MSCI Reports Financial Results for Fourth Quarter and Full Year 2023

January 30, 2024 at 06:45 AM EST

MSCI Inc. (“MSCI” or the “Company”) (NYSE: MSCI), a leading provider of critical decision support tools and services for the global investment community, today announced its financial results for the three months ended December 31, 2023 (“fourth quarter 2023”) and full year ended December 31, 2023 (“full year 2023”).

Financial and Operational Highlights for Fourth Quarter 2023

(Note: Unless otherwise noted, percentage and other changes are relative to the three months ended December 31, 2022 (“fourth quarter 2022”) and Run Rate percentage changes are relative to December 31, 2022).

Operating revenues of $690.1 million, up 19.8%; Organic operating revenue growth of 14.7%
Recurring subscription revenues up 16.8%; Asset-based fees up 15.9%
Operating margin of 53.7%; Adjusted EBITDA margin of 60.1%
Diluted EPS of $5.07, up 89.9%; Adjusted EPS of $3.68, up 29.6%
New recurring subscription sales up by 1.9%; Organic recurring subscription Run Rate growth of 9.9%; Retention Rate of 93.6%
In full year 2023 and through trade date of January 29, 2024, a total of $458.7 million or 979,623 shares were repurchased at an average repurchase price of $468.26
In fourth quarter 2023, dividends of $109.2 million were paid to shareholders; Cash dividend of $1.60 per share declared by MSCI Board of Directors for first quarter 2024, an increase of 15.9%

	Three Months Ended								Year Ended
In thousands, except per share data (unaudited)	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
In thousands, except per share data (unaudited)	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
Operating revenues	$	690,106		$	576,208		19.8	%	$	2,528,920		$	2,248,598		12.5	%
Operating income	$	370,745		$	308,750		20.1	%	$	1,384,609		$	1,207,640		14.7	%
Operating margin %		53.7	%		53.6	%				54.8	%		53.7	%

Net income	$	403,380		$	214,971		87.6	%	$	1,148,592		$	870,573		31.9	%

Diluted EPS	$	5.07		$	2.67		89.9	%	$	14.39		$	10.72		34.2	%
Adjusted EPS	$	3.68		$	2.84		29.6	%	$	13.52		$	11.45		18.1	%

Adjusted EBITDA	$	414,627		$	339,022		22.3	%	$	1,522,951		$	1,329,671		14.5	%
Adjusted EBITDA margin %		60.1	%		58.8	%				60.2	%		59.1	%

“MSCI delivered impressive results to close out 2023, despite continued external headwinds. In the fourth quarter, we achieved Adjusted EPS growth of nearly 30%, and organic revenue growth of 14.7%. Operationally, we completed our 10th consecutive year of double-digit subscription run-rate growth in Index, while achieving our highest-ever full-year retention rate in Analytics, along with our best quarter and full year on record for recurring sales in Equity Analytics,” said Henry A. Fernandez, Chairman and CEO of MSCI.

“We continue to capitalize on important secular trends that are reshaping the global investment landscape, such as rising demand for portfolio customization at scale. Looking ahead, MSCI remains committed to making organic investments and bolt-on acquisitions that add value, while returning excess capital to our owners through share buybacks and dividend payments. As always, we will balance our long-term strategic investments with our commitment to rigorous financial management and short-term execution,” Mr. Fernandez added.

Fourth Quarter Consolidated Results

Operating Revenues: Operating revenues were $690.1 million, up 19.8%. Organic operating revenue growth was 14.7%. The $113.9 million increase was driven by $72.9 million in higher recurring subscription revenues and $21.1 million in higher non-recurring revenues primarily related to the Index and Analytics segments, as well as $19.9 million in higher asset-based fees.

Run Rate and Retention Rate: Total Run Rate at December 31, 2023 was $2,686.2 million, up 15.8%. Recurring subscription Run Rate increased by $289.2 million, and asset-based fees Run Rate increased by $76.6 million. Organic recurring subscription Run Rate growth was 9.9%. Retention Rate in fourth quarter 2023 was 93.6%, compared to 93.0% in fourth quarter 2022.

Expenses: Total operating expenses were $319.4 million, up 19.4%, including $33.4 million associated with The Burgiss Group, LLC (“Burgiss”) and Trove Research Ltd (“Trove”). Adjusted EBITDA expenses were $275.5 million, up 16.1%, primarily reflecting higher compensation and incentive compensation expenses related to higher headcount to support business growth, partially offset by lower severance costs. Adjusted EBITDA expense also includes $22.6 million of expenses associated with Burgiss and Trove. Approximately $1.4 million in non-recurring integration and transaction costs related to the acquisition of Burgiss and $9.3 million of acquired intangible assets amortization expenses related to Burgiss and Trove were excluded from Adjusted EBITDA expenses. Total operating expenses excluding the impact of foreign currency exchange rate fluctuations (“ex-FX”) and adjusted EBITDA expenses ex-FX increased 17.6% and 14.2%, respectively.

Operating Income: Operating income was $370.7 million, up 20.1%. Operating income margin in fourth quarter 2023 was 53.7%, compared to 53.6% in fourth quarter 2022.

Headcount: As of December 31, 2023, headcount was 5,794 employees, with approximately 33.5% and approximately 66.5% of employees located in developed market and emerging market locations, respectively.

Other Expense (Income), Net: Other expense (income), net was ($97.1) million in fourth quarter 2023, as compared to $43.1 for the fourth quarter 2022, primarily driven by the non-taxable, one-time gain on the remeasurement of our equity method investment in Burgiss of $143.0 million, partially offset by lower interest income due to lower cash balance and higher interest expense due to higher interest rates.

Income Taxes: In the fourth quarter 2023, the effective tax rate was 13.8% compared to 19.1% in the fourth quarter 2022, primarily due to the non-taxable, one-time gain on the remeasurement of our equity method investment in Burgiss of $143.0 million and a discrete benefit related to a favorable outcome on the application of a foreign tax law change received late in the quarter, partially offset by an increase due to accruals related to open tax audits.

Net Income: As a result of the factors described above, net income was $403.4 million, up 87.6%.

Adjusted EBITDA: Adjusted EBITDA was $414.6 million, up 22.3%. Adjusted EBITDA margin in fourth quarter 2023 was 60.1%, compared to 58.8% in fourth quarter 2022.

Index Segment:

Table 1A: Results (unaudited)

	Three Months Ended								Year Ended
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
Operating revenues:
Recurring subscriptions	$	210,737		$	189,970		10.9	%	$	814,582		$	729,710		11.6	%
Asset-based fees		145,148			125,238		15.9	%		557,502			528,127		5.6	%
Non-recurring		32,110			14,053		128.5	%		79,731			45,372		75.7	%
Total operating revenues		387,995			329,261		17.8	%		1,451,815			1,303,209		11.4	%
Adjusted EBITDA expenses		89,446			80,866		10.6	%		344,842			317,802		8.5	%
Adjusted EBITDA	$	298,549		$	248,395		20.2	%	$	1,106,973		$	985,407		12.3	%
Adjusted EBITDA margin %		76.9	%		75.4	%				76.2	%		75.6	%

Index operating revenues were $388.0 million, up 17.8%. The $58.7 million increase was driven by $20.8 million in higher recurring subscription revenues, $19.9 million in higher asset-based fees, as well as $18.1 million in higher non-recurring revenues.

Growth in recurring subscription revenues was primarily driven by strong growth from market-cap weighted Index products.

Revenues from ETFs linked to MSCI equity indexes, mainly driven by an increase in average AUM, drove more than half of the increase in revenues attributable to asset-based fees. The balance of the increase was contributed by non-ETF indexed funds linked to MSCI indexes, driven by an increase in average AUM as well as an increase in average basis point fees.

Non-recurring revenues were $32.1 million, up 128.5%. The $18.1 million increase was primarily driven by $16 million related to fees for unlicensed usage of our content in historical periods, which is recognized in the current period given the signing of an agreement during the quarter to be paid for that past usage.

Index Run Rate as of December 31, 2023 was $1.5 billion, up 12.4%. The $160.4 million increase was comprised of a $83.7 million increase in recurring subscription Run Rate, as well as $76.6 million increase in asset-based fees Run Rate. The increase in recurring subscription Run Rate was driven by growth from market cap-weighted products, custom Index products and special packages as well as factor, ESG and climate products, and reflected growth across all regions and client segments. The increase in asset-based fees Run Rate primarily reflected growth in AUM in ETFs linked to MSCI equity indexes and non-ETF indexed funds linked to MSCI indexes, partially offset by lower exchanged traded futures and options volume.

Analytics Segment:

Table 1B: Results (unaudited)

	Three Months Ended								Year Ended
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
Operating revenues:
Recurring subscriptions	$	160,015		$	146,957		8.9	%	$	603,291		$	567,004		6.4	%
Non-recurring		4,722			2,754		71.5	%		12,665			9,103		39.1	%
Total operating revenues		164,737			149,711		10.0	%		615,956			576,107		6.9	%
Adjusted EBITDA expenses		87,572			83,300		5.1	%		341,081			328,212		3.9	%
Adjusted EBITDA	$	77,165		$	66,411		16.2	%	$	274,875		$	247,895		10.9	%
Adjusted EBITDA margin %		46.8	%		44.4	%				44.6	%		43.0	%

Analytics operating revenues were $164.7 million, up 10.0%. The $15.0 million increase was primarily driven by growth from recurring subscriptions related to both Equity Analytics and Multi-Asset Class products. More than half of the growth in non-recurring revenues was driven by a large number of implementations that were completed in the quarter, and the remainder was driven by one-time deals related to Multi-Asset Class products. Excluding the impact of foreign currency exchange rate fluctuations, Analytics operating revenue growth was 10.2%.

Analytics Run Rate as of December 31, 2023, was $661.9 million, up 7.4%. The increase of $45.9 million was driven by growth in both Multi-Asset Class and Equity Analytics products, and reflected growth across all regions. Excluding the impact of foreign currency exchange rate fluctuations, Analytics Run Rate growth was 7.2%.

ESG and Climate Segment:

Table 1C: Results (unaudited)

	Three Months Ended								Year Ended
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
Operating revenues:
Recurring subscriptions	$	74,828		$	62,198		20.3	%	$	282,351		$	223,160		26.5	%
Non-recurring		1,425			1,361		4.7	%		5,217			5,151		1.3	%
Total operating revenues		76,253			63,559		20.0	%		287,568			228,311		26.0	%
Adjusted EBITDA expenses		50,689			44,799		13.1	%		195,890			167,217		17.1	%
Adjusted EBITDA	$	25,564		$	18,760		36.3	%	$	91,678		$	61,094		50.1	%
Adjusted EBITDA margin %		33.5	%		29.5	%				31.9	%		26.8	%

ESG and Climate operating revenues were $76.3 million, up 20.0%, and included $0.8 million from the acquisition of Trove, which closed on November 1, 2023. Excluding the acquisition, the $11.9 million increase was primarily driven by strong growth from recurring subscriptions related to Ratings, Climate and Screening products. Excluding the impact of foreign currency exchange rate fluctuations and the Trove acquisition, ESG and Climate operating revenue growth was 14.5%.

ESG and Climate Run Rate as of December 31, 2023, was $319.3 million, up 19.6%. The $52.3 million increase primarily reflects strong growth from Ratings, Screening and Climate products, with contributions across all regions and client segments. Excluding the impact of foreign currency exchange rate fluctuations and the Trove acquisition, ESG and Climate Run Rate growth was 16.1%.

All Other – Private Assets Segment:

Table 1D: Results (unaudited)

	Three Months Ended								Year Ended
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
Operating revenues:
Recurring subscriptions	$	59,774		$	33,373		79.1	%	$	171,066		$	139,649		22.5	%
Non-recurring		1,347			304		n/m			2,515			1,322		90.2	%
Total operating revenues		61,121			33,677		81.5	%		173,581			140,971		23.1	%
Adjusted EBITDA expenses		47,772			28,221		69.3	%		124,156			105,696		17.5	%
Adjusted EBITDA	$	13,349		$	5,456		144.7	%	$	49,425		$	35,275		40.1	%
Adjusted EBITDA margin %		21.8	%		16.2	%				28.5	%		25.0	%

All Other – Private Assets operating revenues, which reflects the Real Assets operating segment and the Private Capital Solutions (formerly known as Burgiss) operating segment, were $61.1 million, up 81.5%, and included $25.4 million from the Burgiss acquisition, which closed on October 2, 2023. Excluding the impact of the acquisition of Burgiss, All Other - Private Assets revenues were higher by $2.0 million primarily driven by growth from recurring subscriptions related to Real Capital Analytics, Inc. (“RCA”), Index Intel and Performance Insights products, as well as favorable foreign currency exchange rate fluctuations. Excluding the impact of foreign currency exchange rate fluctuations and the Burgiss acquisition, All Other – Private Assets operating revenue growth was 4.4%.

All Other – Private Assets Run Rate, which reflects the Real Assets and Private Capital Solutions operating segments, was $252.7 million as of December 31, 2023, up 73.9%, and included $98.0 million associated with Burgiss. Excluding the impact of the acquisition of Burgiss, the growth was primarily driven by Index Intel, RCA and Performance Insights products as well as favorable foreign currency exchange rate fluctuations. This increase reflected growth across all regions. Excluding the impact of foreign currency exchange rate fluctuations and the Burgiss acquisition, All Other – Private Assets Run Rate growth was 4.9%.

Select Balance Sheet Items and Capital Allocation

Cash Balances and Outstanding Debt: Cash and cash equivalents was $461.7 million as of December 31, 2023. MSCI typically seeks to maintain minimum cash balances globally of approximately $225.0 million to $275.0 million for general operating purposes.

Total principal amount of debt outstanding as of December 31, 2023 was $4.5 billion. The total debt to net income ratio (based on trailing twelve months net income) was 3.9x. The total debt to adjusted EBITDA ratio (based on trailing twelve months adjusted EBITDA) was 3.0x.

MSCI seeks to maintain total debt to adjusted EBITDA in a target range of 3.0x to 3.5x.

Subsequent to December 31, 2023, we amended and restated the credit agreement governing our credit facilities (the “Credit Agreement”) to provide for a new revolving credit facility (the “Revolving Credit Facility”) with an aggregate of $1.25 billion of revolving loan commitments, which may be drawn until January 2029. On the closing of the Credit Agreement, we drew down on the Revolving Credit Facility in an amount sufficient to prepay the term loans outstanding under the prior term loan A facility.

Capex and Cash Flow: Capex was $21.8 million, and net cash provided by operating activities increased by 23.3% to $389.0 million, primarily reflecting higher cash collections from customers, partially offset by higher cash expenses and income taxes paid in the quarter. Free cash flow was up 24.5% to $367.1 million.

Share Count and Share Repurchases: Weighted average diluted shares outstanding were 79.5 million in fourth quarter 2023, down 1.2% year-over-year. Total shares outstanding as of December 31, 2023 were 79.1 million. A total of $0.8 billion remains on the outstanding share repurchase authorization as of trade date of January 29, 2024.

Dividends: Approximately $109.2 million in dividends were paid to shareholders in fourth quarter 2023. On January 29, 2024, the MSCI Board of Directors declared a cash dividend of $1.60 per share for first quarter 2024, payable on February 29, 2024 to shareholders of record as of the close of trading on February 16, 2024.

Full-Year 2024 Guidance

MSCI's guidance for the year ending December 31, 2024 (“Full-Year 2024”) is based on assumptions about a number of factors, in particular related to macroeconomic factors and the capital markets. These assumptions are subject to uncertainty, and actual results for the year could differ materially from our current guidance, including as a result of the uncertainties, risks and assumptions discussed in the “Risk Factors” and “Management’s Discussion and Analysis of Financial Condition and Results of Operations” sections of our Annual Report on Form 10-K, as updated in quarterly reports on Form 10-Q and current reports on Form 8-K filed or furnished with the SEC. See “Forward-Looking Statements” below.

Guidance Item	Guidance for Full-Year 2024
Operating Expense	$1,300 to $1,340 million
Adjusted EBITDA Expense	$1,130 to $1,160 million
Interest Expense (including amortization of financing fees)⁽¹⁾	$185 to $189 million
Depreciation & Amortization Expense	$170 to $180 million
Effective Tax Rate	18% to 21%
Capital Expenditures	$95 to $105 million
Net Cash Provided by Operating Activities	$1,330 to $1,380 million
Free Cash Flow	$1,225 to $1,285 million
(1) A portion of our annual interest expense is from our variable rate indebtedness under our Revolving Credit Facility, while the majority is from fixed rate senior unsecured notes. Changes to the secured overnight funding rate (“SOFR”) and indebtedness levels can cause our annual interest expense to vary.

Conference Call Information

MSCI’s senior management will review the fourth quarter and full year 2023 results on Tuesday, January 30, 2024 at 11:00 AM Eastern Time. To listen to the live event via webcast, visit the events and presentations section of MSCI’s Investor Relations website, https://ir.msci.com/events-and-presentations, or via telephone, dial 1-800-715-9871 conference ID 2144291 within the United States. International callers may dial 1-646-307-1963 conference ID 2144291. The teleconference will also be webcast with an accompanying slide presentation that can be accessed through MSCI’s Investor Relations website.

About MSCI Inc.

MSCI is a leading provider of critical decision support tools and services for the global investment community. With over 50 years of expertise in research, data and technology, we power better investment decisions by enabling clients to understand and analyze key drivers of risk and return and confidently build more effective portfolios. We create industry-leading research-enhanced solutions that clients use to gain insight into and improve transparency across the investment process. To learn more, please visit www.msci.com. MSCI#IR

Forward-Looking Statements

This earnings release contains forward-looking statements within the meaning of the Private Securities Litigation Reform Act of 1995, including without limitation, MSCI’s Full-Year 2024 guidance. These forward-looking statements relate to future events or to future financial performance and 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. 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 MSCI’s control and that could materially affect actual results, levels of activity, performance or achievements.

Other factors that could materially affect actual results, levels of activity, performance or achievements can be found in MSCI’s Annual Report on Form 10-K for the fiscal year ended December 31, 2022 filed with the Securities and Exchange Commission (“SEC”) on February 10, 2023 and in quarterly reports on Form 10-Q and current reports on Form 8-K filed or furnished with the SEC. 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 in this earnings release reflects MSCI’s current views with respect to future events and is subject to these and other risks, uncertainties and assumptions relating to MSCI’s operations, results of operations, growth strategy and liquidity. 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.

Website and Social Media Disclosure

MSCI uses its Investor Relations homepage and Corporate Responsibility homepage as channels of distribution of company information. The information MSCI posts through these channels may be deemed material. Accordingly, investors should monitor these channels, in addition to following MSCI’s press releases, SEC filings and public conference calls and webcasts. In addition, you may automatically receive email alerts and other information about MSCI when you enroll your email address by visiting the “Email Alerts” section of MSCI’s Investor Relations homepage at http://ir.msci.com/email-alerts. The contents of MSCI’s website, including its quarterly updates, blog, podcasts and social media channels are not, however, incorporated by reference into this earnings release.

Notes Regarding the Use of Operating Metrics

MSCI has presented supplemental key operating metrics as part of this earnings release, including Retention Rate, Run Rate, subscription sales, subscription cancellations and non-recurring sales.

Retention Rate is an important metric because subscription cancellations decrease our Run Rate and ultimately our 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 cancellation. 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.

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.

“Organic recurring subscription Run Rate growth” is defined as the period over period Run Rate growth, excluding the impact of changes in foreign currency and the first year impact of any acquisitions. It is also adjusted for divestitures. Changes in foreign currency are calculated by applying the currency exchange rate from the comparable prior period to current period foreign currency denominated Run Rate.

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.

Notes Regarding the Use of Non-GAAP Financial Measures

MSCI has presented supplemental non-GAAP financial measures as part of this earnings release. Reconciliations are provided in Tables 9 through 14 below that reconcile each non-GAAP financial measure with the most comparable GAAP measure. The non-GAAP financial measures presented in this earnings release should not be considered as alternative measures for the most directly comparable GAAP financial measures. The non-GAAP financial measures presented in this earnings release are used by management to monitor the financial performance of the business, inform business decision-making and forecast future results.

“Adjusted EBITDA” 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, impairment related to sublease of leased property and certain acquisition-related integration and transaction costs.

“Adjusted EBITDA expenses” 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, impairment related to sublease of leased property and certain acquisition-related integration and transaction costs.

“Adjusted EBITDA margin” is defined as adjusted EBITDA divided by operating revenues.

“Adjusted net income” and “adjusted EPS” are defined as net income and diluted EPS, respectively, before the after-tax impact of: the amortization of acquired intangible assets, including the amortization of the basis difference between the cost of the equity method investment and MSCI’s share of the net assets of the investee at historical carrying value and, at times, certain other transactions or adjustments, including, when applicable, the impact related to certain acquisition-related integration and transaction costs, the impact from impairment related to sublease of leased property and the impact related to gain from changes in ownership interest of investees.

“Capex” is defined as capital expenditures plus capitalized software development costs.

“Free cash flow” is defined as net cash provided by operating activities, less Capex.

“Organic operating revenue growth” is defined as operating revenue growth compared to the prior year period excluding the impact of acquired businesses, divested businesses and foreign currency exchange rate fluctuations.

Asset-based fees ex-FX does not adjust for the impact from foreign currency exchange rate fluctuations on the underlying assets under management (“AUM”).

We believe adjusted EBITDA, adjusted EBITDA margin and adjusted EBITDA expenses are meaningful measures of the operating performance of MSCI 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 our ongoing operating performance in the period.

We believe adjusted net income and adjusted EPS are meaningful measures of the performance of MSCI because they adjust for the after-tax impact of significant one-time, unusual or non-recurring items as well as eliminate the impact of any transactions that do not directly affect what management considers to be our ongoing operating performance in the period. We also exclude the after-tax impact of the amortization of acquired intangible assets and amortization of the basis difference between the cost of the equity method investment and MSCI’s share of the net assets of the investee at historical carrying value, as these non-cash amounts are significantly impacted by the timing and size of each acquisition and therefore not meaningful to the ongoing operating performance in the period.

We believe that free cash flow is useful to investors because it relates the operating cash flow of MSCI to the capital that is spent to continue and improve business operations, such as investment in MSCI’s existing products. Further, free cash flow indicates our ability to strengthen MSCI’s balance sheet, repay our debt obligations, pay cash dividends and repurchase shares of our common stock.

We believe organic operating revenue growth is a meaningful measure of the operating performance of MSCI because it adjusts for the impact of foreign currency exchange rate fluctuations and excludes the impact of operating revenues attributable to acquired and divested businesses for the comparable prior year period, providing insight into our ongoing operating performance for the period(s) presented.

We believe that the non-GAAP financial measures presented in this earnings release facilitate meaningful period-to-period comparisons and provide a baseline for the evaluation of future results.

Adjusted EBITDA expenses, adjusted EBITDA margin, adjusted EBITDA, adjusted net income, adjusted EPS, Capex, free cash flow and organic operating revenue growth are not defined in the same manner by all companies and may not be comparable to similarly-titled non-GAAP financial measures of other companies. 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 these measures may not be comparable to similarly-titled measures computed by other companies.

Notes Regarding Adjusting for the Impact of Foreign Currency Exchange Rate Fluctuations

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 are 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.

Table 2: Condensed Consolidated Statements of Income (unaudited)

	Three Months Ended								Year Ended
In thousands, except per share data	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
In thousands, except per share data	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
Operating revenues	$	690,106		$	576,208		19.8	%	$	2,528,920		$	2,248,598		12.5	%
Operating expenses:
Cost of revenues (exclusive of depreciation and amortization)		122,557			102,384		19.7	%		446,581			404,341		10.4	%
Selling and marketing		75,160			71,912		4.5	%		276,204			264,583		4.4	%
Research and development		39,220			29,026		35.1	%		132,121			107,205		23.2	%
General and administrative		40,440			33,864		19.4	%		153,967			146,857		4.8	%
Amortization of intangible assets		36,886			23,805		55.0	%		114,429			91,079		25.6	%
Depreciation and amortization of property, equipment and leasehold improvements		5,098			6,467		(21.2	)%		21,009			26,893		(21.9	)%
Total operating expenses(1)		319,361			267,458		19.4	%		1,144,311			1,040,958		9.9	%

Operating income		370,745			308,750		20.1	%		1,384,609			1,207,640		14.7	%

Interest income		(3,400	)		(6,609	)	(48.6	)%		(34,479	)		(11,769	)	193.0	%
Interest expense		46,954			45,610		2.9	%		186,679			171,571		8.8	%
Gain on remeasurement of equity method investment		(143,029	)		—		—	%		(143,029	)		—		—	%
Other expense (income)		2,345			4,087		(42.6	)%		6,377			3,997		59.5	%
Other expense (income), net		(97,130	)		43,088		nm			15,548			163,799		(90.5	)%

Income before provision for income taxes		467,875			265,662		76.1	%		1,369,061			1,043,841		31.2	%

Provision for income taxes		64,495			50,691		27.2	%		220,469			173,268		27.2	%
Net income		403,380			214,971		87.6	%		1,148,592			870,573		31.9	%


Earnings per basic common share	$	5.10		$	2.69		89.6	%	$	14.45		$	10.78		34.0	%


Earnings per diluted common share	$	5.07		$	2.67		89.9	%	$	14.39		$	10.72		34.2	%

Weighted average shares outstanding used in computing earnings per share:

Basic		79,115			79,989		(1.1	)%		79,462			80,746		(1.6	)%
Diluted		79,499			80,424		(1.2	)%		79,843			81,215		(1.7	)%

n/m: not meaningful.

^{(1) Includes stock-based compensation expense of $17.0 million and $12.6 million for the three months ended Dec. 31, 2023 and Dec. 31, 2022, respectively. Includes stock-based compensation expense of $73.0 million and $58.0 million for the year ended Dec. 31, 2023 and Dec. 31, 2022, respectively.}

Table 3: Selected Balance Sheet Items (unaudited)

	As of
In thousands	Dec. 31, 2023	Dec. 31, 2022
Cash and cash equivalents (1)	$461,693	$993,564
Accounts receivable, net of allowances	$839,555	$663,236

Current deferred revenue	$1,083,864	$882,886
Current portion of long-term debt (2)	$10,902	$8,713
Long-term debt(3)	$4,496,826	$4,503,233

^{(1) Includes restricted cash of $3.9 million at Dec. 31, 2023 and $0.4 million at Dec. 31, 2022.}
^{(2) Consists of gross current portion of long-term debt, net of deferred financing fees. Gross current portion of long-term debt was $10.9 million at Dec. 31, 2023 and $8.8 million at Dec. 31,2022.}
^{(3) Consists of gross long-term debt, net of deferred financing fees. Gross long-term debt was $4,528.1 million at Dec. 31, 2023 and $4,539.1 million at Dec. 31, 2022.}

Table 4: Selected Cash Flow Items (unaudited)

	Three Months Ended								Year Ended
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
Net cash provided by operating activities	$	388,953		$	315,427		23.3	%	$	1,236,029		$	1,095,369		12.8	%
Net cash used in investing activities		(749,967	)		(26,922	)	n/m			(819,378	)		(79,335	)	n/m
Net cash (used in) provided by financing activities		(111,567	)		(172,553	)	35.3	%		(953,931	)		(1,425,380	)	33.1	%
Effect of exchange rate changes		5,722			10,500		(45.5	)%		5,409			(18,539	)	129.2	%
Net (decrease) increase in cash, cash equivalents and restricted cash	$	(466,859	)	$	126,452		n/m		$	(531,871	)	$	(427,885	)	(24.3	)%

n/m: not meaningful.

Table 5: Operating Results by Segment and Revenue Type (unaudited)

*Index*	Three Months Ended								Year Ended
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
In thousands	Dec. 31, 2023			Dec. 31, 2022			% Change		Dec. 31, 2023			Dec. 31, 2022			% Change
Operating revenues:
Recurring subscriptions	$	210,737		$	189,970		10.9	%	$	814,582		$	729,710		11.6	%
Asset-based fees		145,148			125,238		15.9	%		557,502			528,127		5.6	%
Non-recurring		32,110			14,053		128.5	%		79,731			45,372		75.7	%
Total operating revenues		387,995			329,261		17.8	%		1,451,815			1,303,209		11.4	%
Adjusted EBITDA expenses		89,446			80,866		10.6	%		344,842			317,802		8.5	%
Adjusted EBITDA	$	298,549		$	248,395		20.2	%	$	1,106,973		$	985,407		12.3	%
Adjusted EBITDA margin %		76.9	%		75.4	%				76.2	%		75.6	%

*Analytics*	Three Months Ended								Year Ended
	Dec. 31,			Dec. 31,			%		Dec. 31,			Dec. 31,			%
In thousands		2023			2022		Change			2023			2022		Change
Operating revenues:
Recurring subscriptions	$	160,015		$	146,957		8.9	%	$	603,291		$	567,004		6.4	%
Non-recurring		4,722			2,754		71.5	%		12,665			9,103		39.1	%
Total operating revenues		164,737			149,711		10.0	%		615,956			576,107		6.9	%
Adjusted EBITDA expenses		87,572			83,300		5.1	%		341,081			328,212		3.9	%
Adjusted EBITDA	$	77,165		$	66,411		16.2	%	$	274,875		$	247,895		10.9	%
Adjusted EBITDA margin %		46.8	%		44.4	%				44.6	%		43.0	%

*ESG and Climate*	Three Months Ended								Year Ended
	Dec. 31,			Dec. 31,			%		Dec. 31,			Dec. 31,			%
In thousands		2023			2022		Change			2023			2022		Change
Operating revenues:
Recurring subscriptions	$	74,828		$	62,198		20.3	%	$	282,351		$	223,160		26.5	%
Non-recurring		1,425			1,361		4.7	%		5,217			5,151		1.3	%
Total operating revenues		76,253			63,559		20.0	%		287,568			228,311		26.0	%
Adjusted EBITDA expenses		50,689			44,799		13.1	%		195,890			167,217		17.1	%
Adjusted EBITDA	$	25,564		$	18,760		36.3	%	$	91,678		$	61,094		50.1	%
Adjusted EBITDA margin %		33.5	%		29.5	%				31.9	%		26.8	%

*All Other - Private Assets*	Three Months Ended								Year Ended
	Dec. 31,			Dec. 31,			%		Dec. 31,			Dec. 31,			%
In thousands		2023			2022		Change			2023			2022		Change
Operating revenues:
Recurring subscriptions	$	59,774		$	33,373		79.1	%	$	171,066		$	139,649		22.5	%
Non-recurring		1,347			304		n/m			2,515			1,322		90.2	%
Total operating revenues		61,121			33,677		81.5	%		173,581			140,971		23.1	%
Adjusted EBITDA expenses		47,772			28,221		69.3	%		124,156			105,696		17.5	%
Adjusted EBITDA	$	13,349		$	5,456		144.7	%	$	49,425		$	35,275		40.1	%
Adjusted EBITDA margin %		21.8	%		16.2	%				28.5	%		25.0	%

*Consolidated*	Three Months Ended								Year Ended
	Dec. 31,			Dec. 31,			%		Dec. 31,			Dec. 31,			%
In thousands		2023			2022		Change			2023			2022		Change
Operating revenues:
Recurring subscriptions	$	505,354		$	432,498		16.8	%	$	1,871,290		$	1,659,523		12.8	%
Asset-based fees		145,148			125,238		15.9	%		557,502			528,127		5.6	%
Non-recurring		39,604			18,472		114.4	%		100,128			60,948		64.3	%
Operating revenues total		690,106			576,208		19.8	%		2,528,920			2,248,598		12.5	%
Adjusted EBITDA expenses		275,479			237,186		16.1	%		1,005,969			918,927		9.5	%
Adjusted EBITDA	$	414,627		$	339,022		22.3	%	$	1,522,951		$	1,329,671		14.5	%
Operating margin %		53.7	%		53.6	%				54.8	%		53.7	%
Adjusted EBITDA margin %		60.1	%		58.8	%				60.2	%		59.1	%

Table 6: Sales and Retention Rate by Segment (unaudited)(1)

	Three Months Ended						Year Ended
	Dec. 31,			Dec. 31,			Dec. 31,			Dec. 31,
In thousands		2023			2022			2023			2022
Index
New recurring subscription sales	$	35,860		$	35,206		$	116,016		$	109,699
Subscription cancellations		(9,681	)		(8,635	)		(32,298	)		(27,103	)
Net new recurring subscription sales	$	26,179		$	26,571		$	83,718		$	82,596
Non-recurring sales	$	33,410		$	16,203		$	87,775		$	57,560
Total gross sales	$	69,270		$	51,409		$	203,791		$	167,259
Total Index net sales	$	59,589		$	42,774		$	171,493		$	140,156

Index Retention Rate		95.0	%		95.0	%		95.8	%		96.1	%

Analytics
New recurring subscription sales	$	28,284		$	25,193		$	79,035		$	75,584
Subscription cancellations		(10,581	)		(14,648	)		(34,675	)		(37,171	)
Net new recurring subscription sales	$	17,703		$	10,545		$	44,360		$	38,413
Non-recurring sales	$	5,645		$	2,731		$	14,379		$	11,143
Total gross sales	$	33,929		$	27,924		$	93,414		$	86,727
Total Analytics net sales	$	23,348		$	13,276		$	58,739		$	49,556

Analytics Retention Rate		93.1	%		90.0	%		94.4	%		93.6	%

ESG and Climate
New recurring subscription sales	$	16,595		$	23,363		$	55,092		$	78,980
Subscription cancellations		(3,592	)		(2,303	)		(10,923	)		(5,618	)
Net new recurring subscription sales	$	13,003		$	21,060		$	44,169		$	73,362
Non-recurring sales	$	1,559		$	715		$	5,625		$	4,268
Total gross sales	$	18,154		$	24,078		$	60,717		$	83,248
Total ESG and Climate net sales	$	14,562		$	21,775		$	49,794		$	77,630

ESG and Climate Retention Rate(2)		94.7	%		95.4	%		95.9	%		97.2	%

All Other - Private Assets
New recurring subscription sales	$	11,429		$	6,723		$	26,175		$	23,213
Subscription cancellations		(6,703	)		(2,489	)		(15,337	)		(7,569	)
Net new recurring subscription sales	$	4,726		$	4,234		$	10,838		$	15,644
Non-recurring sales	$	1,082		$	574		$	2,151		$	1,264
Total gross sales	$	12,511		$	7,297		$	28,326		$	24,477
Total All Other - Private Assets net sales	$	5,808		$	4,808		$	12,989		$	16,908

All Other - Private Assets Retention Rate(3)		88.8	%		92.6	%		90.4	%		94.4	%

Consolidated
New recurring subscription sales	$	92,168		$	90,485		$	276,318		$	287,476
Subscription cancellations		(30,557	)		(28,075	)		(93,233	)		(77,461	)
Net new recurring subscription sales	$	61,611		$	62,410		$	183,085		$	210,015
Non-recurring sales	$	41,696		$	20,223		$	109,930		$	74,235
Total gross sales	$	133,864		$	110,708		$	386,248		$	361,711
Total net sales	$	103,307		$	82,633		$	293,015		$	284,250

Total Retention Rate		93.6	%		93.0	%		94.7	%		95.2	%

^{(1) See "Notes Regarding the Use of Operating Metrics" for details regarding the definition of new recurring subscription sales, subscription cancellations, net new recurring subscription sales, non-recurring sales, total gross sales, total net sales and Retention Rate.}

^{(2) Retention rate for ESG and Climate excluding the impact of the acquisition of Trove was 94.7% and 95.9% for the three months and year ended Dec. 31, 2023, respectively.}
^{(3) Retention rate for All Other – Private Assets excluding the impact of the acquisition of Burgiss was 88.6% and 91.2% for the three months and year ended Dec. 31, 2023, respectively.}

Table 7: AUM in ETFs Linked to MSCI Equity Indexes (unaudited)(1)(2)

	Three Months Ended											Year Ended
	Dec. 31,		Mar. 31,		June 30,		Sep. 30,			Dec. 31,		Dec. 31,			Dec. 31,
In billions	2022		2023		2023			2023		2023			2022		2023
Beginning Period AUM in ETFs linked to MSCI equity indexes	$	1,081.2	$	1,222.9	$	1,305.4	$	1,372.5		$	1,322.8	$	1,451.6		$	1,222.9
Market Appreciation/(Depreciation)		118.8		75.1		48.4		(56.1	)		130.5		(283.9	)		197.9
Cash Inflows/(Outflows)		22.9		7.4		18.7		6.4			15.6		55.2			48.1
Period-End AUM in ETFs linked to MSCI equity indexes	$	1,222.9	$	1,305.4	$	1,372.5	$	1,322.8		$	1,468.9	$	1,222.9		$	1,468.9

Period Average AUM in ETFs linked to MSCI equity indexes	$	1,182.1	$	1,287.5	$	1,333.8	$	1,376.5		$	1,364.9	$	1,267.2		$	1,340.7

Period-End Basis Point Fee(3)		2.54		2.53		2.52		2.51			2.50		2.54			2.50

^{(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. Information contained on our website is not incorporated by reference into this Press Release or any other report filed or furnished 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 ETFs net asset value by the number of shares outstanding.}
^{(3) Based on period-end Run Rate for ETFs linked to MSCI equity indexes using period-end AUM.}

Table 8: Run Rate by Segment and Type (unaudited)(1)

	As of
	Dec. 31,		Dec. 31,		%
In thousands	2023		2022		Change
Index
Recurring subscriptions	$	861,366	$	777,633	10.8	%
Asset-based fees		590,872		514,253	14.9	%
Index Run Rate		1,452,238		1,291,886	12.4	%

Analytics Run Rate		661,922		616,069	7.4	%

ESG and Climate Run Rate		319,324		267,019	19.6	%

All Other - Private Assets Run Rate		252,677		145,333	73.9	%

Total Run Rate	$	2,686,161	$	2,320,307	15.8	%

Total recurring subscriptions	$	2,095,289	$	1,806,054	16.0	%
Total asset-based fees		590,872		514,253	14.9	%
Total Run Rate	$	2,686,161	$	2,320,307	15.8	%

^{(1) See "Notes Regarding the Use of Operating Metrics" for details regarding the definition of Run Rate.}

Table 9: Reconciliation of Net Income to Adjusted EBITDA (unaudited)

	Three Months Ended					Year Ended
	Dec. 31,			Dec. 31,		Dec. 31,		Dec. 31,
In thousands		2023		2022			2023	2022
Net income	$	403,380		$	214,971	$	1,148,592	$	870,573
Provision for income taxes		64,495			50,691		220,469		173,268
Other expense (income), net		(97,130	)		43,088		15,548		163,799
Operating income		370,745			308,750		1,384,609		1,207,640
Amortization of intangible assets		36,886			23,805		114,429		91,079
Depreciation and amortization of property, equipment and leasehold improvements		5,098			6,467		21,009		26,893
Impairment related to sublease of leased property		477			—		477		—
Acquisition-related integration and transaction costs(1)		1,421			—		2,427		4,059
Consolidated adjusted EBITDA	$	414,627		$	339,022	$	1,522,951	$	1,329,671

Index adjusted EBITDA	$	298,549		$	248,395	$	1,106,973	$	985,407
Analytics adjusted EBITDA		77,165			66,411		274,875		247,895
ESG and Climate adjusted EBITDA		25,564			18,760		91,678		61,094
All Other - Private Assets adjusted EBITDA		13,349			5,456		49,425		35,275
Consolidated adjusted EBITDA	$	414,627		$	339,022	$	1,522,951	$	1,329,671

^{(1) Represents transaction expenses and other costs directly related to the acquisition and integration of acquired businesses, including professional fees, severance expenses, regulatory filing fees and other costs, in each case that are incurred no later than 12 months after the close of the relevant acquisition.}

Table 10: Reconciliation of Net Income and Diluted EPS to Adjusted Net Income and Adjusted EPS (unaudited)

	Three Months Ended						Year Ended
	Dec. 31,			Dec. 31,			Dec. 31,			Dec. 31,
In thousands, except per share data		2023			2022			2023			2022
Net income	$	403,380		$	214,971		$	1,148,592		$	870,573
Plus: Amortization of acquired intangible assets and equity method investment basis difference		24,873			16,809			75,229			67,373
Plus: Impairment related to sublease of leased property		492			—			492			—
Plus: Acquisition-related integration and transaction costs(1)(2)		1,421			—			2,427			4,220
Less: Gain from changes in ownership interest of investees		(143,029	)		—			(143,476	)		—
Plus/(Less): Income tax effect(3)(4)		5,071			(3,218	)		(3,809	)		(11,883	)
Adjusted net income	$	292,208		$	228,562		$	1,079,455		$	930,283

Diluted EPS	$	5.07		$	2.67		$	14.39		$	10.72
Plus: Amortization of acquired intangible assets and equity method investment basis difference		0.31			0.21			0.94			0.83
Plus: Impairment related to sublease of leased property		0.01			—			0.01			—
Plus: Acquisition-related integration and transaction costs(1)(2)		0.02			—			0.03			0.05
Less: Gain from changes in ownership interest of investees		(1.79	)		—			(1.80	)		—
Plus/(Less): Income tax effect(3)(4)		0.06			(0.04	)		(0.05	)		(0.15	)
Adjusted EPS	$	3.68		$	2.84		$	13.52		$	11.45

Diluted weighted average common shares outstanding		79,499			80,424			79,843			81,215

^{(1) Acquisition-related integration and transaction costs of $4.1 million are presented within "General and administrative" expenses and $0.2 million are} ^{presented within "Depreciation and amortization of property, equipment and leasehold improvements" expenses for the year ended Dec. 31, 2022.}

^{(2) Represents transaction expenses and other costs directly related to the acquisition and integration of acquired businesses, including professional fees, severance expenses, regulatory filing fees and other costs, in each case that are incurred no later than 12 months after the close of the relevant acquisition.}

^{(3) Adjustments relate to the tax effect of non-GAAP adjustments, which were determined based on the nature of the underlying non-GAAP adjustments and their relevant jurisdictional tax rates.}
^{(4) The pre-tax gain from changes in ownership interest of Burgiss of $143.0 is non-taxable; however, $8.6 million of income tax expense recognized during the three and twelve months ended December 31, 2023 was related to the remeasurement of the deferred tax liability on the Company's previous equity method investment in Burgiss.}

Table 11: Reconciliation of Operating Expenses to Adjusted EBITDA Expenses (unaudited)

	Three Months Ended				Year Ended				Full-Year
	Dec. 31,		Dec. 31,		Dec. 31,		Dec. 31,		2024
In thousands	2023		2022		2023		2022		Outlook(1)
Total operating expenses	$	319,361	$	267,458	$	1,144,311	$	1,040,958	$1,300,000 - $1,340,000
Amortization of intangible assets		36,886		23,805		114,429		91,079
Depreciation and amortization of property, equipment and leasehold improvements		5,098		6,467		21,009		26,893	$170,000 - $180,000
Impairment related to sublease of leased property		477		—		477		—
Acquisition-related integration and transaction costs(2)		1,421		—		2,427		4,059
Consolidated adjusted EBITDA expenses	$	275,479	$	237,186	$	1,005,969	$	918,927	$1,130,000 - $1,160,000

Index adjusted EBITDA expenses	$	89,446	$	80,866	$	344,842	$	317,802
Analytics adjusted EBITDA expenses		87,572		83,300		341,081		328,212
ESG and Climate adjusted EBITDA expenses		50,689		44,799		195,890		167,217
All Other - Private Assets adjusted EBITDA expenses		47,772		28,221		124,156		105,696
Consolidated adjusted EBITDA expenses	$	275,479	$	237,186	$	1,005,969	$	918,927	$1,130,000 - $1,160,000

^{(1) We have not provided a full line-item reconciliation for total operating expenses to adjusted EBITDA expenses for this future period because we believe such a reconciliation would imply a degree of precision and certainty that could be confusing to investors and we are unable to reasonably predict certain items contained in the GAAP measure without unreasonable efforts. This is due to the inherent difficulty of forecasting the timing or amount of various items that have not yet occurred and are out of the Company's control or cannot be reasonably predicted. For the same reasons, the Company is unable to address the probable significance of the unavailable information. Forward-looking non-GAAP financial measures provided without the most directly comparable GAAP financial measures may vary materially from the corresponding GAAP financial measures. See “Forward-Looking Statements” above.}

^{(2) Represents transaction expenses and other costs directly related to the acquisition and integration of acquired businesses, including professional fees, severance expenses, regulatory filing fees and other costs, in each case that are incurred no later than 12 months after the close of the relevant acquisition.}

Table 12: Reconciliation of Net Cash Provided by Operating Activities to Free Cash Flow (unaudited)

	Three Months Ended						Year Ended						Full-Year
	Dec. 31,			Dec. 31,			Dec. 31,			Dec. 31,			2024
In thousands		2023			2022			2023			2022		Outlook(1)
Net cash provided by operating activities	$	388,953		$	315,427		$	1,236,029		$	1,095,369		$1,330,000 - $1,380,000
Capital expenditures		(3,815	)		(5,605	)		(22,757	)		(13,617	)
Capitalized software development costs		(18,014	)		(14,853	)		(68,094	)		(59,278	)
Capex		(21,829	)		(20,458	)		(90,851	)		(72,895	)	($95,000 - $105,000)
Free cash flow	$	367,124		$	294,969		$	1,145,178		$	1,022,474		$1,225,000 - $1,285,000

^{(1) We have not provided a line-item reconciliation for free cash flow to net cash from operating activities for this future period because we believe such a reconciliation would imply a degree of precision and certainty that could be confusing to investors and we are unable to reasonably predict certain items contained in the GAAP measure without unreasonable efforts. This is due to the inherent difficulty of forecasting the timing or amount of various items that have not yet occurred and are out of the Company's control or cannot be reasonably predicted. For the same reasons, the Company is unable to address the probable significance of the unavailable information. Forward-looking non-GAAP financial measures provided without the most directly comparable GAAP financial measures may vary materially from the corresponding GAAP financial measures. See “Forward-Looking Statements” above.}

Table 13: Fourth Quarter 2023 Reconciliation of Operating Revenue Growth to Organic Operating Revenue Growth (unaudited)

	Comparison of the Three Months Ended December 31, 2023 and 2022
	Total		Recurring Subscription		Asset-Based Fees		Non-Recurring Revenues
Index	Change Percentage		Change Percentage		Change Percentage		Change Percentage
Operating revenue growth	17.8	%	10.9	%	15.9	%	128.5	%
Impact of acquisitions and divestitures	—	%	—	%	—	%	—	%
Impact of foreign currency exchange rate fluctuations	0.1	%	0.2	%	—	%	—	%
Organic operating revenue growth	17.9	%	11.1	%	15.9	%	128.5	%

	Total		Recurring Subscription		Asset-Based Fees		Non-Recurring Revenues
Analytics	Change Percentage		Change Percentage		Change Percentage		Change Percentage
Operating revenue growth	10.0	%	8.9	%	—	%	71.5	%
Impact of acquisitions and divestitures	—	%	—	%	—	%	—	%
Impact of foreign currency exchange rate fluctuations	0.2	%	0.1	%	—	%	(0.2	)%
Organic operating revenue growth	10.2	%	9.0	%	—	%	71.3	%

	Total		Recurring Subscription		Asset-Based Fees		Non-Recurring Revenues
ESG and Climate	Change Percentage		Change Percentage		Change Percentage		Change Percentage
Operating revenue growth	20.0	%	20.3	%	—	%	4.7	%
Impact of acquisitions and divestitures	(1.2	)%	(1.2	)%	—	%	—	%
Impact of foreign currency exchange rate fluctuations	(4.3	)%	(4.3	)%	—	%	(1.8	)%
Organic operating revenue growth	14.5	%	14.8	%	—	%	2.9	%

	Total		Recurring Subscription		Asset-Based Fees		Non-Recurring Revenues
All Other - Private Assets	Change Percentage		Change Percentage		Change Percentage		Change Percentage
Operating revenue growth	81.5	%	79.1	%	—	%	343.1	%
Impact of acquisitions and divestitures	(75.5	)%	(73.8	)%	—	%	(263.8	)%
Impact of foreign currency exchange rate fluctuations	(1.6	)%	(1.6	)%	—	%	(1.0	)%
Organic operating revenue growth	4.4	%	3.7	%	—	%	78.3	%

	Total		Recurring Subscription		Asset-Based Fees		Non-Recurring Revenues
Consolidated	Change Percentage		Change Percentage		Change Percentage		Change Percentage
Operating revenue growth	19.8	%	16.8	%	15.9	%	114.4	%
Impact of acquisitions and divestitures	(4.6	)%	(5.8	)%	—	%	(4.3	)%
Impact of foreign currency exchange rate fluctuations	(0.5	)%	(0.7	)%	—	%	(0.2	)%
Organic operating revenue growth	14.7	%	10.3	%	15.9	%	109.9	%

Table 14: Full-Year 2023 Reconciliation of Operating Revenue Growth to Organic Operating Revenue Growth (unaudited)

	Comparison of the Years Ended December 31, 2023 and 2022
	Total			Recurring Subscription		Asset-Based Fees		Non-Recurring Revenues
Index	Change Percentage			Change Percentage		Change Percentage		Change Percentage
Operating revenue growth	11.4	%		11.6	%	5.6	%	75.7	%
Impact of acquisitions and divestitures	—	%		—	%	—	%	—	%
Impact of foreign currency exchange rate fluctuations	0.1	%		0.2	%	—	%	—	%
Organic operating revenue growth	11.5	%		11.8	%	5.6	%	75.7	%

	Total			Recurring Subscription		Asset-Based Fees		Non-Recurring Revenues
Analytics	Change Percentage			Change Percentage		Change Percentage		Change Percentage
Operating revenue growth	6.9	%		6.4	%	—	%	39.1	%
Impact of acquisitions and divestitures	—	%		—	%	—	%	—	%
Impact of foreign currency exchange rate fluctuations	0.3	%		0.3	%	—	%	(0.1	)%
Organic operating revenue growth	7.2	%		6.7	%	—	%	39.0	%

	Total		��	Recurring Subscription		Asset-Based Fees		Non-Recurring Revenues
ESG and Climate	Change Percentage			Change Percentage		Change Percentage		Change Percentage
Operating revenue growth	26.0	%		26.5	%	—	%	1.3	%
Impact of acquisitions and divestitures	(0.4	)%		(0.3	)%	—	%	—	%
Impact of foreign currency exchange rate fluctuations	(0.8	)%		(0.8	)%	—	%	(0.7	)%
Organic operating revenue growth	24.8	%		25.4	%	—	%	0.6	%

	Total			Recurring Subscription		Asset-Based Fees		Non-Recurring Revenues
All Other - Private Assets	Change Percentage			Change Percentage		Change Percentage		Change Percentage
Operating revenue growth	23.1	%		22.5	%	—	%	90.2	%
Impact of acquisitions and divestitures	(18.0	)%		(17.6	)%	—	%	(60.6	)%
Impact of foreign currency exchange rate fluctuations	0.6	%		0.6	%	—	%	(0.3	)%
Organic operating revenue growth	5.7	%		5.5	%	—	%	29.3	%

	Total			Recurring Subscription		Asset-Based Fees		Non-Recurring Revenues
Consolidated	Change Percentage			Change Percentage		Change Percentage		Change Percentage
Operating revenue growth	12.5	%		12.8	%	5.6	%	64.3	%
Impact of acquisitions and divestitures	(1.2	)%		(1.6	)%	—	%	(1.3	)%
Impact of foreign currency exchange rate fluctuations	0.1	%		0.2	%	—	%	(0.1	)%
Organic operating revenue growth	11.4	%		11.4	%	5.6	%	62.9	%

View source version on businesswire.com: https://www.businesswire.com/news/home/20240130168751/en/

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