Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations
The following Management’s Discussion and Analysis of Financial Condition and Results of Operations is a discussion and analysis of the financial condition and results of the operations of MSCI Inc. and its consolidated subsidiaries for the year ended December 31, 2023. This discussion should be read in conjunction with the consolidated financial statements and related notes included elsewhere in this Annual Report on Form 10-K. The discussion summarizing the significant factors affecting the results of operations and financial condition of MSCI for the year ended December 31, 2022 can be found in Part II, “Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2022 (the “2022 Annual Report”), which was filed with the Securities and Exchange Commission on February 10, 2023.
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. The Company has five operating segments: Index, Analytics, ESG and Climate, Real Assets and Private Capital Solutions (formerly Burgiss), which are presented as the following four reportable segments: Index, Analytics, ESG and Climate and All Other – Private Assets.
During the year ended December 31, 2023, we renamed the The Burgiss Group, LLC (“Burgiss”) operating segment to Private Capital Solutions. The operating segments of Real Assets and Private Capital Solutions 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 data, content and technology companies. For more information about our Company’s operations, see “Item 1: Business”.
Key Financial and Operating Metrics and Drivers
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.
Revenues
Our revenues are presented by type and by reportable segment. For each reportable segment, we present revenues disaggregated by the nature of the revenues, which are recurring subscriptions, asset-based fees and non-recurring revenues.
Recurring subscription revenues represent fees earned from clients primarily under renewable contracts and are generally recognized ratably over the term of the license or service pursuant to the contract terms. The fees are recognized as we provide the product and service to the client over the license period and are generally billed in advance, prior to the license start date.
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Asset-based fees represent fees earned that are variable in nature, as they are primarily calculated based on the AUM linked to our indexes. Asset-based fees also include revenues related to futures and options contracts linked to our indexes, which are based on trading volumes and fee levels.
Non-recurring revenues primarily represent fees earned on products and services where we typically do not have renewal clauses within the contract. Examples of such products and services include one-time license fees, certain derivative financial products, certain implementation services, historical data sets and, occasionally, fees for unlicensed usage of our content in historical periods. Based on the nature of the services provided, non-recurring revenues are generally billed either in advance or after delivery and recognized point in time or over the service period.
See Note 1, “Introduction and Basis of Presentation” and Note 3, “Revenue Recognition” of the Notes to the Consolidated Financial Statements included herein for additional information on revenue recognition.
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.
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.
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.
Research and Development
R&D expenses consist of costs to develop new or enhanced 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.
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, impairment charges associated with right of use assets and certain other administrative costs that are not directly attributed, but are instead allocated, to a product or service.
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. Intangibles arising from past acquisitions consist of customer relationships,
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proprietary data, trademarks and trade names and technology and software. We amortize definite-lived intangible assets over their estimated useful lives. See Note 1, “Introduction and Basis of Presentation” and Note 9, “Goodwill and Intangible Assets, Net” of the Notes to the Consolidated Financial Statements included herein for additional information on intangible assets and amortization expense.
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.
Other Expense (Income), Net
Other expense (income), net consists primarily of interest we pay on our outstanding indebtedness, including losses on early extinguishment of debt, income and losses associated with our equity method investment, foreign currency exchange rate gains and losses, interest we collect on cash and short-term investments, as well as other non-operating income and expense items that may arise from time to time.
Non-GAAP Financial Measures
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, impairment related to sublease of leased property and certain 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, 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 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.
Operating Metrics
Run Rate
Run Rate is a key operating metric and is important because an increase or decrease in our Run Rate ultimately impacts our future operating revenues over time. At the end of any period, we generally have subscription and investment product license agreements in place for a large portion of total revenues for the following 12 months. We measure the fees related to these agreements and refer to this as “Run Rate.” See “—Operating Metrics—Run Rate” below for additional information on the calculation of this metric.
Subscription Sales
Subscription Sales is a key operating metric and is important to management because new Subscription Sales increase our Run Rate and represent future operating revenues that will be recognized over time. See “—Operating Metrics— Sales” below for additional information.
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Retention Rate
Retention Rate is a key operating metric and is important to management because subscription cancellations decrease our Run Rate and ultimately our future operating revenues over time. See “—Operating Metrics—Retention Rate” below for additional information on the calculation of this metric.
Critical Accounting Estimates
Our consolidated financial statements are prepared in accordance with GAAP. These accounting principles require us to make certain estimates and judgments that can affect the reported amounts of assets and liabilities as of the date of the consolidated financial statements, as well as the reported amounts of 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. We believe the estimates and judgments upon which we rely are reasonable based upon information available to us at the time these estimates and judgments are made. To the extent there are material differences between these estimates and actual results, our consolidated financial statements will be affected.
Goodwill
Goodwill is recorded as a result of business combinations undertaken by the Company when the purchase price exceeds the fair value of the net tangible assets and separately identifiable intangible assets acquired. We test goodwill for impairment on an annual basis on July 1st and on an interim basis when certain events and circumstances exist. The test for impairment is performed at the reporting unit level. When testing goodwill for impairment, we first assess qualitative factors to determine whether it is necessary to perform the quantitative goodwill impairment test; however, on a periodic basis, we may elect to bypass the qualitative assessment and proceed directly to the quantitative test. When performing the quantitative test for impairment, we use the income approach to estimate the fair value of each reporting unit. Under the income approach, we estimate the fair value of each reporting unit based on the present value of estimated future cash flows. Estimating discounted future cash flows requires significant management judgment including in estimating forecasted future cash flows and determining both discount rates and terminal growth rates. Forecasted future cash flows are estimated based on a combination of historical experience and assumptions regarding the future growth and profitability of each reporting unit. Discount rates are selected based on discount rates of similar public companies to the reporting unit being valued and terminal growth rates are selected based on consideration of growth rates used during the reporting unit’s forecast period in combination with economic conditions. These assumptions require management’s judgment and changes to these estimates or assumptions could materially affect the determination of the reporting unit’s fair value. Any impairment is measured as the difference between the carrying amount and its fair value. Based on our qualitative assessment for 2023, we determined that it was not more likely than not that the fair value of the company’s reporting units is less than their respective carrying values and no impairments were recorded. See Note 1, “Introduction and Basis of Presentation” and Note 9, “Goodwill and Intangible Assets, Net” of the Notes to the Consolidated Financial Statements included herein for additional information on goodwill.
Definite Lived Intangible Assets
Definite-lived intangible assets are reviewed for impairment whenever events or changes in circumstances indicate that the carrying value of the asset or asset group may not be recoverable. These events or circumstances include adverse changes in the manner in which the asset will be used, adverse changes in legal factors related to the asset or negative changes in expected financial performance of the asset, including accumulation of costs and operating losses. Determining whether an event or changes in circumstances warrant an impairment review involves management judgment.
Once it is determined that an impairment review is necessary, determination of recoverability is determined based on comparing the carrying amount of the asset group to the estimated future undiscounted cash flows. If the carrying amount exceeds the estimated future undiscounted cash flows, the asset grouping is considered to be impaired. Measurement of impairment for intangible assets is based on the amount the carrying value exceeds the fair value of the asset, which is based on estimated discounted future cash flows. Estimated undiscounted and discounted cash flows used in the determination and calculation of impairments represent management forecasts and require significant management judgment. While management believes that its forecasts are reasonable, differences between forecasts and actual experience could materially affect the valuations. There were no events or changes in circumstances that would indicate that the carrying value of the definite-lived intangible assets may not be recoverable during the years presented.
With respect to our acquisition of Burgiss on October 2, 2023, the valuation of intangible assets, as part of the acquisition method of accounting, was subjective and based, in part, on inputs that were unobservable. The significant assumptions used to estimate the fair value of the acquired intangible assets included forecasted cash flows, which were determined based on certain assumptions that included, among others, projected future revenues, and expected market royalty rates, technology obsolescence rates and discount rates. These estimates are inherently uncertain and unpredictable, and if different estimates were used, the purchase price
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for the acquisition could be allocated to the acquired assets and assumed liabilities of Burgiss differently from the allocation that we have made.
We amortize our intangible assets over the estimated period of economic benefit. If the estimated period of economic benefit is changed, the prospective amortization of the intangible asset could materially change.
See Note 1, “Introduction and Basis of Presentation” and Note 9, “Goodwill and Intangible Assets, Net” of the Notes to the Consolidated Financial Statements included herein for additional information on intangible assets and amortization expense.
Income Taxes
We are subject to income taxes in the U.S. and other foreign jurisdictions. Our tax provision is an estimate based on our understanding of laws in federal, state and foreign tax jurisdictions. These laws can be complicated and are difficult to apply to any business. The tax laws also require us to allocate our taxable income to many jurisdictions based on subjective allocation methodologies and information collection processes.
Provision for income taxes is provided for using the asset and liability method, under which deferred tax assets and deferred tax liabilities are determined based on the temporary differences between the financial statement and income tax bases of assets and liabilities using currently enacted tax rates. Deferred tax assets are reduced by a valuation allowance when, in our opinion, it is more likely than not that all or some portion of the deferred tax assets will not be realized. In assessing the need for a valuation allowance, management is required to estimate future taxable income which requires judgment.
We must regularly assess the likelihood of additional assessments in each of the taxing jurisdictions in which we file income tax returns and adjust unrecognized tax benefits when additional information is available or when an event occurs. This assessment requires significant judgment in assessment of tax laws, frequency of tax examinations, and the nature of intercompany transactions and tax positions.
See Note 1, “Introduction and Basis of Presentation” and Note 12, “Income Taxes” of the Notes to the Consolidated Financial Statements included herein for additional information on income taxes.
Factors Affecting the Comparability of Results
Acquisitions of Burgiss and Trove
On October 2, 2023, the Company acquired the remaining 66.4% interest in Burgiss for $696.8 million in cash. The Company’s existing 33.6% interest had a fair value at acquisition date of $353.2 million which resulted in a non-taxable gain of $143.0 million for the twelve months ending December 31, 2023.
Prior to the acquisition, the Company’s ownership interest in Burgiss was classified as an equity-method investment. Therefore, the All Other – Private Assets segment did not include the Company’s proportionate share of operating revenues and Adjusted EBITDA related to Burgiss. The Company’s proportionate share of the income or loss from its equity-method investment in Burgiss was reported as a component of other (expense) income, net.
Following the acquisition, the consolidated results of Burgiss are included in the Company’s Private Capital Solutions operating segment (formerly known as Burgiss), which is combined and presented as part of the All Other – Private Assets reportable segment. See Note 5, “Acquisitions,” and Note 13, “Segment Information” of the Notes to the Consolidated Financial Statements included herein for additional information on the acquisition of Burgiss.
On November 1, 2023 MSCI completed the acquisition of Trove Research Ltd (“Trove”), a carbon markets intelligence provider for approximately $37.9 million in cash. Trove is a part of the ESG and Climate operating segment.
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.
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The following table presents operating revenues by type for the years indicated:
Years Ended
(in thousands) December 31,2023 December 31,2022 Increase/(Decrease)
Total operating revenues increased 12.5% for the year ended December 31, 2023. Adjusting for the impact of acquisitions and foreign currency exchange rate fluctuations, total operating revenues would have increased 11.4%.
Operating revenues from recurring subscriptions increased 12.8% for the year ended December 31, 2023, primarily driven by strong growth in Index products, which increased $84.9 million, or 11.6%, strong growth in ESG and Climate products, which increased $59.2 million, or 26.5%, growth in Analytics products, which increased $36.3 million, or 6.4%, and strong growth in All Other - Private Assets products, which increased $31.4 million, or 22.5%. Adjusting for the impact of acquisitions and foreign currency exchange rate fluctuations, operating revenues from recurring subscriptions would have increased 11.4%.
Operating revenues from asset-based fees increased 5.6% for the year ended December 31, 2023, mainly driven by growth in revenues from ETFs linked to MSCI equity indexes and non-ETF indexed funds linked to MSCI indexes, partially offset by a decrease in revenues from exchange traded futures and options contracts linked to MSCI indexes. Operating revenues from ETFs linked to MSCI equity indexes increased by 7.3%, primarily driven by an increase in average AUM. Operating revenues from non-ETF indexed funds linked to MSCI indexes increased by 5.0%, primarily driven by an increase in average basis point fees. Operating revenues from exchange traded futures and options contracts linked to MSCI indexes decreased by 7.5%, driven by volume decreases.
Operating revenues from non-recurring revenues increased 64.3% for the year ended December 31, 2023, primarily driven by fees for unlicensed usage of our content in historical periods, as well as growth in non-recurring licensed data products.
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
Sequential Change in Value
The following table presents the average value of AUM in ETFs linked to MSCI equity indexes for the periods indicated:
Year-to-Date Average
(in billions) March June September December March June September December
________________
(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 Annual Report on Form 10-K 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.
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(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.
For the year ended December 31, 2023, the average value of AUM in ETFs linked to MSCI equity indexes was up $73.5 billion, or 5.8%.
The following table presents operating revenues by reportable segment and revenue type for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Operating revenues:
Index
Analytics
ESG and Climate
All Other - Private Assets
Refer to the section titled “Segment Results” that follows for further discussion of segment revenues.
Operating Expenses
Total operating expenses increased 9.9% for the year ended December 31, 2023. Adjusting for the impact of foreign currency exchange rate fluctuations, the increase would have been 9.8%.
The following table presents operating expenses by activity category for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Operating expenses:
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Cost of Revenues
Cost of revenues increased 10.4% for the year ended December 31, 2023, reflecting increases across all reportable segments. 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 lower severance costs.
Selling and Marketing
Selling and marketing expenses increased 4.4% for the year ended December 31, 2023, reflecting increases across all reportable segments. The change was primarily driven by increases in compensation and benefits costs, relating to higher wages and salaries and incentive compensation costs, partially offset by lower benefits costs, as well as increases in non-compensation costs, primarily reflecting increased marketing costs and travel and entertainment expenses.
Research and Development
R&D expenses increased 23.2% for the year ended December 31, 2023, 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 primarily 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 increases in non-compensation costs, primarily relating to higher information technology costs.
General and Administrative
G&A expenses increased 4.8% for the year ended December 31, 2023, reflecting increases across the ESG and Climate, Index and Analytics reportable segments, partially offset by decreases in the All Other - Private Assets reportable segment. The change was primarily driven by increases in compensation and benefits costs, primarily relating to higher incentive compensation costs and wages and salaries partially offset by lower severance costs. The change was also driven by increases in transaction related expenses due to the acquisition of Burgiss and Trove, partially offset by decreases in professional fees.
The following table presents operating expenses using compensation and non-compensation categories, rather than using activity categories, for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
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.
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.
We had 5,794 employees as of December 31, 2023 compared to 4,759 employees as of December 31, 2022, reflecting a 21.7% growth in the number of employees. The increase is primarily driven by the Burgiss and Trove acquisitions. 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 December 31, 2023, 66.5% of our employees were located in emerging market centers compared to 65.0% as of December 31, 2022.
Compensation and benefits costs increased 10.8% for the year ended December 31, 2023, primarily driven by an increase in wages and salaries and incentive compensation costs due to headcount growth, partially offset by lower severance costs and increased
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capitalization of expenses related to internally developed software projects Adjusting for the impact of foreign currency exchange rate fluctuations and the Burgiss and Trove acquisitions, compensation and benefits costs would have increased by 8.0%.
Non-compensation expenses increased 5.7% for the year ended December 31, 2023, primarily driven by higher information technology, market data and marketing expenses, partially offset by lower professional fees. Adjusting for the impact of foreign currency exchange rate fluctuations and the Burgiss and Trove acquisitions, non-compensation expenses would have increased by 2.9%.
Amortization of Intangible Assets
Amortization of intangible assets expense increased 25.6% for the year ended December 31, 2023, driven by higher amortization of internal use software and additional amortization recognized on acquired intangible assets from the acquisitions of Burgiss and Trove.
Depreciation and Amortization of Property, Equipment and Leasehold Improvements
Depreciation and amortization of property, equipment and leasehold improvements decreased 21.9% for the year ended December 31, 2023, primarily driven by lower depreciation on computers and related equipment.
Total Other Expense (Income), Net
The following table shows our other expense (income), net for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Gain on remeasurement of equity method investment (143,029) — — %
Total other expense (income), net decreased 90.5% for the year ended December 31, 2023, primarily driven by the non-taxable one-time gain on the remeasurement of our equity method investment in Burgiss of $143.0 million and higher interest income due to higher interest rates on outstanding cash balances, partially offset by higher interest expense due to higher average debt levels and interest rates.
Income Taxes
The following table shows our income tax provision and effective tax rate for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
The effective tax rate of 16.1% for the year ended December 31, 2023 reflects a benefit of $21.5 million from the non-taxable gain on Burgiss, partially offset by the remeasurement of the deferred tax liability on the Company’s previous equity method investment in Burgiss. In addition, the effective tax rate reflects the impact of certain favorable discrete items totaling $29.5 million, consisting of the recognition of $13.9 million of tax basis on intangible assets established under a foreign law change, $11.4 million of excess tax benefits recognized on share-based compensation vested during the period and $4.2 million related to miscellaneous prior year adjustments.
The effective tax rate of 16.6% for the year ended December 31, 2022 reflects the impact of certain favorable discrete items totaling $29.1 million, in relation to pretax income, primarily related to $28.4 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 years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
As a result of the factors described above, net income increased 31.9% for the year ended December 31, 2023.
Weighted Average Shares and Common Shares Outstanding
The following table shows our weighted average shares and common shares outstanding for the years indicated:
Years Ended
Weighted average shares outstanding:
The following table shows our common shares outstanding for the periods indicated:
As of % Change
The decrease in weighted average shares and common shares outstanding primarily reflects the impact of share repurchases made pursuant to the Company’s stock repurchase program.
Adjusted EBITDA
The following table presents non-GAAP Adjusted EBITDA, Adjusted EBITDA expenses and Adjusted EBITDA margin for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Operating margin % 54.8 % 53.7 %
Adjusted EBITDA margin % 60.2 % 59.1 %
The increase in Adjusted EBITDA and Adjusted EBITDA margin reflects a higher rate of growth in operating revenues as compared to the rate of growth of Adjusted EBITDA expenses, driven by the factors previously described.
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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 years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Impairment related to sublease of leased property 477 — — %
Acquisition-related integration and transaction costs (1) 2,427 4,059 (40.2 %)
________________
(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.
The following table presents the reconciliation of operating expenses to Adjusted EBITDA expenses for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Impairment related to sublease of leased property 477 — — %
Acquisition-related integration and transaction costs (1) 2,427 4,059 (40.2 %)
________________
(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.
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Segment Results
The results for each of our four reportable segments for the years ended December 31, 2023, and 2022 are presented below:
Index Segment
The following table presents the results for the Index segment for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Operating revenues:
Adjusted EBITDA margin % 76.2 % 75.6 %
Index operating revenues increased 11.4% for the year ended December 31, 2023, driven by strong growth from both recurring subscriptions and non-recurring revenues, as well as growth from asset-based fees. Adjusting for the impact of foreign currency exchange rate fluctuations, Index operating segment revenues would have increased 11.5%.
Revenues from recurring subscriptions increased 11.6% for the year ended December 31, 2023, primarily driven by strong growth from market cap-weighted Index products.
Operating revenues from asset-based fees increased 5.6% for the year ended December 31, 2023, primarily driven by growth in revenues from ETFs linked to MSCI equity indexes and non-ETF indexed funds linked to MSCI indexes, partially offset by a decrease in revenues from exchange traded futures and options contracts linked to MSCI indexes. Operating revenues from ETFs linked to MSCI equity indexes increased by 7.3%, primarily driven by an increase in average AUM. Operating revenues from non-ETF indexed funds linked to MSCI indexes increased by 5.0%, primarily driven by an increase in average basis point fees. Operating revenues from exchange traded futures and options contracts linked to MSCI indexes decreased by 7.5%, driven by volume decreases.
Operating revenues from non-recurring revenues increased 75.7% for the year ended December 31, 2023, primarily driven by fees for unlicensed usage of our content in historical periods, as well as growth in non-recurring licensed data products.
Index segment Adjusted EBITDA expenses increased 8.5% for the year ended December 31, 2023, primarily driven by higher compensation expenses across all expense activity categories. The increase reflects higher incentive compensation and wages and salaries, partially offset by lower severance and benefits costs. Adjusting for the impact of foreign currency exchange rate fluctuations, Index segment Adjusted EBITDA expenses would have increased 8.3%.
Analytics Segment
The following table presents the results for the Analytics segment for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Operating revenues:
Adjusted EBITDA margin % 44.6 % 43.0 %
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Analytics operating revenues increased 6.9% for the year ended December 31, 2023, 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 7.2%.
Analytics segment Adjusted EBITDA expenses increased 3.9% for the year ended December 31, 2023, primarily driven by higher compensation expenses across the cost of revenues, selling and marketing and G&A expense activity categories, partially offset by lower compensation expenses in the R&D expense activity category. The increase reflects higher incentive compensation and wages and salaries, partially offset by lower severance costs. Adjusting for the impact of foreign currency exchange rate fluctuations, Analytics segment Adjusted EBITDA expenses would have increased 3.7%.
ESG and Climate Segment
The following table presents the results for the ESG and Climate segment for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Operating revenues:
Adjusted EBITDA margin % 31.9 % 26.8 %
ESG and Climate operating revenues increased 26.0% for the year ended December 31, 2023, primarily driven by strong growth from recurring subscriptions related to Ratings, Climate and Screening products. Adjusting for the impact of the acquisition of Trove and foreign currency exchange rate fluctuations, ESG and Climate operating revenues would have increased 24.8%.
ESG and Climate segment Adjusted EBITDA expenses increased 17.1% for the year ended December 31, 2023, primarily driven by higher compensation and non-compensation expenses across all expense activity categories. The increase reflects higher wages and salaries, incentive compensation, benefits and information technology costs. The increase was partially offset by increased capitalization of expenses related to internally developed software projects. Adjusting for the impact of the acquisition of Trove and foreign currency exchange rate fluctuations, ESG and Climate segment Adjusted EBITDA expenses would have increased 15.4%.
All Other – Private Assets Segment
The following table presents the results for the All Other – Private Assets segment for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Operating revenues:
Adjusted EBITDA margin % 28.5 % 25.0 %
All Other – Private Assets operating revenues increased 23.1% for the year ended December 31, 2023, primarily driven by revenues attributable to the acquisition of Burgiss as well as growth from recurring subscriptions related to Index Intel, Climate Insights, Property Intel and Real Capital Analytics (“RCA”), partially offset by unfavorable foreign currency exchange rate fluctuations. Adjusting for the impact of the acquisition of Burgiss and foreign currency exchange rate fluctuations, All Other – Private Assets operating revenues would have increased 5.7%.
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All Other – Private Assets segment Adjusted EBITDA expenses increased 17.5% for the year ended December 31, 2023, primarily driven by higher compensation and non-compensation expenses across the R&D, cost of revenues and selling and marketing expense activity categories, partially offset by lower compensation and non-compensation expenses in the G&A expense activity category. The increase reflects higher wages and salaries, incentive compensation and higher information technology costs, partially offset by increased capitalization of expenses related to internally developed software projects. Adjusting for the impact of the acquisition of Burgiss and foreign currency exchange rate fluctuations, All Other - Private Assets Adjusted EBITDA expenses would have decreased 4.3%.
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;
•fluctuations in the number of hedge funds for which we provide investment information and risk analysis to hedge fund investors;
•price changes or discounts;
•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 foreign currency exchange rates; and
•the impact of acquisitions and divestitures.
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The following table presents Run Rates by reportable segment as of the dates indicated and the growth percentages over the years indicated:
As of
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
Index:
Total Run Rate increased 15.8% for the year ended December 31, 2023, driven by a 16.0% increase from recurring subscriptions and by a 14.9% increase from asset-based fees. Adjusting for the impact of acquisitions and foreign currency exchange rate fluctuations, recurring subscriptions Run Rate would have increased 9.9%.
Run Rate from Index recurring subscriptions increased 10.8% for the year ended December 31, 2023, primarily driven by market cap-weighted products, custom Index products and special packages as well as factor, ESG and climate products. The increase reflected growth across all regions and client segments.
Run Rate from Index asset-based fees increased 14.9% for the year ended December 31, 2023, primarily driven by higher AUM in ETFs linked to MSCI equity indexes and non-ETF indexed funds linked to MSCI indexes, partially offset by lower exchange traded futures and options volume.
Run Rate from Analytics products increased 7.4% for the year ended December 31, 2023, driven by growth in both Multi-Asset Class and Equity Analytics products and reflecting growth across all regions. Adjusting for the impact of foreign currency exchange rate fluctuations, Analytics Run Rate would have increased 7.2%.
Run Rate from ESG and Climate products increased 19.6% for the year ended December 31, 2023, primarily driven by strong growth in Ratings, Screening and Climate products. Adjusting for the impact of the acquisition of Trove and foreign currency exchange rate fluctuations, ESG and Climate Run Rate would have increased 16.1%.
Run Rate from All Other - Private Assets increased 73.9% for the year ended December 31, 2023, 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. Adjusting for the impact of the acquisition of Burgiss and foreign currency exchange rate fluctuations, All Other - Private Assets Run Rate would have increased 4.9%.
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.
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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.
The following table presents our recurring subscription sales, cancellations and non-recurring sales by reportable segment for the years indicated:
Years Ended
(in thousands) December 31, 2023 December 31, 2022 Increase/(Decrease)
New recurring subscription sales
Subscription cancellations
Net new recurring subscription sales
Non-recurring sales
Gross sales
Net sales
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Retention Rate
Another key metric is our “Retention Rate.” The following table presents our Retention Rate by reportable segment for the periods indicated:
Index Analytics ESG and Climate (1) All Other - Private Assets (2) Total
______________________________
(1)Includes Trove’s Run Rate commencing as of the acquisition date of November 1, 2023.
(2)Includes Burgiss’s Run Rate commencing as of the acquisition date of October 2, 2023.
(3)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 December 31, 2023, respectively. 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 December 31, 2023, respectively.
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.
For example, in the fourth quarter of 2023, we recorded cancellations of $30.6 million. To derive the Retention Rate for the fourth quarter, we annualized the actual cancellations during the quarter of $30.6 million to derive $122.2 million of annualized cancellations. This $122.2 million was then divided by the $1,904.2 million subscription Run Rate at the beginning of the year, which is adjusted to include Burgiss’ and Trove’s Run Rate as of the date of acquisition, to derive a cancellation rate of 6.4%. The 6.4% was then subtracted from 100.0% to derive a Retention Rate of 93.6% for the fourth quarter.
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.
For the year ended December 31, 2023, 32.8% of our cancellations occurred in the fourth quarter. In our product lines, 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.
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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. The Company used available cash to fund the acquisition of the remaining interest in Burgiss on October 2, 2023. We believe our liquidity, along with other financing alternatives, will provide the necessary capital to fund these transactions and achieve our planned growth.
Senior Notes and Credit Agreement
As of December 31, 2023, we had an aggregate of $4,200.0 million in Senior Notes outstanding. In addition, under the Prior Credit Agreement, we had as of December 31, 2023: (i) an aggregate of $339.1 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 6, “Debt,” of the Notes to Consolidated Financial Statements included herein for additional information on our outstanding indebtedness and Revolving Credit Facility.
On January 26, 2024, we entered into a Second Amended and Restated Credit Agreement (the “Credit Agreement”) amending and restating in its entirety the Prior Credit Agreement. The Credit Agreement makes available an aggregate of $1,250.0 million of revolving loan commitments under the Revolving Credit Facility, which may be drawn until January 26, 2029. The Revolving Credit Facility under the Credit Agreement was drawn at closing in an amount sufficient to prepay all term loans outstanding under the TLA Facility under the Prior Credit Agreement. The obligations under the Credit Agreement are general unsecured obligations of the Company.
As of December 31, 2023, the Senior Notes and the Prior Credit Agreement were 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”). Upon the closing of the Credit Agreement on January 26, 2024, the subsidiary guarantors’ were released from their guarantees under the Prior Credit Agreement and the indentures governing our Senior Notes (the “Indentures”).
The Indentures among us and Computershare, National Association, as trustee and successor to Wells Fargo Bank, National Association, contain covenants that limit our and 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, and that limit the ability of our subsidiaries to incur certain additional indebtedness.
The Credit Agreement also contains covenants that limit our and 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, and that limit the ability of our subsidiaries to incur certain additional 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 detailed 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 four 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 December 31, 2023, our Consolidated Leverage Ratio was 2.64:1.00 and our Consolidated Interest Coverage Ratio was 8.92:1.00.
As of December 31, 2023, the non-guarantor subsidiaries under the Senior Notes and the Prior Credit Agreement consisted of: (i) domestic subsidiaries of the Company that accounted for 5% or less of consolidated assets of the Company and its subsidiaries and (ii) any foreign or domestic subsidiary of the Company that was deemed to be a controlled foreign corporation within the meaning of Section 957 of the Internal Revenue Code of 1986, as amended. The non-guarantor subsidiaries accounted for approximately $1,544.8 million, or 61.1%, of our total revenue for the trailing 12 months ended December 31, 2023, approximately $745.3 million, or 53.8%, of our consolidated operating income for the trailing 12 months ended December 31, 2023, and approximately $1,149.8 million, or 20.8%, of our consolidated total assets (excluding intercompany assets) and $1,055.2 million, or 16.9%, of our
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consolidated total liabilities, in each case as of December 31, 2023. Upon the closing of the Credit Agreement on January 26, 2024, the subsidiary guarantors were released from their guarantees under the Prior Credit Agreement and Indentures.
Share Repurchases
In 2022, our Board of Directors approved a stock repurchase program for the purchase of shares of the Company’s common stock in the open market. See Note 11, “Shareholders’ Equity (Deficit),” of the Notes to Consolidated Financial Statements included herein for additional information on our stock repurchase program.
As of trade date February 8, 2024, a total of $845.7 million of authorization remained available under the share repurchase program. This authorization may be modified, suspended or terminated by the Board of Directors at any time without prior notice.
Cash Dividends
On September 17, 2014, our Board of Directors approved a plan to initiate a regular quarterly cash dividend to our shareholders. On October 30, 2014, we began paying regular quarterly cash dividends and have paid such dividends each quarter thereafter.
On January 29, 2024, the Board of Directors declared a quarterly cash dividend of $1.60 per share for the three months ending March 31, 2024. This reflects an increase of 15.9% over the quarterly cash dividend declared for the three months ended December 31, 2023. The first quarter 2024 dividend is payable on February 29, 2024 to shareholders of record as of the close of trading on February 16, 2024.
Cash Flows
The following table presents the Company’s cash and cash equivalents, including restricted cash, as of the dates indicated:
As of
The following table presents the breakdown of the Company’s cash flows for the periods indicated:
Years Ended
Net cash used in investing activities (819,378) (79,335)
Net cash provided by (used in) financing activities (953,931) (1,425,380)
Effect of exchange rate changes 5,409 (18,539)
Cash and Cash Equivalents
We typically seek to maintain minimum cash balances globally of approximately $225.0 million to $275.0 million for general operating purposes. As of December 31, 2023 and 2022, $285.2 million and $344.5 million, respectively, of the 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.
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 higher cash collections from customers, partially offset by higher income tax payments and cash expenses, mainly reflecting higher cash compensation.
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Our primary uses of cash from operating activities are for the payment of cash compensation and benefits costs, income taxes, interest expense, information 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 the acquisitions of Burgiss and Trove.
Cash Flows From Financing Activities
The year-over-year change was primarily driven by the impact of lower share repurchases, partially offset by lower proceeds from borrowings.
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 12 months following issuance of this Form 10-K 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 12 months following issuance of this Form 10-K and for the foreseeable future thereafter.
Contractual Obligations
Our contractual obligations consist primarily of our debt obligations arising from the issuance of the Senior Notes, Tranche A Term Loans, leases for office space, leases for equipment and other operating leases and obligations to vendors arising out of market data contracts. The following table summarizes our contractual obligations for the periods indicated as of December 31, 2023:
Years Ending December 31,
______________________________
(1)Includes the impact of payments for the principal amount on the Senior Notes due 2029, the Senior Notes due 2030, the 3.875% Senior Notes due 2031, the 3.625% Senior Notes due 2031 and the Senior Notes due 2033 plus interest based on the 4.000%, 3.625%, 3.875%, 3.625% and 3.250% coupon interest rates, respectively.
(2)Includes the impact of payments for the principal amount as well as coupon interest payments at the interest rate in effect as of December 31, 2023 on the variable rate Tranche A Term Loans due 2027. On January 26, 2024, all Tranche A Term Loans under the TLA Facility of the Prior Credit Agreement were repaid in full from proceeds from the revolving credit facility under the Credit Agreement.
(3)Primarily includes amounts payable related to an estimated one-time tax on deemed repatriation of historic earnings of foreign subsidiaries (the “Toll Charge”) imposed after Tax Reform was enacted. The Toll Charge, to the extent it is payable in more than one year, is included within “Other non-current liabilities” in our Consolidated Statements of Financial Condition.
The obligations related to our uncertain tax positions, which are not considered material, have been excluded from the table above because of the uncertainty surrounding the timing and final amounts of any settlement.
Recent Accounting Standards Updates
See Note 2, “Recent Accounting Standards Updates,” of the Notes to the Consolidated Financial Statements included herein for further information.
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Item 7A. 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 years ended December 31, 2023 and 2022, 16.7% and 15.9%, respectively, of our revenues were 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 16.7% of non-U.S. dollar exposure for the year ended December 31, 2023, 41.9% was in Euros, 32.5% was in British pounds sterling and 17.7% was in Japanese yen. Of the 15.9% of non-U.S. dollar exposure for the year ended December 31, 2022, 41.4% was in Euros, 30.4% was in British pounds sterling and 18.8% was in Japanese yen.
Revenues from asset-based fees represented 22.0% and 23.5% of operating revenues for the years ended December 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 42.4% and 42.1% of our operating expenses for the years ended December 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.
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 $4.5 million for the year ended December 31, 2023 and foreign currency exchange gains of $0.5 million for the year ended December 31, 2022.
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Item 8. Financial Statements and Supplementary Data
INDEX TO CONSOLIDATED FINANCIAL STATEMENTS
Page
Report of Independent Registered Public Accounting Firm (PCAOB ID 238) 58
Notes to Consolidated Financial Statements 66
1. Introduction and Basis of Presentation 66
2. Recent Accounting Pronouncements 71
3. Revenue Recognition 71
4. Earnings per Common Share 73
5. Acquisitions 73
8. Property, Equipment and Leasehold Improvements, Net 78
9. Goodwill and Intangible Assets, Net 78
10. Employee Benefits 80
11. Shareholders' Equity (Deficit) 81
13. Segment Information 88
14. Subsequent Events 91
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REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM
To the Board of Directors and Shareholders of MSCI Inc.
Opinions on the Financial Statements and Internal Control over Financial Reporting
We have audited the accompanying consolidated statements of financial condition of MSCI Inc. and its subsidiaries (the “Company”) as of December 31, 2023 and 2022, and the related consolidated statements of income, of comprehensive income, of shareholders' equity (deficit) and of cash flows for each of the three years in the period ended December 31, 2023, including the related notes (collectively referred to as the “consolidated financial statements”). We also have audited the Company's internal control over financial reporting as of December 31, 2023, based on criteria established in Internal Control - Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission (COSO).
In our opinion, the consolidated financial statements referred to above present fairly, in all material respects, the financial position of the Company as of December 31, 2023 and 2022, and the results of its operations and its cash flows for each of the three years in the period ended December 31, 2023 in conformity with accounting principles generally accepted in the United States of America. Also in our opinion, the Company maintained, in all material respects, effective internal control over financial reporting as of December 31, 2023, based on criteria established in Internal Control - Integrated Framework (2013) issued by the COSO.
Basis for Opinions
The Company's management is responsible for these consolidated financial statements, for maintaining effective internal control over financial reporting, and for its assessment of the effectiveness of internal control over financial reporting, included in Management’s Annual Report on Internal Control Over Financial Reporting appearing under Item 9A. Our responsibility is to express opinions on the Company’s consolidated financial statements and on the Company's internal control over financial reporting based on our audits. We are a public accounting firm registered with the Public Company Accounting Oversight Board (United States) (PCAOB) and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.
We conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audits to obtain reasonable assurance about whether the consolidated financial statements are free of material misstatement, whether due to error or fraud, and whether effective internal control over financial reporting was maintained in all material respects.
Our audits of the consolidated financial statements included performing procedures to assess the risks of material misstatement of the consolidated financial statements, whether due to error or fraud, and performing procedures that respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and disclosures in the consolidated financial statements. Our audits also included evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall presentation of the consolidated financial statements. Our audit of internal control over financial reporting included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, and testing and evaluating the design and operating effectiveness of internal control based on the assessed risk. Our audits also included performing such other procedures as we considered necessary in the circumstances. We believe that our audits provide a reasonable basis for our opinions.
As described in Management's Annual Report on Internal Control Over Financial Reporting, management has excluded The Burgiss Group, LLC and Trove Research Ltd from its assessment of internal control over financial reporting as of December 31, 2023, because they were acquired by the Company in purchase business combinations during 2023. We have also excluded The Burgiss Group, LLC and Trove Research Ltd from our audit of internal control over financial reporting. The Burgiss Group, LLC and Trove Research Ltd are wholly-owned subsidiaries whose total assets and total revenues excluded from management’s assessment and our audit of internal control over financial reporting collectively represent approximately 0.7% and 1.0%, respectively, of the related consolidated financial statement amounts as of and for the year ended December 31, 2023.
Definition and Limitations of Internal Control over Financial Reporting
A company’s internal control over financial reporting is a process designed to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles. A company’s internal control over financial reporting includes those policies and procedures that (i) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions and dispositions of the assets of the company; (ii) provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the company are being made only in accordance with authorizations of management and directors of the company; and (iii) provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or disposition of the company’s assets that could have a material effect on the financial statements.
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Because of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate.
Critical Audit Matters
The critical audit matters communicated below are matters arising from the current period audit of the consolidated financial statements that were communicated or required to be communicated to the audit committee and that (i) relate to accounts or disclosures that are material to the consolidated financial statements and (ii) involved our especially challenging, subjective, or complex judgments. The communication of critical audit matters does not alter in any way our opinion on the consolidated financial statements, taken as a whole, and we are not, by communicating the critical audit matters below, providing separate opinions on the critical audit matters or on the accounts or disclosures to which they relate.
Revenue Recognition - Recurring Subscriptions, Asset-Based Fees, and Non-Recurring Revenues
As described in Notes 1 and 3 to the consolidated financial statements, the Company recognized operating revenues of $2.4 billion for the year ended December 31, 2023, related to recurring subscriptions, asset-based fees, and non-recurring revenues from the Index, Analytics, and ESG and Climate segments. Recurring subscription revenues represent fees earned from clients primarily under renewable contracts or agreements and are generally paid annually in advance and recognized in most cases ratably over the term of the license or service pursuant to the contract terms. Asset-based fees are principally recognized based on the estimated assets under management (AUM) linked to the Company's indexes from independent third-party sources or the most recently reported information provided by the client. Asset-based fees also include revenues related to futures and options contracts linked to the Company’s indexes, which are primarily based on trading volumes and fee levels. Asset-based fees are generally variable based upon AUM or the volume of trades or fee levels and are generally billed quarterly in arrears. Non-recurring revenues primarily represent fees earned on products and services where the Company typically does not have renewal clauses within the contract. Examples of such products and services include one-time license fees, certain derivative financial products, certain implementation services, historical data sets and, occasionally, fees for unlicensed usage of content in historical periods. Based on the nature of the services provided, non-recurring revenues are generally billed either in advance or after delivery and recognized point in time or over the service period.
The principal considerations for our determination that performing procedures relating to revenue recognition for recurring subscriptions, asset-based fees, and non-recurring revenues is a critical audit matter are the significant audit effort in performing procedures and evaluating audit evidence related to the Company’s revenue recognition.
Addressing the matter involved performing procedures and evaluating audit evidence in connection with forming our overall opinion on the consolidated financial statements. These procedures included testing the effectiveness of controls relating to revenue recognition, including controls over revenue transactions recognized as recurring subscriptions, asset-based fees, and non-recurring revenues. These procedures also included, among others, testing a sample of revenue transactions by obtaining and inspecting source documents which included (i) sales contracts or agreements, invoices, and cash receipts, where applicable, for recurring subscriptions and non-recurring revenues, and (ii) sales contracts or agreements, invoices, and cash receipts, where applicable, and AUM data from independent third-party sources or information provided by the Company’s customers, where applicable, to recalculate revenue recognized for asset-based fees.
Acquisition of The Burgiss Group, LLC - Valuation of Customer Relationships and Proprietary Data Intangible Assets
As described in Note 5 to the consolidated financial statements, in October 2023 the Company completed the acquisition of the remaining 66.4% interest in The Burgiss Group, LLC for an aggregate cash purchase price of $696.8 million. Of the acquired intangible assets, $229.9 million of proprietary data and $179.9 million of customer relationships were recorded. The fair values of acquired intangible assets were determined using the relief from royalty method for proprietary data and the multi-period excess earnings method for customer relationships. The significant assumptions used to estimate the fair value of the acquired customer relationships and proprietary data included forecasted cash flows and discount rates.
The principal considerations for our determination that performing procedures relating to the valuation of customer relationships and proprietary data intangible assets acquired in the The Burgiss Group, LLC acquisition is a critical audit matter are (i) the significant judgment by management when developing the fair value estimate of the customer relationships and proprietary data intangible assets acquired; (ii) a high degree of auditor judgment, subjectivity, and effort in performing procedures and evaluating management’s significant assumptions related to certain forecasted cash flows assumptions and discount rates; and (iii) the audit effort involved the use of professionals with specialized skill and knowledge.
Addressing the matter involved performing procedures and evaluating audit evidence in connection with forming our overall opinion on the consolidated financial statements. These procedures included testing the effectiveness of controls relating to the acquisition accounting, including controls over management’s valuation of the customer relationships and proprietary data intangible assets. These procedures also included, among others (i) reading the purchase agreement and (ii) testing management’s process for developing the fair value estimate of the customer relationships and proprietary data acquired. Testing management’s process included (i) evaluating the appropriateness of the relief
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from royalty and multi-period excess valuation methods used by management; (ii) testing the completeness and accuracy of data provided by management; and (iii) evaluating the reasonableness of the significant assumptions used by management related to certain forecasted cash flows assumptions and discount rates. Evaluating the reasonableness of certain forecasted cash flows assumptions for customer relationships and proprietary data involved considering (i) the company specific factors and the past performance of the acquired business; (ii) the consistency with external market and industry data; and (iii) whether the assumptions were consistent with evidence obtained in other areas of the audit. Professionals with specialized skill and knowledge were used to assist in evaluating the appropriateness of the relief from royalty and multi-period excess valuation methods and the reasonableness of certain significant assumptions related to the forecasted cash flows and discount rate assumptions.
/s/ PricewaterhouseCoopers LLP
New York, New York
February 9, 2024
We have served as the Company’s auditor since 2014.
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MSCI INC.
CONSOLIDATED STATEMENTS OF FINANCIAL CONDITION
As of
ASSETS
Current assets:
Property, equipment and leasehold improvements, net 55,920 53,853
Equity method investment — 214,389
LIABILITIES AND SHAREHOLDERS' EQUITY (DEFICIT)
Current liabilities:
Current portion of long-term debt 10,902 8,713
Commitments and Contingencies (see Note 6 and Note 10)
Shareholders' equity (deficit):
Accumulated other comprehensive loss (61,352) (60,211)
Total liabilities and shareholders' equity (deficit) $ 5,518,219 $ 4,997,535
See Notes to Consolidated Financial Statements.
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MSCI INC.
CONSOLIDATED STATEMENTS OF INCOME
Years Ended
Operating expenses:
Gain on remeasurement of equity method investment (143,029) — —
Earnings per share:
Weighted average shares outstanding:
See Notes to Consolidated Financial Statements.
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MSCI INC.
CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME
Years Ended
Other comprehensive income (loss):
Foreign currency translation adjustments, net 5,868 (13,294) (2,681)
Pension and other post-retirement adjustments (8,832) 15,593 3,546
Pension and other post-retirement adjustments, net (7,009) 11,878 2,745
Other comprehensive (loss) income, net of tax (1,141) (1,416) 64
See Notes to Consolidated Financial Statements.
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MSCI INC.
CONSOLIDATED STATEMENTS OF SHAREHOLDERS’ EQUITY (DEFICIT)
Dividends paid in shares 128 128
Other comprehensive income (loss), net of tax 64 64
Shares withheld for tax withholding (58,794) (58,794)
Common stock issued 4 4
Common stock repurchased and held in treasury (139,580) (139,580)
Common stock issued to Directors and (held in)/released from treasury 765 765
Dividends paid in shares 162 162
Other comprehensive income (loss), net of tax (1,416) (1,416)
Common stock issued 4 4
Dividends paid in shares 152 152
Other comprehensive income (loss), net of tax (1,141) (1,141)
Shares withheld for tax withholding (45,469) (45,469)
Common stock issued 2 2
Common stock repurchased and held in treasury (462,693) (462,693)
See Notes to Consolidated Financial Statements.
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MSCI INC.
CONSOLIDATED STATEMENTS OF CASH FLOWS
Years Ended
Cash flows from operating activities
Gain on remeasurement of equity method investment (143,029) — —
Loss on impairment of right of use assets, net 477 705 8,385
Loss on extinguishment of debt — — 59,103
Cash flows from investing activities
Acquisition of a business, net of cash acquired (727,342) — (948,989)
Acquisition of equity method investment — (5) (26,361)
Acquisition of assets, net of cash acquired — — (6,512)
Cash flows from financing activities
Proceeds from borrowings, inclusive of premium — 355,000 1,803,750
Payment of debt issuance costs in connection with debt — (2,560) (21,612)
Payment of contingent consideration — (211) —
Supplemental disclosure of cash flow information:
Supplemental disclosure of non-cash investing activities
Supplemental disclosure of non-cash financing activities
Cash dividends declared, but not yet paid $ 1,941 $ 3,748 $ 2,599
See Notes to Consolidated Financial Statements.
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MSCI INC.
NOTES TO CONSOLIDATED FINANCIAL STATEMENTS
1. INTRODUCTION AND BASIS OF PRESENTATION
Organization
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 private asset data and analysis.
Basis of Presentation
The consolidated financial statements and accompanying notes to financial statements, which include the accounts of MSCI Inc. and its wholly owned subsidiaries, are prepared in accordance with accounting principles generally accepted in the United States of America (“GAAP”).
On October 2, 2023, the Company acquired the remaining 66.4% interest in The Burgiss Group, LLC (“Burgiss”) for $696.8 million in cash. Prior to the acquisition, Burgiss was a related party and its results were included in the Company’s Burgiss operating segment as an equity method investment based on the Company’s 33.6% ownership. The Company’s existing 33.6% interest had a fair value of $353.2 million at the date of acquisition. This resulted in a non-taxable, one-time gain on the remeasurement of our equity method investment in Burgiss of $143.0 million following the acquisition. During the year ended December 31, 2023, the Company renamed the Burgiss operating segment to Private Capital Solutions. Burgiss’ consolidated results were included in the Company’s All Other – Private Assets reportable segment following the acquisition.
Significant Accounting Policies
Basis of Financial Statements and Use of Estimates
The Company makes certain estimates and judgments that can affect the reported amounts of assets and liabilities as of the date of the 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 the assessment of the fair value of acquired intangible assets; the assessment of impairment of goodwill and intangible assets; and income taxes. The Company believes that estimates used in the preparation of these consolidated financial statements are reasonable; however, actual results could differ materially from these estimates. Inter-company balances and transactions are eliminated in consolidation.
Revenue Recognition
Performance Obligations and Transaction Price
The Company recognizes revenues for products and services when performance obligations are satisfied. For revenue arrangements containing multiple products or services, the Company accounts for the individual products or services as a separate performance obligation if they are distinct. A product or service is distinct if a client can benefit from it either on its own or together with other resources that are readily available to the client, and the Company’s promise to transfer the product or service to the client is separately identifiable from other promises in the contract. If both criteria are not met, the promised products or services are accounted for as a combined performance obligation.
The transaction price is the amount of consideration to which an entity expects to be entitled in exchange for transferring products or services to the client. The Company allocates the transaction price to each performance obligation identified in the contract based on the best estimate of a relative standalone selling price of each distinct product or service in the contract. To allocate the transaction price to each performance obligation on a relative standalone selling price basis, at contract inception the Company determines the standalone selling prices of the distinct products or services underlying each performance obligation in proportion to the total transaction price. This standalone selling price may be the contract price but is more often than not the best estimate of the price the Company would receive for selling the product or service separately in similar circumstances and to other similar customers. A client can receive a discount for purchasing a bundle of products or services if the sum of the standalone selling price of those promised products or services in the contract exceeds the promised consideration in the contract.
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For services where the transaction price is variable such as based upon assets under management (“AUM”), volume of trades or fee levels, the transaction price is based upon pricing models and is not allocated at the inception of the contract but rather falls within the sales and usage-based royalty exception under which the price and associated revenue are based upon actual known performance or best estimates of actual performance during the performance period.
Revenue is recognized when a client obtains control of promised products or services in an amount that reflects the consideration the entity expects to receive in exchange for those products or services. Determining when control has transferred can sometimes require management’s judgment (e.g., implementation services), which could affect the timing of revenue recognition. Revenue is recognized exclusive of any applicable sales or other indirect taxes.
Disaggregation of Revenue
Revenues are characterized by type, which broadly reflects the nature of how they are recognized or earned. Our revenue types are recurring subscriptions, asset-based fees and non-recurring revenues. We also group our revenues by segment.
Revenues By Type
Recurring subscription revenues represent fees earned from clients primarily under renewable contracts or agreements and are generally paid annually in advance and recognized in most cases ratably over the term of the license or service pursuant to the contract terms.
Asset-based fees are principally recognized based on the estimated AUM linked to our indexes from independent third-party sources or the most recently reported information provided by the client. Asset-based fees also include revenues related to futures and options contracts linked to our indexes, which are primarily based on trading volumes and fee levels. Asset-based fees are generally variable based upon AUM or the volume of trades or fee levels and are generally billed quarterly in arrears.
Non-recurring revenues primarily represent fees earned on products and services where we typically do not have renewal clauses within the contract. Examples of such products and services include one-time license fees, certain derivative financial products, certain implementation services, historical data sets and, occasionally, fees for unlicensed usage of our content in historical periods. Based on the nature of the services provided, non-recurring revenues are generally billed either in advance or after delivery and recognized point in time or over the service period.
Revenues By Segment
Index segment operating revenues consist of fees earned primarily for licenses of index data subscriptions, performance obligations to deliver the data are satisfied over time and, accordingly, revenue is recognized ratably over the term of the agreement pursuant to the contract terms. With respect to licenses to create indexed investment products, such as ETFs, passively managed funds, or licenses which allow certain exchanges to use MSCI’s indexes as the basis for futures and options contracts, MSCI’s performance obligation allows customers to use the Company’s intellectual property (e.g., the indexes) as the basis of the funds or other investment products the customers create over the term of the agreement. The fees earned for these rights are typically variable, in which case they are accrued under the sales and usage-based royalty exception pursuant to the level of performance achieved, which is primarily measured based on AUM, volume of trades or fee levels. The level of performance achieved is based on information obtained from independent third-party sources or best estimates taking into account the most recently reported information from the client.
Analytics segment operating revenues are recognized as MSCI satisfies performance obligations through providing access to its proprietary models or hosted applications and, in some cases, delivery of managed services, which are typically satisfied over time, and accordingly, operating revenues are recognized ratably over the term of the service period. For implementation services, MSCI meets its performance obligation once the implementation is complete and the related service is available for the client to use. Operating revenues are recognized at the point in time when the implementation service is completed.
ESG and Climate segment operating revenues are recognized as MSCI’s performance obligations to provide data to or update data for clients are satisfied. The majority of these performance obligations are satisfied over the term of the license period, with operating revenues recognized ratably. For custom ESG research data, the performance obligation is typically satisfied, and revenue is recognized, at the point in time when the data is updated and available to the client.
All Other – Private Assets segment operating revenues are recognized as MSCI's performance obligations to provide analysis, insights and data to clients are satisfied. The majority of these performance obligations are satisfied over the term of the license period, with operating revenues recognized ratably. Certain other Real Assets products, including benchmark reports, are recognized at the point in time when the Company satisfies the performance obligation through delivery to the client.
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Share-Based Compensation
Certain of the Company’s employees have received share-based compensation under various compensation programs. The Company’s compensation expense reflects the fair value method of accounting for share-based payments under ASC Subtopic 718-10, “Compensation—Stock Compensation.”
Stock-based compensation awards include restricted stock units (“RSUs”), performance stock units (“PSUs”) and performance stock options (“PSOs”). PSUs are subject to market conditions based on the achievement of multi-year total shareholder return targets and PSOs are subject to performance conditions based on the cumulative results of financial targets.
The fair value of RSUs at grant date is measured using the price of MSCI’s common stock. The fair value of PSUs at grant date is determined using a Monte Carlo simulation model that creates a normal distribution of future stock prices, which is then used to value the awards based on their individual terms. The fair value of PSOs at grant date is determined using the Black-Scholes option pricing model. For PSOs, the grant-date fair value is adjusted for any changes in the probability of achievement of (i) a cumulative revenue performance goal and (ii) a cumulative adjusted EPS performance goal (each weighted at 50%).
Research and Development
The Company accounts for research and development costs in accordance with several accounting pronouncements, including ASC Subtopic 730-10, “Research and Development.” ASC Subtopic 730-10 requires that research and development costs generally be expensed as incurred. The majority of the Company’s research and development costs are incurred in developing, reviewing and enhancing the methodologies and data models offered within its product portfolio by monitoring investment trends and drivers globally, as well as analyzing product-specific needs in areas such as capitalization-weighted, factor and specialized indexes, and instrument valuation, risk modeling, portfolio construction, asset allocation and value-at-risk simulation.
Internal Use Software
The Company applies the provisions of ASC Subtopic 350-40, “Internal Use Software,” and accounts for the cost of computer software developed for internal use by capitalizing qualifying costs, which are substantially incurred during the application development stage. The amounts capitalized primarily relate to internally developed software used to provide services to customers and are included in Intangible Assets on the Consolidated Statement of Financial Condition and include external direct costs of services used in developing internal-use software and payroll and payroll-related costs of employees directly associated with the development activities. Additionally, costs incurred relating to upgrades and enhancements to the software are capitalized if it is determined that these upgrades or enhancements provide additional functionality to the software.
Capitalized software development costs are typically amortized on a straight-line basis over the estimated useful life of the related product, which is typically three to five years, beginning with the date the software is placed into service.
Costs incurred in the preliminary and post-implementation stages of MSCI’s products are expensed as incurred.
Income Taxes
Provision for income taxes is provided for using the asset and liability method, under which deferred tax assets and deferred tax liabilities are determined based on the temporary differences between the financial statement and income tax bases of assets and liabilities using currently enacted tax rates. The Company elects to account for Global Intangible Low-Taxed Income (“GILTI”) in the year the tax is incurred. The Company recognizes interest and penalties related to income tax matters within “Provision for income taxes” in the Consolidated Statement of Income.
The Company regularly evaluates the likelihood of additional assessments in each of the taxing jurisdictions in which it is required to file income tax returns. The Company has recorded additional tax expense related to open tax years, which the Company’s management believes is adequate in relation to the potential for assessments. These amounts have been recorded in “Other non-current liabilities” on the Consolidated Statement of Financial Condition. The Company’s management believes the resolution of tax matters will not have a material effect on the Company’s consolidated financial condition. However, to the extent the Company is required to pay amounts in excess of its reserves, a resolution could have a material impact on its Consolidated Statement of Income for a particular future period. In addition, an unfavorable tax settlement could require use of cash and result in an increase in the effective tax rate in the period in which such resolution occurs.
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Deferred Revenue
Deferred revenues represent both cash received and the amounts billed to clients for products and services in advance of satisfying performance obligations. Deferred revenue generally results in ratable recognition of operating revenues over the license or subscription period, as the performance obligations are satisfied.
Accounts Receivable and Allowance for Credit Losses
The Company’s clients generally pay subscription fees annually in advance. MSCI’s policy is to record to a receivable when a client is billed. For products and services that are provided in advance of billing, such as for our asset-based fee products, unbilled revenue is included in Accounts Receivable on the Company’s Consolidated Statement of Financial Condition.
The Company recognizes an allowance for credit losses at the time invoices are sent to clients by applying an estimate of the uncollectable amount based on client profiles, credit considerations and historical write-offs. The Company does not require collateral from clients to mitigate credit risk.
Changes in the allowance for credit losses from December 31, 2020 to December 31, 2023 were as follows:
(in thousands) Amount
Addition to credit loss expense 1,210
Write-offs, net of recoveries (456)
Addition to credit loss expense 910
Write-offs, net of recoveries (595)
Addition to credit loss expense 2,196
Write-offs, net of recoveries (880)
Goodwill
Goodwill is recorded as part of the Company’s acquisitions of businesses when the purchase price exceeds the fair value of the net tangible and separately identifiable intangible assets acquired. The Company’s goodwill is not amortized, but rather is subject to an impairment test each year, or more often if conditions indicate impairment may have occurred, pursuant to ASC Subtopic 350-10, “Intangibles—Goodwill and Other.”
The Company tests goodwill for impairment on an annual basis on July 1st and on an interim basis when certain events and circumstances exist. The test for impairment is performed at the reporting unit level. Goodwill impairment is determined by comparing the fair value of a reporting unit with its carrying value. If the estimated fair value exceeds the carrying value, goodwill at the reporting unit level is not deemed to be impaired. If the estimated fair value is below carrying value, an impairment charge will be recorded up to, but not more than, the total amount of goodwill allocated to the reporting unit.
The Company completed its annual goodwill impairment test as of July 1, 2023 on its Index, Analytics, ESG and Climate, and Real Assets reporting units, which were also the Company’s operating segments as of July 1, 2023, and no impairments were noted. The Company performed a qualitative test for impairment and determined that it was not more likely than not that the fair value of its reporting units is less than their respective carrying values. See Note 13, “Segment Information,” for further descriptions of the operating segments.
Based on the results of the annual goodwill impairment testing performed and given there were no impairment triggers identified as part of interim assessments, no impairment of goodwill was recorded during the years ended December 31, 2023, 2022 and 2021.
Intangible Assets
The Company amortizes definite-lived intangible assets over their estimated useful lives. Definite-lived intangible assets are reviewed for impairment whenever events or changes in circumstances indicate that the carrying value of the asset may not be
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recoverable. The Company also reviews the useful lives on a periodic basis to determine if the period of economic benefit has changed. If the carrying value of an intangible asset exceeds its fair value, an impairment charge would be recognized in an amount equal to the amount by which the carrying value of the intangible asset exceeds its fair value. There were no events or changes in circumstances that would indicate that the carrying value of the definite-lived intangible assets may not be recoverable during the years ended December 31, 2023 and 2022.
The Company had no indefinite-lived intangible assets other than goodwill during the years ended December 31, 2023 and 2022.
Foreign Currency Translation
Assets and liabilities of operations having non-U.S. dollar functional currencies are translated at year-end exchange rates, and income statement accounts are translated at weighted average exchange rates for the year. Gains or losses resulting from translating foreign currency financial statements, net of any related tax effects, are reflected in accumulated other comprehensive loss, a separate component of shareholders’ equity (deficit). Gains or losses resulting from foreign currency transactions incurred in currencies other than the local functional currency are included in non-operating “Other expense (income)” on the Consolidated Statement of Income.
Leases
MSCI leases office space, data centers and certain equipment under non-cancellable operating lease agreements and determines if an arrangement is a lease at inception. The Company does not currently have any financing lease arrangements.
Right of use assets represent the Company’s right to use an underlying asset for the lease term and lease liabilities represent the Company’s obligation to make lease payments arising from the lease. Right of use assets are recognized on the commencement date based on the present value of lease payments over the lease term adjusted for initial direct costs and lease incentives received or deemed probable of being received. MSCI uses its incremental borrowing rate based on the information available on the commencement date in determining the present value of lease payments. The lease terms include options to extend or terminate the lease when it is reasonably certain that the Company will exercise that option.
Right of use assets and associated leasehold improvements are tested for impairment when there is a trigger for impairment testing at the appropriate asset group level. When a trigger exists, the asset group is tested for recoverability by comparing the estimated undiscounted cash flows to the asset group’s carrying value. If the asset group fails the recoverability test, the Company will measure impairment loss as the difference between the fair value and carrying value of the asset group.
Lease expense is recognized on a straight-line basis over the lease term and is included in “Operating expenses” in the Consolidated Statement of Income. In situations where a right of use asset has been impaired, the subsequent amortization of the right of use asset is then recorded on a straight-line basis over the remaining lease term and is combined with accretion expense on the lease liability to result in single operating lease cost.
Some of the Company’s lease agreements include rental payments adjusted periodically for inflation which are accounted for as variable lease amounts but are not reflected as a component of the Company’s lease liability. Certain leases also require the Company to pay real estate taxes, insurance, maintenance and other operating expenses associated with the leased premises or equipment which are also not reflected as a component of the Company’s lease liability. The Company also subleases a small portion of its leased office space to third parties and thereby applies sublessor accounting. Sublease income is presented in “Operating expenses” as an offset.
Property, Equipment and Leasehold Improvements
Property, equipment and leasehold improvements are stated at cost less accumulated depreciation and amortization. Depreciation and amortization of furniture and fixtures, and computer and communications equipment are accounted for using the straight-line method over the estimated useful life, and for leasehold improvements, over the shorter of the estimated useful life or the lease term.
Treasury Stock
The Company holds repurchased shares of common stock as treasury stock. The Company accounts for treasury stock under the cost method and includes treasury stock as a component of shareholders’ equity (deficit).
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Accrued Compensation
A significant portion of the Company’s employee incentive compensation programs are discretionary. The Company makes significant estimates in determining its accrued compensation and benefits expenses. Accrued cash incentive estimates reflect an assessment of performance versus targets and other key performance indicators at the Company, operating segment and employee level. The Company also reviews compensation and benefits expenses throughout the year to determine how overall performance compares to management’s expectations. These and other factors, including historical performance, are taken into account in accruing discretionary cash compensation estimates quarterly.
Concentrations
For the years ended December 31, 2023, 2022 and 2021, BlackRock, Inc. accounted for 9.8%, 10.3%, and 12.7% of the Company’s consolidated operating revenues, respectively. For the years ended December 31, 2023, 2022 and 2021, BlackRock, Inc. accounted for 16.8%, 17.4% and 20.4% of the Index segment’s operating revenues, respectively. No single customer accounted for 10.0% or more of operating revenues within the Analytics, ESG and Climate and All Other – Private Assets segments for the years ended December 31, 2023, 2022 and 2021.
Cash and Cash Equivalents
Cash and cash equivalents include ordinary bank deposits and highly liquid investments with original maturities of three months or less that consist primarily of money market funds with unrestricted daily liquidity and fixed term time deposits.
Restricted Cash
Restricted cash primarily relates to security deposits for certain operating leases that are legally restricted and unavailable for our general operations.
2. RECENT ACCOUNTING PRONOUNCEMENTS
In November 2023, the FASB issued Accounting Standards Update No. 2023-07 “Segment Reporting (Topic 280): Improvements to Reportable Segment Disclosures,” or ASU 2023-07. The amendments in ASU 2023-07 aim to improve reportable segment disclosure requirements, primarily through enhanced disclosures about significant segment expenses. ASU 2023-07 is effective for the Company’s Annual Report on Form 10-K for the year ended December 31, 2024, and subsequent interim periods, with early adoption permitted. The Company is currently evaluating the impact of this update on its consolidated financial statements.
In December 2023, the FASB issued Accounting Standards Update No. 2023-09 “Income Taxes (Topic 740): Improvements to Income Tax Disclosures,” or ASU 2023-09. The amendments in ASU 2023-09 aim to enhance the transparency and decision usefulness of income tax disclosures. ASU 2023-09 is effective for the Company’s Annual Report on Form 10-K for the year ended December 31, 2025, with early adoption permitted. The Company is currently evaluating the impact of this update on its consolidated financial statements.
3. REVENUE RECOGNITION
MSCI’s operating revenues are reported by product type, which generally reflects the timing of recognition. The Company’s operating revenues 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 Year Ended December 31, 2023
Segments
(in thousands) Index Analytics ESG and Climate All Other - Private Assets Total
Operating Revenues Types
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For the Year Ended December 31, 2022
Segments
(in thousands) Index Analytics ESG and Climate All Other - Private Assets Total
Operating Revenues Types
For the Year Ended December 31, 2021
Segments
(in thousands) Index Analytics ESG and Climate All Other - Private Assets Total