decision to terminate or not renew the applicable products or services, even though such notice is not effective until a later date.
Changes in our recurring revenues typically lag changes in Run Rate. The actual amount of recurring revenues we will realize over the following 12 months will differ from Run Rate for numerous reasons, including:
fluctuations in revenues associated with new recurring sales;
modifications, cancellations and non-renewals of existing Client Contracts, subject to specified notice requirements;
differences between the recurring license start date and the date the Client Contract is executed due to, for example, contracts with onboarding periods or fee waiver periods;
fluctuations in asset-based fees, which may result from changes in certain investment products’ total expense ratios, market movements, including foreign currency exchange rates, or from investment inflows into and outflows from investment products linked to our indexes;
fluctuations in fees based on trading volumes of futures and options contracts linked to our indexes;
price changes or discounts;
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revenue recognition differences under U.S. GAAP, including those related to the timing of implementation and report deliveries for certain of our products and services;
fluctuations in the number of hedge funds for which we provide investment information and risk analysis to hedge fund investors;
fluctuations in foreign currency exchange rates; and
the impact of acquisitions and divestitures.
The following table presents Run Rates by reportable segment as of the dates indicated and the growth percentages over the periods indicated:
As of%
Change
(in thousands)March 31,
2023
March 31,
2022
Index:
Recurring subscriptions$795,621 $711,113 11.9 %
Asset-based fees534,491 576,234 (7.2 %)
Index total1,330,112 1,287,347 3.3 %
Analytics621,611 588,447 5.6 %
ESG and Climate278,947 216,197 29.0 %
All Other - Private Assets148,440 137,532 7.9 %
Total Run Rate$2,379,110 $2,229,523 6.7 %
Recurring subscriptions total$1,844,619 $1,653,289 11.6 %
Asset-based fees534,491 576,234 (7.2 %)
Total Run Rate$2,379,110 $2,229,523 6.7 %
Total Run Rate increased 6.7%, driven by an 11.6% increase from recurring subscriptions, partially offset by a 7.2% decrease from asset-based fees. Adjusting for the impact of foreign currency exchange rate fluctuations, recurring subscriptions Run Rate would have increased 12.1%.
Run Rate from Index recurring subscriptions increased 11.9%, primarily driven by strong growth from market cap-weighted products, custom Index products and special packages, and factor, ESG and climate products. The increase reflected growth across all regions and client segments.
Run Rate from Index asset-based fees decreased 7.2%, primarily driven by lower AUM in non-ETF indexed funds linked to MSCI indexes and ETFs linked to MSCI equity indexes.
Run Rate from Analytics products increased 5.6%, driven by strong growth in Equity Analytics products as well as growth in Multi-Asset Class products, and reflected growth across all regions. Adjusting for the impact of foreign currency exchange rate fluctuations, Analytics Run Rate would have increased 6.3%.
Run Rate from ESG and Climate products increased 29.0%, driven by strong growth in Ratings, Climate and Screening products with contributions across all regions and client segments. Adjusting for the impact of foreign currency exchange rate fluctuations, ESG and Climate Run Rate would have increased 29.9%.
Run Rate from All Other - Private Assets increased 7.9%, primarily driven by growth in RCA, Global Intel, Enterprise Analytics, Datscha and Climate Value-at-Risk products, partially offset by unfavorable foreign currency exchange rate fluctuations. Adjusting for the impact of foreign currency exchange rate fluctuations, All Other - Private Assets Run Rate would have increased 10.4%.
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Sales
Sales represents the annualized value of products and services clients commit to purchase from MSCI and will result in additional operating revenues. Non-recurring sales represent the actual value of the customer agreements entered into during the period and are not a component of Run Rate. New recurring subscription sales represent additional selling activities, such as new customer agreements, additions to existing agreements or increases in price that occurred during the period and are additions to Run Rate. Subscription cancellations reflect client activities during the period, such as discontinuing products and services and/or reductions in price, resulting in reductions to Run Rate. Net new recurring subscription sales represent the amount of new recurring subscription sales net of subscription cancellations during the period, which reflects the net impact to Run Rate during the period.
Total gross sales represent the sum of new recurring subscription sales and non-recurring sales. Total net sales represent the total gross sales net of the impact from subscription cancellations.

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The following table presents our recurring subscription sales, cancellations and non-recurring sales by reportable segment for the periods indicated:
Three Months Ended%
Change
(in thousands)March 31,
2023
March 31,
2022
New recurring subscription sales
Index$25,090 $22,417 11.9 %
Analytics13,674 14,069 (2.8 %)
ESG and Climate12,486 19,142 (34.8 %)
All Other - Private Assets5,143 5,559 (7.5 %)
New recurring subscription sales total56,393 61,187 (7.8 %)
Subscription cancellations
Index(7,082)(5,920)19.6 %
Analytics(9,183)(8,128)13.0 %
ESG and Climate(2,635)(643)309.8 %
All Other - Private Assets(2,856)(1,978)44.4 %
Subscription cancellations total(21,756)(16,669)30.5 %
Net new recurring subscription sales
Index18,008 16,497 9.2 %
Analytics4,491 5,941 (24.4 %)
ESG and Climate9,851 18,499 (46.7 %)
All Other - Private Assets2,287 3,581 (36.1 %)
Net new recurring subscription sales total34,637 44,518 (22.2 %)
Non-recurring sales
Index12,782 13,715 (6.8 %)
Analytics1,370 3,489 (60.7 %)
ESG and Climate1,219 1,308 (6.8 %)
All Other - Private Assets213 152 40.1 %
Non-recurring sales total15,584 18,664 (16.5 %)
Gross sales
Index$37,872 $36,132 4.8 %
Analytics15,044 17,558 (14.3 %)
ESG and Climate13,705 20,450 (33.0 %)
All Other - Private Assets5,356 5,711 (6.2 %)
Total gross sales$71,977 $79,851 (9.9 %)
Net sales
Index$30,790 $30,212 1.9 %
Analytics5,861 9,430 (37.8 %)
ESG and Climate11,070 19,807 (44.1 %)
All Other - Private Assets2,500 3,733 (33.0 %)
Total net sales$50,221 $63,182 (20.5 %)
A significant portion of MSCI's operating revenues are derived from subscriptions or licenses of products and services, which are provided over contractually-agreed periods of time that are subject to renewal or cancellation at the end of current contract terms.
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Retention Rate
The following table presents our Retention Rate by reportable segment for the periods indicated:
Three Months Ended
March 31,
20232022
Index96.4%96.6%
Analytics94.0%94.4%
ESG and Climate96.1%98.7%
All Other - Private Assets92.1%94.1%
Total95.2%95.9%
Retention Rate is an important metric because subscription cancellations decrease our Run Rate and ultimately our future operating revenues over time. The annual Retention Rate represents the retained subscription Run Rate (subscription Run Rate at the beginning of the fiscal year less actual cancels during the year) as a percentage of the subscription Run Rate at the beginning of the fiscal year.
The Retention Rate for a non-annual period is calculated by annualizing the cancellations for which we have received a notice of termination or for which we believe there is an intention not to renew or discontinue the subscription during the non-annual period, and we believe that such notice or intention evidences the client’s final decision to terminate or not renew the applicable agreement, even though such notice is not effective until a later date. This annualized cancellation figure is then divided by the subscription Run Rate at the beginning of the fiscal year to calculate a cancellation rate. This cancellation rate is then subtracted from 100% to derive the annualized Retention Rate for the period.
Retention Rate is computed by operating segment on a product/service-by-product/service basis. In general, if a client reduces the number of products or services to which it subscribes within a segment, or switches between products or services within a segment, we treat it as a cancellation for purposes of calculating our Retention Rate except in the case of a product or service switch that management considers to be a replacement product or service. In those replacement cases, only the net change to the client subscription, if a decrease, is reported as a cancel. In the Analytics and the ESG and Climate operating segments, substantially all product or service switches are treated as replacement products or services and netted in this manner, while in our Index and Real Assets operating segments, product or service switches that are treated as replacement products or services and receive netting treatment occur only in certain limited instances. In addition, we treat any reduction in fees resulting from a down-sell of the same product or service as a cancellation to the extent of the reduction. We do not calculate Retention Rate for that portion of our Run Rate attributable to assets in index-linked investment products or futures and options contracts, in each case, linked to our indexes.
Retention Rate is generally higher during the first three quarters and lower in the fourth quarter, as the fourth quarter is traditionally the largest renewal period in the year.
Critical Accounting Policies and Estimates
We describe our significant accounting policies in Note 1, “Introduction and Basis of Presentation,” of the Notes to Consolidated Financial Statements included in our Form 10-K. There have been no significant changes in our accounting policies since the end of the fiscal year ended December 31, 2022 or critical accounting estimates applied in the fiscal year ended December 31, 2022.
Liquidity and Capital Resources
We require capital to fund ongoing operations, internal growth initiatives and acquisitions. Our primary sources of liquidity are cash flows generated from our operations, existing cash and cash equivalents and credit capacity under our existing credit facility. In addition, we believe we have access to additional funding in the public and private markets. We intend to use these sources of liquidity to, among other things, service our existing and future debt obligations, fund our working capital requirements for capital expenditures, investments, acquisitions and dividend payments, and make repurchases of our common stock. In connection with our business strategy, we regularly evaluate acquisition and strategic partnership opportunities. We believe our liquidity, along with other financing alternatives, will provide the necessary capital to fund these transactions and achieve our planned growth.
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Senior Notes and Credit Agreement
As of March 31, 2023, we had an aggregate of $4,200.0 million in Senior Notes outstanding. In addition, under the Credit Agreement, we had as of March 31, 2023: (i) an aggregate of $345.6 million in Tranche A Term Loans outstanding under the TLA Facility and (ii) $500 million of undrawn borrowing capacity under the revolving credit facility. See Note 7, “Commitments and Contingencies,” of the Notes to Condensed Consolidated Financial Statements (Unaudited) included herein for additional information on our outstanding indebtedness and revolving credit facility.
The Senior Notes and the Credit Agreement are fully and unconditionally, and jointly and severally, guaranteed by our direct or indirect wholly owned domestic subsidiaries that account for more than 5% of our and our subsidiaries’ consolidated assets, other than certain excluded subsidiaries (the “subsidiary guarantors”). Amounts due under the Credit Agreement are our and the subsidiary guarantors’ senior unsecured obligations and rank equally with the Senior Notes and any of our other unsecured, unsubordinated debt, senior to any of our subordinated debt and effectively subordinated to our secured debt to the extent of the assets securing such debt.
The indentures governing our Senior Notes (the “Indentures”) among us, each of the subsidiary guarantors, and Computershare, National Association, as trustee and successor to Wells Fargo Bank, National Association, contain covenants that limit our and certain of our subsidiaries’ ability to, among other things, incur liens, enter into sale/leaseback transactions and consolidate, merge or sell all or substantially all of our assets. In addition, the Indentures restrict our non-guarantor subsidiaries’ ability to create, assume, incur or guarantee additional indebtedness without such non-guarantor subsidiaries guaranteeing the Senior Notes on a pari passu basis.
The Credit Agreement contains affirmative and restrictive covenants that, among other things, limit our ability and/or the ability of our existing or future subsidiaries to:
incur liens and further negative pledges;
incur additional indebtedness or prepay, redeem or repurchase indebtedness;
make loans or hold investments;
merge, dissolve, liquidate, consolidate with or into another person;
enter into acquisition transactions;
enter into sale/leaseback transactions;
issue disqualified capital stock;
pay dividends or make other distributions in respect of our capital stock or engage in stock repurchases, redemptions and other restricted payments;
create new subsidiaries;
permit certain restrictions affecting our subsidiaries;
change the nature of our business, accounting policies or fiscal periods;
enter into any transactions with affiliates other than on an arm’s-length basis; and
amend our organizational documents or amend, modify or change the terms of certain agreements relating to our indebtedness.
The Credit Agreement and the Indentures also contain customary events of default, including those relating to non-payment, breach of representations, warranties or covenants, cross-default and cross-acceleration, and bankruptcy and insolvency events, and, in the case of the Credit Agreement, invalidity or impairment of loan documentation, change of control and customary ERISA defaults in addition to the foregoing. None of the restrictions above are expected to impact our ability to effectively operate the business.
The Credit Agreement also requires us and our subsidiaries to achieve financial and operating results sufficient to maintain compliance with the following financial ratios on a consolidated basis through the termination of the Credit Agreement: (1) the maximum Consolidated Leverage Ratio (as defined in the Credit Agreement) measured quarterly on a rolling four-quarter basis not to exceed 4.25:1.00 (or 4.50:1.00 for two fiscal quarters following a material acquisition) and (2) the minimum Consolidated Interest Coverage Ratio (as defined in the Credit Agreement) measured quarterly on a rolling four-quarter basis of at least 4.00:1.00. As of March 31, 2023, our Consolidated Leverage Ratio was 3.00:1.00 and our Consolidated Interest Coverage Ratio was 8.36:1.00.
Our non-guarantor subsidiaries under the Senior Notes and the Credit Agreement consist of: (i) domestic subsidiaries of the Company that account for 5% or less of consolidated assets of the Company and its subsidiaries and (ii) any foreign or domestic subsidiary of the Company that is deemed to be a controlled foreign corporation within the meaning of Section 957 of the Internal
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Revenue Code of 1986, as amended. Our non-guarantor subsidiaries accounted for approximately $1,391.0 million, or 61.0%, of our total revenue for the trailing 12 months ended March 31, 2023, approximately $561.0 million, or 45.5%, of our consolidated operating income for the trailing 12 months ended March 31, 2023, and approximately $963.6 million, or 19.0%, of our consolidated total assets (excluding intercompany assets) and $835.8 million, or 14.0%, of our consolidated total liabilities, in each case as of March 31, 2023.
Share Repurchases
The following table provides information with respect to repurchases of the Company’s common stock pursuant to open market repurchases:
Three Months Ended
(in thousands except per share data)
Average
Price
Paid Per
Share
Total
Number of
Shares
Repurchased
Dollar
Value of
Shares
Repurchased
March 31, 2023$— — $— 
March 31, 2022$515.74 1,498 $772,657 
As of March 31, 2023, there was $1,304.4 million of available authorization remaining under the 2022 Repurchase Program. This authorization may be modified, suspended or terminated by the Board of Directors at any time without prior notice.
Cash Dividends
On April 24, 2023, the Board of Directors declared a quarterly cash dividend of $1.38 per share for the three months ending June 30, 2023. The second quarter 2023 dividend is payable on May 31, 2023 to shareholders of record as of the close of trading on May 12, 2023.
Cash Flows
The following table presents the Company’s cash and cash equivalents, including restricted cash, as of the dates indicated:
As of
(in thousands)March 31,
2023
December 31,
2022
Cash and cash equivalents (includes restricted cash of $3,871 and
   $368 at March 31, 2023 and December 31, 2022, respectively)
$1,080,608 $993,564 
We typically seek to maintain minimum cash balances globally of approximately $225.0 million to $275.0 million for general operating purposes. As of March 31, 2023 and December 31, 2022, $278.9 million and $344.5 million, respectively, of the Company’s cash and cash equivalents were held by foreign subsidiaries. Repatriation of some foreign cash may be subject to certain withholding taxes in local jurisdictions and other distribution restrictions. We believe the global cash and cash equivalent balances that are maintained will be available to meet our global needs whether for general corporate purposes or other needs, including acquisitions or expansion of our products.
We believe that global cash flows from operations, together with existing cash and cash equivalents and funds available under our existing revolving credit facility and our ability to access bank debt, private debt and the capital markets for additional funds, will continue to be sufficient to fund our global operating activities and cash commitments for investing and financing activities, such as material capital expenditures and share repurchases, for at least the next 12 months and for the foreseeable future thereafter. In addition, we expect that foreign cash flows from operations, together with existing cash and cash equivalents, will continue to be sufficient to fund our foreign operating activities and cash commitments for investing activities, such as material capital expenditures, for at least the next 12 months and for the foreseeable future thereafter.
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Net Cash Provided by (Used In) Operating, Investing and Financing Activities
Three Months Ended
March 31,
(in thousands)20232022
Net cash provided by operating activities$264,141 $244,184 
Net cash (used in) investing activities(21,762)(15,310)
Net cash (used in) provided by financing activities(158,293)(966,117)
Effect of exchange rate changes2,958 (4,891)
Net (decrease) increase in cash, cash equivalents and
   restricted cash
$87,044 $(742,134)
Cash Flows From Operating Activities
Cash flows from operating activities consist of net income adjusted for certain non-cash items and changes in assets and liabilities. The year-over-year change was primarily driven by lower payments for cash expenses as well as higher cash collections from customers, partially offset by higher payments for interest expense.
Our primary uses of cash from operating activities are for the payment of cash compensation expenses, interest expenses, income taxes, technology costs, professional fees, market data costs and office rent. Historically, the payment of cash for compensation and benefits is at its highest level in the first quarter when we pay discretionary employee compensation related to the previous fiscal year.
Cash Flows From Investing Activities
The year-over-year change was primarily driven by higher capital expenditures and capitalized software development costs.
Cash Flows From Financing Activities
The year-over-year change was primarily driven by the impact of lower share repurchases, partially offset by higher dividend payments.
Item 3.    Quantitative and Qualitative Disclosures about Market Risk
Foreign Currency Risk
We are subject to foreign currency exchange fluctuation risk. Exchange rate movements can impact the U.S. dollar-reported value of our revenues, expenses, assets and liabilities denominated in non-U.S. dollar currencies or where the currency of such items is different than the functional currency of the entity where these items were recorded.
We generally invoice our clients in U.S. dollars; however, we invoice a portion of our clients in Euros, British pounds sterling, Japanese yen and a limited number of other non-U.S. dollar currencies. For the three months ended March 31, 2023 and 2022, 17.2% and 16.2%, respectively, of our revenues are subject to foreign currency exchange rate risk and primarily included clients billed in foreign currency as well as U.S. dollar exposures on non-U.S. dollar foreign operating entities. Of the 17.2% of non-U.S. dollar exposure for the three months ended March 31, 2023, 41.2% was in Euros, 31.3% was in British pounds sterling and 18.2% was in Japanese yen. Of the 16.2% of non-U.S. dollar exposure for the three months ended March 31, 2022, 40.2% was in Euros, 28.3% was in British pounds sterling and 19.8% was in Japanese yen.
Revenues from asset-based fees represented 22.5% and 25.9% of operating revenues for the three months ended March 31, 2023 and 2022, respectively. While a substantial portion of our asset-based fees are invoiced in U.S. dollars, the fees are based on the assets in investment products, of which approximately three-fifths are invested in securities denominated in currencies other than the U.S. dollar. Accordingly, declines in such other currencies against the U.S. dollar will decrease the fees payable to us under such licenses. In addition, declines in such currencies against the U.S. dollar could impact the attractiveness of such investment products resulting in net fund outflows, which would further reduce the fees payable under such licenses.
We are exposed to additional foreign currency risk in certain of our operating costs. Approximately 43.5% and 44.2% of our operating expenses for the three months ended March 31, 2023 and 2022, respectively, were denominated in foreign currencies, the significant majority of which were denominated in British pounds sterling, Indian rupees, Euros, Hungarian forints, Mexican pesos and Swiss francs.
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We have certain monetary assets and liabilities denominated in currencies other than local functional amounts and when these balances are remeasured into their local functional currency, either a gain or a loss results from the change of the value of the functional currency as compared to the originating currencies. We manage foreign currency exchange rate risk, in part, through the use of derivative financial instruments comprised principally of forward contracts on foreign currency which are not designated as hedging instruments for accounting purposes. The objective of the derivative instruments is to minimize the impact on the income statement of the volatility of amounts denominated in certain foreign currencies. We recognized total foreign currency exchange losses of $2.3 million and gains of $1.4 million for the three months ended March 31, 2023 and 2022, respectively.
Item 4.    Controls and Procedures
Our Chief Executive Officer and Chief Financial Officer have evaluated our disclosure controls and procedures, as defined in Rule 13a-15(e) or 15d-15(e) of the Securities Exchange Act of 1934, as amended, (the “Exchange Act”), as of March 31, 2023, and have concluded that these disclosure controls and procedures are effective to ensure that information required to be disclosed by us in the reports that we file or submit under the Exchange Act is recorded, processed, summarized and reported within the time specified in the SEC’s rules and forms. These disclosure controls and procedures include, without limitation, controls and procedures designed to ensure that information required to be disclosed by us in the reports we file or submit under the Exchange Act is accumulated and communicated to management, including the Chief Executive Officer and the Chief Financial Officer, as appropriate to allow timely decisions regarding required disclosure. Based on this evaluation, our Chief Executive Officer and Chief Financial Officer concluded that our disclosure controls and procedures were effective as of the end of the period covered by this report.
There have been no changes in our internal control over financial reporting (as defined in Rules 13a-15(f) and 15d-15(f) under the Exchange Act) during the three months ended March 31, 2023 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting.
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PART II – OTHER INFORMATION
Item 1.    Legal Proceedings
Various lawsuits, claims and proceedings have been or may be instituted or asserted against the Company in the ordinary course of business. While the amounts claimed could be substantial, the ultimate liability cannot now be determined because of the considerable uncertainties that exist. Therefore, it is possible that MSCI’s business, operating results, financial condition or cash flows in a particular period could be materially affected by certain contingencies. However, based on facts currently available, management believes that the disposition of matters that are currently pending or asserted will not, individually or in the aggregate, have a material effect on MSCI’s business, operating results, financial condition or cash flows.
Item 1A.    Risk Factors
For a discussion of the risk factors affecting the Company, see “Risk Factors” in Part I, Item 1A of our Annual Report on Form 10-K for fiscal year ended December 31, 2022.
There have been no material changes to the risk factors and uncertainties known to the Company and disclosed in the Company’s Form 10-K for the fiscal year ended December 31, 2022, that, if they were to materialize or occur, would, individually or in the aggregate, have a material effect on MSCI’s business, operating results, financial condition or cash flows.
Item 2.    Unregistered Sales of Equity Securities and Use of Proceeds
There were no unregistered sales of equity securities during the three months ended March 31, 2023.
The table below presents information with respect to purchases made by or on behalf of the Company of its shares of common stock during the three months ended March 31, 2023.
Issuer Purchases of Equity Securities
Period
Total
Number of
Shares
Purchased(1)
Average Price
Paid
Per Share
Total
Number of
Shares
Purchased
As Part of
Publicly
Announced
Plans
or Programs
Approximate
Dollar
Value of Shares
that May Yet
Be
Purchased
Under
the Plans or
Programs(2)
January 1, 2023-January 31, 2023— $— — $1,304,379,000 
February 1, 2023-February 28, 202378,902 $557.53 — $1,304,379,000 
March 1, 2023-March 31, 2023— $— — $1,304,379,000 
Total78,902 $557.53 — $1,304,379,000 
___________________________
(1)Includes, when applicable, (i) shares purchased by the Company on the open market under the stock repurchase program; (ii) shares withheld to satisfy tax withholding obligations on behalf of employees that occur upon vesting and delivery of outstanding shares underlying restricted stock units; and (iii) shares held in treasury under the MSCI Inc. Non-Employee Directors Deferral Plan. The value of shares withheld to satisfy tax withholding obligations was determined using the fair market value of the Company’s common stock on the date of withholding, using a valuation methodology established by the Company.
(2)See Note 9, “Shareholders’ Equity (Deficit),” of the Notes to the Unaudited Condensed Consolidated Financial Statements included herein for further information regarding our stock repurchase program.
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Item 6.    Exhibits
EXHIBIT INDEX
Exhibit
Number
Description
3.1
3.2
*31.1
*31.2
**32.1
*101.INSInline XBRL Instance Document – the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document.
*101.SCHInline XBRL Taxonomy Extension Schema Document
*101.CALInline XBRL Taxonomy Extension Calculation Linkbase Document
*101.LABInline XBRL Taxonomy Extension Label Linkbase Document
*101.PREInline XBRL Taxonomy Extension Presentation Linkbase Document
*101.DEFInline XBRL Taxonomy Extension Definition Linkbase Document
*104Cover Page Interactive Data File (formatted as Inline XBRL and contained in Exhibit 101)
___________________________
*Filed herewith.
**Furnished herewith.
    
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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.
Dated: April 25, 2023
MSCI INC.
(Registrant)
By:/s/ Andrew C. Wiechmann
Andrew C. Wiechmann
Chief Financial Officer
(Principal Financial Officer)
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