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, 2021. 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. As a result of changes to the presentation
of our reportable segments effective January 1, 2021, we have included herein
certain discussions summarizing the significant factors affecting the results of
operations and financial condition of MSCI for the year ended December 31, 2020.
The remaining discussions may 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, 2020 (the "2020
Annual Report"), which was filed with the Securities and Exchange Commission on
February 12, 2021.

Overview



We are a leading provider of critical decision support tools and solutions for
the global investment community. Our mission-critical offerings help investors
address the challenges of a transforming investment landscape and power better
investment decisions. Leveraging our knowledge of the global investment process
and our expertise in research, data and technology, we enable our clients to
understand and analyze key drivers of risk and return and confidently and
efficiently build more effective portfolios. We operate in four reportable
segments as follows: Index, Analytics, ESG and Climate, and All Other - Private
Assets.



Certain prior period amounts have been reclassified to conform to the current
period presentation. Effective January 1, 2021, the ESG and Climate operating
segment is being presented as a separate reportable segment. The operating
segments of Real Estate and The Burgiss Group, LLC ("Burgiss") do not
individually meet the segment reporting thresholds and have been combined and
presented as part of the All Other - Private Assets reportable segment.

Our growth strategy includes: (a) extending leadership in research-enhanced
content across asset classes, (b) leading the enablement of ESG and climate
investment integration, (c) enhancing distribution and content-enabling
technology, (d) expanding solutions that empower client customization, (e)
strengthening client relationships and growing into strategic partnerships with
clients and (f) executing strategic relationships and acquisitions with
complementary content and technology companies. For more information about our
Company's operations, see "Item 1: Business".



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.



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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.

Asset-based fees represent fees earned that are variable in nature, as they are
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 primarily based on trading volumes.

Non-recurring revenues primarily represent fees earned on products and services
where we do not have renewal contracts. Non-recurring revenues primarily include
revenues from licenses of historical data, indexed derivative financial
products, certain implementation services and other special client requests,
which are generally recognized at a point in time, but may also be recognized
over the license period.

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 enhance existing products and
the costs to develop new or enhanced technologies and service platforms for the
delivery of our products and services and primarily include the costs of
development, research, product management, project management and the technology
support directly associated with these activities.

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.

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Amortization of Intangible Assets



Amortization of intangible assets expense relates to definite-lived intangible
assets arising from past acquisitions and capitalization of internally developed
software projects. Intangibles arising from past acquisitions consist of
customer relationships, proprietary data, trademarks and trade names and
technology and software. We amortize definite-lived intangible assets over their
estimated useful lives. We have no indefinite-lived intangible assets.

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 impairment
related to sublease of leased property, certain non-recurring
acquisition-related integration and transaction costs and the impact related to
the vesting of multi-year restricted stock units granted in 2016 to certain
senior executives that are subject to the achievement of multi-year total
shareholder return targets, which are performance targets with a market
condition (the "2016 Multi-Year PSUs").

"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 impairment related to sublease of leased property, certain
non-recurring acquisition-related integration and transaction costs and the
impact related to the vesting of the 2016 Multi-Year PSUs.

Adjusted EBITDA 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 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 and Adjusted EBITDA expenses
measures may not be comparable to similarly titled measures computed by other
companies.

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.

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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.

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. 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. In testing goodwill for impairment, the
company used 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 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 quantitative
assessment as of July 1, 2021, we determined that the estimated fair value of
the Company's reporting units substantially exceeded their respective carrying
values, so no impairment of goodwill was recorded.



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 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

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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 RCA on September 13, 2021, the initial
valuation of intangible assets, as part of the acquisition method of accounting,
is subjective and based, in part, on inputs that are 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 which included, among others, projected future revenues, and
expected market royalty rate, technology obsolescence rates and discount rates.
These estimates are inherently uncertain and unpredictable, and if different
estimates were used, the purchase price for the acquisition could be allocated
to the acquired assets and assumed liabilities differently from the allocation
that we have made.

The Company amortizes its 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.

Income Taxes

The Company is 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.

The Company must regularly assess the likelihood of additional assessments in
each of the taxing jurisdictions in which it files 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.

Factors Affecting the Comparability of Results

Acquisition of RCA



On September 13, 2021, MSCI completed the acquisition of RCA for an aggregate
cash purchase price of $949.0 million, subject to working capital adjustments.
See Note 5, "Acquisitions," of the Notes to the Consolidated Financial
Statements included herein for additional information on the acquisition of RCA.



Results of Operations

Operating Revenues

Our operating revenues are grouped by the following types: recurring
subscriptions, asset-based fees and non-recurring. We also group operating
revenues by major product or reportable segment as follows: Index, Analytics,
ESG and Climate and All Other - Private Assets, which includes the Real Estate
product line and our equity method investment in Burgiss.

The following table presents operating revenues by type for the years indicated:



                                                    Years Ended                                      % Change
                                 December 31,       December 31,       December 31,       December 31,       December 31,
                                     2021                2020              

2019 2021 to 2020 2020 to 2019


                                                   (in thousands)
Recurring subscriptions         $    1,426,040     $    1,248,175     $    1,154,040               14.3 %              8.2 %
Asset-based fees                       553,991            399,771            361,927               38.6 %             10.5 %
Non-recurring                           63,513             47,444             41,829               33.9 %             13.4 %
Total operating revenues        $    2,043,544     $    1,695,390     $    1,557,796               20.5 %              8.8 %




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Total operating revenues increased 20.5% for the year ended December 31, 2021
compared to the year ended December 31, 2020. Adjusting for the impact of
acquisitions and foreign currency exchange rate fluctuations, total operating
revenues would have increased 18.7%.

Operating revenues from recurring subscriptions increased 14.3% for the year
ended December 31, 2021 compared to the year ended December 31, 2020, primarily
driven by strong growth in Index products, which increased $70.2 million, or
12.1%, strong growth in ESG and Climate products, which increased $52.7 million,
or 47.9%, strong growth in All Other - Private Assets products, which increased
$28.1 million, or 54.5%, and growth in Analytics products, which increased $26.9
million, or 5.3%. Adjusting for the impact of acquisitions and foreign currency
exchange rate fluctuations, operating revenues from recurring subscriptions
would have increased 11.8%.

Operating revenues from asset-based fees increased 38.6% for the year ended
December 31, 2021 compared to the year ended December 31, 2020, driven by growth
in operating revenues from all index-linked investment product categories.
Operating revenues from ETFs linked to MSCI equity indexes increased by 41.9%,
primarily driven by an increase in average AUM, partially offset by a decrease
in average basis point fees. The increase in asset-based fees operating revenues
was also driven by revenues from non-ETF indexed funds linked to MSCI indexes
which increased by 39.4%, primarily driven by an increase in average AUM.

Total operating revenues grew 8.8% for the year ended December 31, 2020 compared to the year ended December 31, 2019. Adjusting for the impact of foreign currency exchange rate fluctuations, total operating revenues would have increased 8.7%.



Operating revenues from recurring subscriptions increased 8.2% for the year
ended December 31, 2020 compared to the year ended December 31, 2019, primarily
driven by growth in Index products, which increased $49.4 million, or 9.3%,
growth in ESG and Climate products, which increased $20.4 million, or 22.8%, and
growth in Analytics products, which increased $20.0 million, or 4.1%. Adjusting
for the impact of foreign currency exchange rate fluctuations, operating
revenues from recurring subscriptions would have increased 8.1%.

Operating revenues from asset-based fees increased 10.5% for the year ended
December 31, 2020 compared to the year ended December 31, 2019. The increase in
asset-based fees was driven by growth in revenues from all of our indexed
investment product categories, including an increase in revenues from exchange
traded futures and options contracts linked to MSCI indexes that were primarily
driven by price increases. The increase in operating revenues from asset-based
fees was also driven by higher revenues from non-ETF indexed funds linked to
MSCI indexes, which was driven by price increases and an increase in average
AUM. Revenues from ETFs linked to MSCI indexes also increased, driven by an 8.9%
increase in average AUM in equity ETFs linked to MSCI indexes, partially offset
by lower fees resulting from the impact of a change in product mix. The impact
of foreign currency exchange rate fluctuations on operating revenues from
asset-based fees was negligible.

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
                                                                     2020                                                                  2021
(in billions)                          March 31,       June 30,        September 30,       December 31,       March 31,       June 30,       September 30,       December 31,
AUM in ETFs linked to MSCI equity
indexes(1), (2)                       $     709.5     $     825.4     $         908.9     $      1,103.6     $   1,209.6     $  1,336.2     $       1,336.6     $      1,451.6
Sequential Change in Value
Market Appreciation/(Depreciation)    $    (216.5 )   $     117.4     $          57.0     $        135.7     $      43.2     $     73.7     $         (30.7 )   $         56.5
Cash Inflows                                 (8.4 )          (1.5 )              26.5               59.0            62.8           52.9                31.1               58.5
Total Change                          $    (224.9 )   $     115.9     $          83.5     $        194.7     $     106.0     $    126.6     $           0.4     $        115.0




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The following table presents the average value of AUM in ETFs linked to MSCI equity indexes for the periods indicated:





                                                                      Year-to-Date Average
                                                  2020                                                    2021
                            March       June        September       December        March         June        September      December
AUM in ETFs linked to
MSCI equity indexes(1),
(2)                        $ 877.1     $ 827.0     $     849.1     $    886.7     $ 1,169.2     $ 1,230.8     $  1,274.5     $ 1,309.6

(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

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.

(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, 2021, the average value of AUM in ETFs linked to
MSCI equity indexes was up $422.9 billion, or 47.7%, compared to the year ended
December 31, 2020.

The following table presents operating revenues by reportable segment and revenue type for the years indicated:





                                                       Years Ended                                      % Change
                                    December 31,       December 31,       December 31,      December 31,       December 31,
                                        2021                2020               2019         2021 to 2020       2020 to 2019
                                                      (in thousands)
Operating revenues:
Index
Recurring subscriptions            $      650,629     $      580,393     $      530,968              12.1 %              9.3 %
Asset-based fees                          553,991            399,771            361,927              38.6 %             10.5 %
Non-recurring                              47,144             36,331             28,042              29.8 %             29.6 %
Index total                             1,251,764          1,016,495            920,937              23.1 %             10.4 %
Analytics
Recurring subscriptions                   533,178            506,301            486,282               5.3 %              4.1 %
Non-recurring                              11,121              7,507             10,643              48.1 %            (29.5 %)
Analytics total                           544,299            513,808            496,925               5.9 %              3.4 %
ESG and Climate
Recurring subscriptions                   162,609            109,945             89,563              47.9 %             22.8 %
Non-recurring                               3,583              1,419              1,096             152.5 %             29.5 %
ESG and Climate total                     166,192            111,364             90,659              49.2 %             22.8 %
All Other - Private Assets
Recurring subscriptions                    79,624             51,536             47,227              54.5 %              9.1 %
Non-recurring                               1,665              2,187              2,048             (23.9 %)             6.8 %
All Other - Private Assets total           81,289             53,723             49,275              51.3 %              9.0 %
Total operating revenues           $    2,043,544     $    1,695,390     $    1,557,796              20.5 %              8.8 %



Refer to the section titled "Segment Results" that follows for further discussion of segment revenues.







Operating Expenses

Total operating expenses increased 19.8% for the year ended December 31, 2021 compared to the year ended December 31, 2020. Adjusting for the impact of foreign currency exchange rate fluctuations, the increase would have been 18.2%.

Total operating expenses increased 1.1% for the year ended December 31, 2020 compared to the year ended December 31, 2019. Adjusting for the impact of foreign currency exchange rate fluctuations, the increase would have been 1.6%.


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The following table presents operating expenses by activity category for the
years indicated:



                                                   Years Ended                                       % Change
                                December 31,       December 31,       December 31,       December 31,        December 31,
                                    2021                2020               2019          2021 to 2020        2020 to 2019
                                                  (in thousands)
Operating expenses:
Cost of revenues               $      358,684     $      291,704     $      294,961               23.0 %              (1.1 %)
Selling and marketing                 243,185            216,496            219,298               12.3 %              (1.3 %)
Research and development              111,564            101,053             98,334               10.4 %               2.8 %
General and administrative            147,893            114,627            110,093               29.0 %               4.1 %
Amortization of intangible
assets                                 80,592             56,941             49,410               41.5 %              15.2 %
Depreciation and
amortization of property,
equipment and leasehold
  improvements                         28,901             29,805             29,999               (3.0 %)             (0.6 %)
Total operating expenses       $      970,819     $      810,626     $      802,095               19.8 %               1.1 %


Cost of Revenues

Cost of revenues increased 23.0% for the year ended December 31, 2021 compared
to the year ended December 31, 2020, reflecting increases across all segments.
The change was driven by increases in compensation and benefits costs, primarily
relating to higher wages and salaries and incentive compensation and benefits
costs, as well as higher non-compensation costs, primarily reflecting higher
professional fees, information technology costs and market data costs.

Cost of revenues decreased 1.1% for the year ended December 31, 2020 compared to
the year ended December 31, 2019. The change was driven by the absence of $7.0
million of payroll tax expense associated with the vesting of the 2016
Multi-Year PSUs recognized during the year ended December 31, 2019, partially
offset by increases in other compensation and benefits costs, primarily relating
to higher wages and salaries, as well as higher non-compensation costs,
reflecting higher information technology costs, partially offset by lower travel
and entertainment costs. Cost of revenues reflects increases across the ESG and
Climate and Index reportable segments, partially offset by decreases in the
Analytics and All Other - Private Assets reportable segments.

Selling and Marketing



Selling and marketing expenses increased 12.3% for the year ended December 31,
2021 compared to the year ended December 31, 2020, reflecting increases across
all segments. The change was primarily driven by increases in compensation and
benefits costs, including higher incentive compensation, wages and salaries and
benefits costs, partially offset by a decline in severance costs.

Selling and marketing expenses decreased 1.3% for the year ended December 31,
2020 compared to the year ended December 31, 2019. The change was driven by
lower non-compensation costs, including travel and entertainment costs, and the
absence of $4.5 million of payroll tax expense associated with the vesting of
the 2016 Multi-Year PSUs recognized during the year ended December 31, 2019,
partially offset by increases in compensation and benefits costs, primarily
relating to higher wages and salaries. Selling and marketing expenses reflect
increases across the ESG and Climate, Analytics and All Other - Private Assets
reportable segments, partially offset by a decrease in the Index reportable
segment.

Research and Development



R&D expenses increased 10.4% for the year ended December 31, 2021 compared to
the year ended December 31, 2020, primarily reflecting higher investment in the
Index and ESG and Climate reportable segments, partially offset by lower
investment in the Analytics reportable segment. The change was driven by
increases in compensation and benefits costs, primarily relating to higher
incentive compensation, as well as higher non-compensation costs, reflecting
higher information technology costs.

R&D expenses increased 2.8% for the year ended December 31, 2020 compared to the
year ended December 31, 2019. The change was driven by increases in compensation
and benefits costs, including wages and salaries and benefits costs. R&D
expenses reflect higher investments in the All Other - Private Assets, Index and
ESG and Climate reportable segments, partially offset by lower investment in the
Analytics reportable segment.

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General and Administrative



G&A expenses increased 29.0% for the year ended December 31, 2021 compared to
the year ended December 31, 2020, reflecting increases across all segments. The
change was driven by increases in non-compensation costs, primarily relating to
impairment charges associated with right of use assets, non-recurring
transaction and integration costs related to the acquisition of RCA and higher
information technology costs and professional fees. The change was also driven
by higher compensation and benefits costs, primarily relating to higher wages
and salaries and incentive compensation.

G&A expenses increased 4.1% for the year ended December 31, 2020 compared to the
year ended December 31, 2019. The change was driven by increases in compensation
and benefits costs, primarily relating to higher incentive compensation and
wages and salaries, partially offset by the absence of $3.5 million of payroll
tax expense associated with the vesting of the 2016 Multi-Year PSUs recognized
during the year ended December 31, 2019 and lower non-compensation costs. G&A
expenses reflect increases across the ESG and Climate, Analytics and Index
reportable segments, partially offset by a decrease in the All Other - Private
Assets reportable segment.

The following table presents operating expenses using compensation and
non-compensation categories, rather than using activity categories, for the
years indicated:



                                                      Years Ended                                       % Change
                                   December 31,       December 31,       December 31,       December 31,        December 31,
                                       2021                2020               2019          2021 to 2020        2020 to 2019
                                                     (in thousands)

Compensation and benefits $ 614,950 $ 527,641 $

    518,730               16.5 %               1.7 %
Non-compensation expenses                246,376            196,239            203,956               25.5 %              (3.8 %)
Amortization of intangible
assets                                    80,592             56,941             49,410               41.5 %              15.2 %
Depreciation and amortization
of property, equipment and
leasehold
  improvements                            28,901             29,805             29,999               (3.0 %)             (0.6 %)

Total operating expenses $ 970,819 $ 810,626 $


   802,095               19.8 %               1.1 %



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 4,303 employees as of December 31, 2021, compared to 3,633 employees as
of December 31, 2020, reflecting a 18.4% growth in the number of employees.
Continued growth of our emerging market centers around the world is an important
factor in our ability to manage and control the growth of our compensation and
benefits costs. As of December 31, 2021, 63.2% of our employees were located in
emerging market centers compared to 64.6% as of December 31, 2020.

Compensation and benefits costs increased 16.5% for the year ended December 31,
2021 compared to the year ended December 31, 2020, primarily driven by headcount
growth and higher incentive compensation.

Non-compensation expenses increased 25.5% for the year ended December 31, 2021
compared to the year ended December 31, 2020, primarily driven by higher
information technology costs, professional fees, impairment charges associated
with right of use assets, non-recurring transaction and integration costs
related to the acquisition of RCA and market data costs.



We had 3,633 employees as of December 31, 2020 compared to 3,396 employees as of
December 31, 2019, reflecting a 7.0% growth in the number of employees.
Continued growth of our emerging market centers around the world is an important
factor in our ability to manage and control the growth of our compensation and
benefits costs. As of December 31, 2020, 64.6% of our employees were located in
emerging market centers compared to 62.9% as of December 31, 2019.

                                       43

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Compensation and benefits costs increased 1.7% for the year ended December 31,
2020 compared to the year ended December 31, 2019, driven by higher wages and
salaries, incentive compensation and benefits costs, partially offset by the
absence of $15.4 million of payroll tax expense associated with the vesting of
the 2016 Multi-Year PSUs recognized during the year ended December 31, 2019.



Non-compensation expenses decreased 3.8% for the year ended December 31, 2020
compared to the year ended December 31, 2019, primarily driven by lower travel
and entertainment and marketing costs, partially offset by higher information
technology costs.

Amortization of Intangible Assets



Amortization of intangible assets expense increased 41.5% for the year ended
December 31, 2021 compared to the year ended December 31, 2020, primarily driven
by a write-off of $16.0 million of certain internally developed capitalized
software intangible assets following management's decision to discontinue
development and cease related sales activities of certain Analytics segment
products and transition existing customers to other product offerings, as well
as additional amortization recognized on acquired intangible assets following
the acquisition of RCA.



Amortization of intangible assets expense increased 15.2% for the year ended
December 31, 2020 compared to the year ended December 31, 2019, primarily driven
by higher amortization of internally-developed capitalized software.

Depreciation and Amortization of Property, Equipment and Leasehold Improvements



Depreciation and amortization of property, equipment and leasehold improvements
decreased 3.0% for the year ended December 31, 2021 compared to the year ended
December 31, 2020. The decrease was primarily the result of lower amortization
on software and depreciation on computer and related equipment, partially offset
by impairment charges on leasehold improvements.



Depreciation and amortization of property, equipment and leasehold improvements for the year ended December 31, 2020 and 2019 was $29.8 million and $30.0 million, respectively.

Other Expense (Income), Net



The following table shows our other expense (income), net for the years
indicated:



                                                  Years Ended                                      % Change
                               December 31,       December 31,       December 31,       December 31,      December 31,
                                   2021                2020               2019          2021 to 2020      2020 to 2019
                                                 (in thousands)
Interest income               $       (1,497 )   $       (5,030 )   $      (16,403 )             70.2 %            69.3 %
Interest expense                     159,614            156,324            148,041                2.1 %             5.6 %
Other expense (income)                56,472             47,245             20,745               19.5 %           127.7 %
Total other expense
(income), net                 $      214,589     $      198,539     $      152,383                8.1 %            30.3 %


Other expense (income), net increased 8.1% for the year ended December 31, 2021
compared to the year ended December 31, 2020. The increase in net expenses was
primarily driven by the approximately $37.3 million loss on debt extinguishment
associated with the redemption of all of the $500.0 million aggregate principal
amount of the 2027 Senior Notes (the "2027 Senior Notes Redemption") and $21.8
million expense from the redemption of all of the $500.0 million aggregate
principal amount of the 2026 Senior Notes (the "2026 Senior Notes Redemption")
during the year ended December 31, 2021.

The loss on debt extinguishment associated with the 2027 Senior Notes Redemption
included an applicable premium of approximately $33.6 million (as set forth in
the indenture governing the terms of the 2027 Senior Notes) and the write-off of
approximately $3.7 million of unamortized debt issuance costs associated with
the 2027 Senior Notes. The loss on debt extinguishment associated with the 2026
Senior Notes Redemption included an applicable premium of approximately $18.2
million (as set forth in the indenture governing the terms of the 2026 Senior
Notes) and the write-off of approximately $3.6 million of unamortized debt
issuance costs associated with the 2026 Senior Notes.

                                       44

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The increase in net expenses was partially offset by the absence of the $35.0
million and $10.0 million loss on debt extinguishment associated with the
redemption of all of the outstanding $800.0 million aggregate principal amount
of the 2025 Senior Notes and the redemption of all of the remaining $300.0
million of the 5.250% Senior Notes due 2024 during the year ended December 31,
2020, respectively, and by a one-time gain of $7.0 million related to the gain
resulting from changes in our ownership interest of Burgiss.



Other expense (income), net increased 30.3% for the year ended December 31, 2020
compared to the year ended December 31, 2019. The increase in net expenses was
primarily driven by the $35.0 million and $10.0 million loss on debt
extinguishment associated with the redemption of all of the outstanding $800.0
million aggregate principal amount of the 2025 Senior Notes ("2025 Senior Notes
Redemption") and the redemption of all of the remaining $300.0 million of the
2024 Senior Notes ("2024 Senior Notes Redemption"), respectively.



The loss on debt extinguishment associated with the 2025 Senior Notes Redemption
included an applicable premium of approximately $29.5 million (as defined in the
indenture governing the terms of the 2025 Senior Notes) and the write-off of
approximately $5.5 million of unamortized debt issuance costs. The loss on debt
extinguishment associated with the 2024 Senior Notes Redemption included
a redemption price of approximately $7.9 million (as set forth in the indenture
governing the terms of the 2024 Senior Notes) and the write-off of approximately
$2.1 million of unamortized debt issuance costs.



In addition, the increase in net expenses reflects higher interest expense
associated with the higher outstanding debt and lower interest income due to
lower rates earned on cash balances, offset by the absence of the $16.8 million
loss on extinguishment associated with the partial pre-maturity redemption of
the 2024 Senior Notes recognized during the year ended December 31, 2019.

Income Taxes



The following table shows our income tax provision and effective tax rate for
the years indicated:

                                                    Years Ended                                      % Change
                                 December 31,       December 31,       December 31,       December 31,      December 31,
                                     2021                2020               2019          2021 to 2020      2020 to 2019
                                                   (in thousands)
Provision for income taxes      $      132,153     $       84,403     $       39,670               56.6 %           112.8 %
ETR                                       15.4 %             12.3 %              6.6 %             25.2 %            87.1 %




The effective tax rate of 15.4% for the year ended December 31, 2021, reflects
the impact of certain favorable discrete items totaling $28.3 million, in
relation to pretax income, primarily related to $22.7 million of excess tax
benefits recognized on share-based compensation vested during the period, a $5.1
million benefit related to prior year settlements, a $2.3 million benefit
related to the revaluation of deferred taxes as a result of the enactment of an
increase in the UK corporate tax rate and a $2.0 million benefit related to the
filing of prior year refund claims, partially offset by a $3.8 million expense
related to other prior year items. In addition, the effective tax rate was
impacted by the level of earnings.

The effective tax rate of 12.3% for the year ended December 31, 2020, reflects
the impact of certain discrete items totaling $47.9 million. These discrete
items primarily relate to $22.2 million of excess tax benefits recognized on the
vesting of equity awards during the period and $20.8 million released during the
year related to the favorable impact on prior years from final regulations
clarifying certain provisions of the Tax Cuts and Jobs Act that was enacted on
December 22, 2017 ("Tax Reform"). Also included in the discrete items is a $6.3
million benefit related to the revaluation of the cost of deemed repatriation of
foreign earnings.

The effective tax rate of 6.6% for the year ended December 31, 2019, reflects
the impact of certain favorable discrete items totaling $85.7 million. These
discrete items primarily relate to $66.6 million of excess tax benefits
recognized upon vesting of the 2016 Multi-Year PSUs and $16.1 million of excess
tax benefits on other share-based compensation recognized during the period. In
addition, the effective tax rate was impacted by a beneficial geographic mix of
earnings.

                                       45

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Net Income

The following table shows our net income for the years indicated:





                                                  Years Ended                                      % Change
                               December 31,       December 31,       December 31,       December 31,      December 31,
                                   2021                2020               2019          2021 to 2020      2020 to 2019
                                                 (in thousands)
Net income                    $      725,983     $      601,822     $      563,648               20.6 %             6.8 %



As a result of the factors described above, net income increased 20.6% for the year ended December 31, 2021 compared to the year ended December 31, 2020.

As a result of the factors described above, net income increased 6.8% for the year ended December 31, 2020 compared to the year ended December 31, 2019.

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                                       % Change
                                 December 31,       December 31,       December 31,       December 31,        December 31,
                                     2021                2020               2019          2021 to 2020        2020 to 2019
                                                   (in thousands)
Weighted average shares
outstanding:
Basic                                   82,508             83,716             84,644               (1.4 %)             (1.1 %)
Diluted                                 83,479             84,517             85,536               (1.2 %)             (1.2 %)

Common shares outstanding               82,439             82,573             84,795               (0.2 %)             (2.6 %)


The decrease in weighted average shares and common shares outstanding primarily
reflects the impact of share repurchases made pursuant to the stock repurchase
program.

Adjusted EBITDA

The following table presents the calculation of the non-GAAP Adjusted EBITDA measure for the years indicated:





                                                    Years Ended                                      % Change
                                 December 31,       December 31,       December 31,       December 31,       December 31,
                                     2021                2020               2019          2021 to 2020       2020 to 2019
                                                   (in thousands)
Operating revenues:             $    2,043,544     $    1,695,390     $    1,557,796               20.5 %              8.8 %
Adjusted EBITDA expenses               846,754            723,880            707,297               17.0 %              2.3 %
Adjusted EBITDA                 $    1,196,790     $      971,510     $      850,499               23.2 %             14.2 %
Adjusted EBITDA margin %                  58.6 %             57.3 %             54.6 %
Operating margin %                        52.5 %             52.2 %             48.5 %



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.


                                       46

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Reconciliation of Adjusted EBITDA to Net Income and Adjusted EBITDA Expenses to Operating Expenses



The following table presents the reconciliation of Adjusted EBITDA to net income
for the years indicated:



                                                       Years Ended                                       % Change
                                    December 31,       December 31,       December 31,       December 31,        December 31,
                                        2021               2020               2019           2021 to 2020        2020 to 2019
                                                      (in thousands)
Index Adjusted EBITDA              $      951,312     $      766,493     $      670,188               24.1 %              14.4 %
Analytics Adjusted EBITDA                 198,799            172,924            152,113               15.0 %              13.7 %
ESG and Climate Adjusted EBITDA            29,748             22,851             21,813               30.2 %               4.8 %
All Other - Private Assets
Adjusted EBITDA                            16,931              9,242              6,385               83.2 %              44.7 %
Consolidated Adjusted EBITDA            1,196,790            971,510            850,499               23.2 %              14.2 %
Amortization of intangible
assets                                     80,592             56,941             49,410               41.5 %              15.2 %
Depreciation and amortization of
property, equipment and
leasehold
  improvements                             28,901             29,805             29,999               (3.0 %)             (0.6 %)
Impairment related to sublease
of leased property                          7,702                  -                  -                n/a                 n/a
Acquisition-related integration
and
 transaction costs (1)                      6,870                  -                  -                n/a                 n/a
2016 Multi-Year PSUs grant
payroll tax expense                             -                  -             15,389                n/a              (100.0 %)
Operating income                        1,072,725            884,764            755,701               21.2 %              17.1 %
Other expense (income), net               214,589            198,539            152,383                8.1 %              30.3 %
Provision for income taxes                132,153             84,403             39,670               56.6 %             112.8 %
Net income                         $      725,983     $      601,822     $      563,648               20.6 %               6.8 %



(1) Incremental and non-recurring costs attributable to acquisitions directly

related to the execution of the transaction and integration of the acquired

business that have occurred no later than 12 months after the close of the


     transaction.



The following table presents the reconciliation of Adjusted EBITDA expenses to operating expenses for the years indicated:





                                                       Years Ended                                       % Change
                                    December 31,       December 31,       December 31,       December 31,        December 31,
                                        2021               2020               2019           2021 to 2020        2020 to 2019
                                                      (in thousands)

Index Adjusted EBITDA expenses $ 300,452 $ 250,002 $

     250,749               20.2 %              (0.3 %)
Analytics Adjusted EBITDA
expenses                                  345,500            340,884            344,812                1.4 %              (1.1 %)
ESG and Climate Adjusted EBITDA
expenses                                  136,444             88,513             68,846               54.2 %              28.6 %
All Other - Private Assets
Adjusted EBITDA expenses                   64,358             44,481             42,890               44.7 %               3.7 %
Consolidated Adjusted EBITDA
expenses                                  846,754            723,880            707,297               17.0 %               2.3 %
Amortization of intangible
assets                                     80,592             56,941             49,410               41.5 %              15.2 %
Depreciation and amortization of
property, equipment and
leasehold
  improvements                             28,901             29,805             29,999               (3.0 %)             (0.6 %)
Impairment related to sublease
of leased property                          7,702                  -                  -                n/a                 n/a
Acquisition-related integration
and
 transaction costs (1)                      6,870                  -                  -                n/a                 n/a
2016 Multi-Year PSUs grant
payroll tax expense                             -                  -             15,389                n/a              (100.0 %)
Total operating expenses           $      970,819     $      810,626     $      802,095               19.8 %               1.1 %



(1) Incremental and non-recurring costs attributable to acquisitions directly

related to the execution of the transaction and integration of the acquired


     business that have occurred no later than 12 months after the close of the
     transaction.




Segment Results

The results for each of our four reportable segments for the years ended December 31, 2021, 2020 and 2019 are presented below:


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Index Segment



The following table presents the results for the Index segment for the years
indicated:



                                                    Years Ended                                      % Change
                                 December 31,       December 31,       December 31,       December 31,       December 31,
                                     2021               2020               2019           2021 to 2020       2020 to 2019
                                                   (in thousands)
Operating revenues:
Recurring subscriptions         $      650,629     $      580,393     $      530,968               12.1 %              9.3 %
Asset-based fees                       553,991            399,771            361,927               38.6 %             10.5 %
Non-recurring                           47,144             36,331             28,042               29.8 %             29.6 %
Operating revenues total             1,251,764          1,016,495            920,937               23.1 %             10.4 %
Adjusted EBITDA expenses               300,452            250,002            250,749               20.2 %             (0.3 %)
Adjusted EBITDA                 $      951,312     $      766,493     $      670,188               24.1 %             14.4 %
Adjusted EBITDA margin %                  76.0 %             75.4 %             72.8 %




Index operating revenues increased 23.1% for the year ended December 31, 2021
compared to the year ended December 31, 2020, primarily driven by growth from
asset-based fees and recurring subscriptions. Revenues from recurring
subscriptions increased 12.1%, primarily driven by growth from market
cap-weighted index products and factor, ESG and climate index products. The
impact of foreign currency exchange rate fluctuations on Index operating
revenues was negligible.

Operating revenues from asset-based fees increased 38.6% for the year ended
December 31, 2021 compared to the year ended December 31, 2020, driven by growth
in operating revenues from all index-linked investment product categories.
Operating revenues from ETFs linked to MSCI equity indexes increased by 41.9%,
primarily driven by an increase in average AUM, partially offset by a decrease
in average basis point fees. The increase in asset-based fees operating revenues
was also driven by revenues from non-ETF indexed funds linked to MSCI indexes
which increased by 39.4%, primarily driven by an increase in average AUM.

Non-recurring operating revenues increased 29.8% for the year ended December 31,
2021 compared to the year ended December 31, 2020, primarily driven by client
license and usage fees related to prior periods, as well as licenses to
derivatives products.

Index segment Adjusted EBITDA expenses increased 20.2% for the year ended December 31, 2021 compared to the year ended December 31, 2020, reflecting higher compensation expenses to support growth across all expense activity categories. Adjusting for the impact of foreign currency exchange rate fluctuations, Index segment Adjusted EBITDA expenses would have increased 18.3%.





Index operating revenues increased 10.4% for the year ended December 31, 2020
compared to the year ended December 31, 2019. Revenues from recurring
subscriptions were up 9.3%. The increase was primarily driven by growth in
market cap-weighted index products, strong growth in factor, ESG and climate and
in custom index products. The impact of foreign currency exchange rate
fluctuations on revenues from recurring subscriptions was negligible.

Operating revenues from asset-based fees increased 10.5% for the year ended
December 31, 2020 compared to the year ended December 31, 2019. The increase in
asset-based fees was driven by growth in revenues from all of our indexed
investment product categories, including an increase in revenues from exchange
traded futures and options contracts linked to MSCI indexes that were primarily
driven by price increases. The increase in revenues from asset-based fees was
also driven by higher revenues from non-ETF indexed funds linked to MSCI
indexes, which was driven by price increases and an increase in average AUM.
Revenues from ETFs linked to MSCI indexes also increased, driven by an 8.9%
increase in average AUM in equity ETFs linked to MSCI indexes, partially offset
by a change in fee levels of certain products as well as change in product mix.
The impact of foreign currency exchange rate fluctuations on operating revenues
from asset-based fees was negligible.

Index segment Adjusted EBITDA expenses decreased 0.3% for the year ended December 31, 2020 compared to the year ended December 31, 2019, reflecting lower expenses across selling and marketing expense activity category, partially offset by higher expenses across the G&A, cost of revenues and R&D expense activity categories.


                                       48

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Adjusting for the impact of foreign currency exchange rate fluctuations, Index segment Adjusted EBITDA expenses would have increased 0.2%.

Analytics Segment



The following table presents the results for the Analytics segment for the years
indicated:



                                                    Years Ended                                      % Change
                                 December 31,       December 31,       December 31,       December 31,      December 31,
                                     2021               2020               2019           2021 to 2020      2020 to 2019
                                                   (in thousands)
Operating revenues:
Recurring subscriptions         $      533,178     $      506,301     $      486,282                5.3 %             4.1 %
Non-recurring                           11,121              7,507             10,643               48.1 %           (29.5 %)
Operating revenues total               544,299            513,808            496,925                5.9 %             3.4 %
Adjusted EBITDA expenses               345,500            340,884            344,812                1.4 %            (1.1 %)
Adjusted EBITDA                 $      198,799     $      172,924     $      152,113               15.0 %            13.7 %
Adjusted EBITDA margin %                  36.5 %             33.7 %             30.6 %




Analytics operating revenues increased 5.9% for the year ended December 31, 2021
compared to the year ended December 31, 2020, primarily driven by growth from
recurring subscriptions related to Multi-Asset Class and Equity Analytics
products. The impact of foreign currency exchange rate fluctuations on Analytics
operating revenues was negligible.



Analytics segment Adjusted EBITDA expenses increased 1.4% for the year ended
December 31, 2021 compared to the year ended December 31, 2020, reflecting
higher compensation expenses primarily driven by the impact of foreign currency
exchange rate fluctuations on compensation expenses and higher market data
costs, partially offset by lower R&D expenses. Adjusting for the impact of
foreign currency exchange rate fluctuations, Analytics segment Adjusted EBITDA
expenses would have increased 0.1%.



Analytics operating revenues increased 3.4% for the year ended December 31, 2020
compared to the year ended December 31, 2019, primarily driven by growth in
Multi-Asset Class Analytics products. Adjusting for the impact of foreign
currency exchange rate fluctuations, Analytics operating revenues would have
increased 3.3%.



Analytics segment Adjusted EBITDA expenses decreased 1.1% for the year ended
December 31, 2020 compared to the year ended December 31, 2019, primarily driven
by lower expenses across the cost of revenues and R&D expense activity
categories, partially offset by higher expenses across the selling and marketing
and G&A expense activity categories. Adjusting for the impact of foreign
currency exchange rate fluctuations, Analytics segment Adjusted EBITDA expenses
would have decreased 0.4%.

ESG and Climate Segment

The following table presents the results for the ESG and Climate segment for the
years indicated:



                                                    Years Ended                                      % Change
                                 December 31,       December 31,       December 31,      December 31,       December 31,
                                     2021               2020               2019          2021 to 2020       2020 to 2019
                                                   (in thousands)
Operating revenues:
Recurring subscriptions         $      162,609     $      109,945     $       89,563              47.9 %             22.8 %
Non-recurring                            3,583              1,419              1,096             152.5 %             29.5 %
Operating revenues total               166,192            111,364             90,659              49.2 %             22.8 %
Adjusted EBITDA expenses               136,444             88,513             68,846              54.2 %             28.6 %
Adjusted EBITDA                 $       29,748     $       22,851     $       21,813              30.2 %              4.8 %
Adjusted EBITDA margin %                  17.9 %             20.5 %             24.1 %



ESG and Climate operating revenues increased 49.2% for the year ended December 31, 2021 compared to the year ended December 31, 2020, primarily driven by growth from recurring subscriptions related to Ratings, Climate


                                       49

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and Screening products. Adjusting for the impact of foreign currency exchange rate fluctuations, ESG and Climate operating revenues would have increased 43.4%.





ESG and Climate segment Adjusted EBITDA expenses increased 54.2% for the year
ended December 31, 2021 compared to the year ended December 31, 2020, reflecting
higher compensation expenses to support growth, reflected across all expense
activity categories. Adjusting for the impact of foreign currency exchange rate
fluctuations, ESG and Climate segment Adjusted EBITDA expenses would have
increased 51.8%.



ESG and Climate operating revenues increased 22.8% for the year ended December
31, 2020 compared to the year ended December 31, 2019, primarily driven by
strong growth from recurring subscriptions related to Ratings, Climate, and
Screening products. Adjusting for the impact of foreign currency exchange rate
fluctuations, ESG and Climate operating revenues would have increased 22.3%.



ESG and Climate segment Adjusted EBITDA expenses increased 28.6% for the year
ended December 31, 2020 compared to the year ended December 31, 2019, reflecting
higher compensation expenses to support growth, reflected across all expense
activity categories. Adjusting for the impact of foreign currency exchange rate
fluctuations, ESG and Climate segment Adjusted EBITDA expenses would have
increased 28.4%.

All Other - Private Assets Segment

The following table presents the results for the All Other - Private Assets segment for the years indicated:





                                                    Years Ended                                      % Change
                                 December 31,       December 31,       December 31,      December 31,        December 31,
                                     2021               2020               2019          2021 to 2020        2020 to 2019
                                                   (in thousands)
Operating revenues:
Recurring subscriptions         $       79,624     $       51,536     $       47,227              54.5 %               9.1 %
Non-recurring                            1,665              2,187              2,048             (23.9 %)              6.8 %
Operating revenues total                81,289             53,723             49,275              51.3 %               9.0 %
Adjusted EBITDA expenses                64,358             44,481             42,890              44.7 %               3.7 %
Adjusted EBITDA                 $       16,931     $        9,242     $        6,385              83.2 %              44.7 %
Adjusted EBITDA margin %                  20.8 %             17.2 %             13.0 %




All Other - Private Assets operating revenues increased 51.3% for the year ended
December 31, 2021 compared to the year ended December 31, 2020, primarily driven
by revenues attributable to the acquisition of RCA included as of September 13,
2021 (the date we completed the acquisition). Excluding the acquisition of RCA,
the increase in operating revenues was primarily driven by growth from recurring
subscriptions related to both Enterprise Analytics and Global Intel products and
benefits from foreign currency exchange rate fluctuations. Adjusting for both
the impact of acquisitions and foreign currency exchange rate fluctuations, All
Other - Private Assets operating revenues would have increased 4.0%. All Other -
Private Assets operating revenues would have increased 10.0% when excluding the
impact of acquisitions and increased 45.3% when excluding the impact of foreign
currency exchange rate fluctuations.

All Other - Private Assets segment Adjusted EBITDA expenses increased 44.7% for
the year ended December 31, 2021 compared to the year ended December 31, 2020,
primarily driven by the acquisition of RCA. All Other - Private Assets segment
Adjusted EBITDA expenses would have decreased 0.2% when excluding the impact of
acquisitions and increased 41.9% when excluding the impact of foreign currency
exchange rate fluctuations.



All Other - Private Assets operating revenues increased 9.0% for the year ended
December 31, 2020 compared to the year ended December 31, 2019, primarily driven
by growth from recurring subscriptions related to both Enterprise Analytics and
Global Intel products. Adjusting for the impact of foreign currency exchange
rate fluctuations, All Other - Private Assets operating revenues would have
increased 9.2%.

All Other - Private Assets segment Adjusted EBITDA expenses increased 3.7% for
the year ended December 31, 2020 compared to the year ended December 31, 2019,
primarily driven by higher expenses across the R&D and selling and marketing
expense activity categories, partially offset by lower expenses across the cost
of revenues and

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G&A expense activity categories. Adjusting for the impact of foreign currency
exchange rate fluctuations, All Other - Private Assets segment Adjusted EBITDA
expenses would have increased 4.8%.



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                                         % Change
                                 December 31,       December 31,       December 31,      December 31,       December 31,
                                     2021               2020              

2019 2021 to 2020 2020 to 2019


                                                   (in thousands)

Index:

Recurring subscriptions $ 694,591 $ 618,391 $


 559,257              12.3 %             10.6 %
Asset-based fees                       589,320            464,108            396,140              27.0 %             17.2 %
Index total                          1,283,911          1,082,499            955,397              18.6 %             13.3 %
Analytics                              585,223            555,145            526,845               5.4 %              5.4 %
ESG and Climate                        199,597            138,317            101,423              44.3 %             36.4 %
All Other - Private Assets             135,150             56,499             50,824             139.2 %             11.2 %
Total Run Rate                  $    2,203,881     $    1,832,460     $    1,634,489              20.3 %             12.1 %

Recurring subscriptions total   $    1,614,561     $    1,368,352     $    1,238,349              18.0 %             10.5 %
Asset-based fees                       589,320            464,108            396,140              27.0 %             17.2 %
Total Run Rate                  $    2,203,881     $    1,832,460     $    1,634,489              20.3 %             12.1 %



December 31, 2021 Compared to December 31, 2020

Total Run Rate increased 20.3%, driven by an 18.0% increase from recurring subscriptions and 27.0% increase from asset-based fees. Adjusting for the impact of acquisitions or foreign currency exchange rate fluctuations, recurring subscriptions Run Rate would have increased 12.4% and 19.0%, respectively.

Run Rate from Index asset-based fees increased 27.0%, primarily driven by higher
AUM in ETFs and non-ETF indexed funds linked to MSCI indexes, partially offset
by a 0.13 average basis point fee decrease in ETFs.

Run Rate from Index recurring subscriptions increased 12.3%, primarily driven by
growth from market cap-weighted index products and strong growth from factor,
ESG and climate index products and reflected growth across all regions and
client segments.

Run Rate from Analytics products increased 5.4%, primarily driven by growth in
both Multi-Asset Class and Equity Analytics products. Adjusting for the impact
of foreign currency exchange rate fluctuations, Analytics Run Rate would have
increased 6.8%.

Run Rate from ESG and Climate products increased 44.3%, driven by growth in all
products, primarily driven by growth in Ratings, Climate and Screening products.
Adjusting for the impact of foreign currency, ESG and Climate Run Rate would
have increased 47.1%.

Run Rate from All Other - Private Assets increased 139.2%, primarily driven by
the acquisition of RCA and growth in the Global Intel products. Adjusting for
both the impact of acquisitions and foreign currency exchange rate fluctuations,
All Other - Private Assets Run Rate would have increased 7.6%. Adjusting for the
impact of acquisitions or foreign currency exchange rate fluctuations, All Other
- Private Assets Run Rate would have increased 4.7% and 143.5%, respectively.



December 31, 2020 Compared to December 31, 2019

Total Run Rate grew 12.1%. Recurring subscription Run Rate grew 10.5%. Adjusting for the impact of foreign currency exchange rate fluctuations, recurring subscriptions Run Rate would have increased 9.4%.


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Run Rate from asset-based fees increased 17.2%, driven by higher AUM in equity
ETFs linked to MSCI indexes, higher prices in futures and options and higher
prices in non-ETF indexed funds linked to MSCI indexes. Partially offsetting the
impact of the increase in AUM in equity ETFs linked to MSCI indexes was a change
in fee levels of certain products as well as change in product mix, which was
the primary driver of a decline in average basis point fees to 2.67 at
December 31, 2020 from 2.82 at December 31, 2019. As of December 31, 2020, the
value of AUM in equity ETFs linked to MSCI indexes was $1,103.6 billion, up
$169.2 billion, or 18.1%, from $934.4 billion as of December 31, 2019. The
increase of $169.2 billion consisted of market appreciation of $93.6 billion and
net inflows of $75.6 billion.

Index recurring subscription Run Rate grew 10.6%, primarily driven by strong growth in market cap-weighted index products, custom and specialized index products and factor and ESG and climate index products.

Run Rate from Analytics products increased 5.4%, driven by growth in both Multi-Asset Class and Equity Analytics products. Adjusting for the impact of foreign currency exchange rate fluctuations, Analytics Run Rate would have increased 4.0%.

Run Rate from ESG and Climate products increased 36.4%, primarily driven by strong growth in Ratings and Climate products. Adjusting for the impact of foreign currency exchange rate fluctuations, ESG and Climate Run Rate would have increased 32.6%.

Run Rate from All Other - Private Assets increased 11.2%, primarily driven by
growth in both Enterprise Analytics and Global Intel products. Adjusting for the
impact of foreign currency exchange rate fluctuations, All Other - Private
Assets Run Rate would have increased 6.6%.



Sales



Sales represents the annualized value of products and services clients commit to
purchase from MSCI and will result in additional operating revenues.
Non-recurring sales represent the actual value of the customer agreements
entered into during the period and are not a component of Run Rate. New
recurring subscription sales represent additional selling activities, such as
new customer agreements, additions to existing agreements or increases in price
that occurred during the period and are additions to Run Rate. Subscription
cancellations reflect client activities during the period, such as discontinuing
products and services and/or reductions in price, resulting in reductions to Run
Rate. Net new recurring subscription sales represent the amount of new recurring
subscription sales net of subscription cancellations during the period, which
reflects the net impact to Run Rate during the period.

Total gross sales represent the sum of new recurring subscription sales and non-recurring sales. Total net sales represent the total gross sales net of the impact from subscription cancellations.


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The following table presents our recurring subscription sales, cancellations and non-recurring sales by reportable segment for the years indicated:





                                                   Years Ended                                      % Change
                                December 31,       December 31,       December 31,      December 31,       December 31,
                                    2021               2020               2019          2021 to 2020       2020 to 2019
                                                  (in thousands)
New recurring subscription
sales
Index                          $       99,686     $       85,411     $       78,325              16.7 %              9.0 %
Analytics                              71,656             61,538             66,992              16.4 %             (8.1 %)
ESG and Climate                        69,964             40,786             24,877              71.5 %             64.0 %
All Other - Private Assets             14,142              6,121              7,675             131.0 %            (20.2 %)
New recurring subscription
sales total                           255,448            193,856            177,869              31.8 %              9.0 %
Subscription cancellations
Index                                 (24,399 )          (27,398 )          (21,767 )           (10.9 %)            25.9 %
Analytics                             (34,291 )          (40,003 )          (31,623 )           (14.3 %)            26.5 %
ESG and Climate                        (4,811 )           (5,593 )           (3,928 )           (14.0 %)            42.4 %
All Other - Private Assets             (6,737 )           (2,787 )           (2,540 )           141.7 %              9.7 %
Subscription cancellations
total                                 (70,238 )          (75,781 )          (59,858 )            (7.3 %)            26.6 %
Net new recurring
subscription sales
Index                                  75,287             58,013             56,558              29.8 %              2.6 %
Analytics                              37,365             21,535             35,369              73.5 %            (39.1 %)
ESG and Climate                        65,153             35,193             20,949              85.1 %             68.0 %
All Other - Private Assets              7,405              3,334              5,135             122.1 %            (35.1 %)
Net new recurring
subscription sales total              185,210            118,075            118,011              56.9 %              0.1 %
Non-recurring sales
Index                                  54,030             41,463             30,262              30.3 %             37.0 %
Analytics                              12,407             10,996             15,947              12.8 %            (31.0 %)
ESG and Climate                         4,135              1,134              1,587             264.6 %            (28.5 %)
All Other - Private Assets              1,694              1,442              1,303              17.5 %             10.7 %
Non-recurring sales total              72,266             55,035             49,099              31.3 %             12.1 %
Gross sales
Index                          $      153,716     $      126,874     $      108,587              21.2 %             16.8 %
Analytics                              84,063             72,534             82,939              15.9 %            (12.5 %)
ESG and Climate                        74,099             41,920             26,464              76.8 %             58.4 %
All Other - Private Assets             15,836              7,563              8,978             109.4 %            (15.8 %)
Total gross sales              $      327,714     $      248,891     $      226,968              31.7 %              9.7 %
Net sales
Index                          $      129,317     $       99,476     $       86,820              30.0 %             14.6 %
Analytics                              49,772             32,531             51,316              53.0 %            (36.6 %)
ESG and Climate                        69,288             36,327             22,536              90.7 %             61.2 %
All Other - Private Assets              9,099              4,776              6,438              90.5 %            (25.8 %)
Total net sales                $      257,476     $      173,110     $      167,110              48.7 %              3.6 %




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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:





                                                                                            All Other -
                                                                                              Private
                                        Index         Analytics        ESG and Climate        Assets            Total
2021
Three Months Ended March 31,            96.6%           95.8%               97.0%              95.1%            96.3%
Three Months Ended June 30,             95.6%           92.7%               96.4%              93.7%            94.4%
Three Months Ended September 30,        96.0%           93.4%               96.1%              91.0%      (1)   94.5%
Three Months Ended December 31,         96.0%           93.4%               96.6%              88.1%      (1)   94.4%
Year Ended December 31,                 96.1%           93.8%               96.5%              90.5%      (1)   94.7%

2020


Three Months Ended March 31,            96.3%           93.7%               94.1%              95.7%            95.0%
Three Months Ended June 30,             94.7%           92.0%               93.1%              96.2%            93.5%
Three Months Ended September 30,        95.0%           93.8%               95.2%              94.8%            94.5%
Three Months Ended December 31,         94.4%           90.1%               95.6%              91.4%            92.6%
Year Ended December 31,                 95.1%           92.4%               94.5%              94.5%            93.9%
2019
Three Months Ended March 31,            96.5%           93.7%               96.0%              95.7%            95.2%
Three Months Ended June 30,             97.1%           94.2%               94.2%              93.4%            95.5%
Three Months Ended September 30,        96.0%           93.6%               96.6%              97.1%            95.0%
Three Months Ended December 31,         93.0%           92.8%               93.4%              91.5%            92.9%
Year Ended December 31,                 95.7%           93.6%               95.1%              94.4%            94.7%



(1) Includes RCA's Run Rate commencing as of the acquisition date of September

13, 2021. Retention rate for All Other - Private Assets excluding the impact

of RCA was 93.7%, 87.0% and 92.4% for the three months ended September 30,

2021, three months ended December 31, 2021 and year ended December 31, 2021,


     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 2021, we recorded cancellations of $20.3
million. To derive the Retention Rate for the fourth quarter, we annualized the
actual cancellations during the quarter of $20.3 million to derive $81.4 million
of annualized cancellations. This $81.4 million was then divided by the $1,444.2
million subscription Run Rate at the beginning of the year, which included RCA's
Run Rate as of the date of acquisition, to derive a cancellation rate of 5.6%.
The 5.6% was then subtracted from 100.0% to derive a Retention Rate of 94.4% 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 cancel. In the Analytics
and the ESG and Climate operating segments, substantially all product or service
switches are treated as replacement products or services and netted in this
manner, while in our Index and Real Estate operating segments, product or
service switches that are treated as replacement products or services and
receive netting treatment occur

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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, 2021, 29.0% 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.



Liquidity and Capital Resources



We require capital to fund ongoing operations, internal growth initiatives and
acquisitions. Our primary sources of liquidity are cash flows generated from our
operations, existing cash and cash equivalents and credit capacity under our
existing credit facility. In addition, we believe we have access to additional
funding in the public and private markets. We intend to use these sources of
liquidity to, among other things, service our existing and future debt
obligations, fund our working capital requirements for capital expenditures,
investments, acquisitions and dividend payments, and make repurchases of our
common stock. In connection with our business strategy, we regularly evaluate
acquisition and strategic partnership opportunities. We believe our liquidity,
along with other financing alternatives, will provide the necessary capital to
fund these transactions and achieve our planned growth.

Senior Notes and Credit Agreement



We have an aggregate of $4,200.0 million in senior unsecured notes
(collectively, the "Senior Notes") outstanding and a $500.0 million undrawn
Revolving Credit Agreement with a syndicate of banks as of December 31, 2021.
See Note 6, "Commitments and Contingencies," of the Notes to Consolidated
Financial Statements included herein for additional information on the Senior
Notes and Revolving Credit Agreement.

The Senior Notes and the Revolving Credit Agreement are fully and
unconditionally, and jointly and severally, guaranteed by our direct or indirect
wholly owned domestic subsidiaries that account for more than 5% of our and our
subsidiaries' consolidated assets, other than certain excluded subsidiaries (the
"subsidiary guarantors"). Amounts due under the Revolving Credit Agreement are
our and the subsidiary guarantors' senior unsecured obligations and rank equally
with the Senior Notes and any of our other unsecured, unsubordinated debt,
senior to any of our subordinated debt and effectively subordinated to our
secured debt to the extent of the assets securing such debt.

The indentures governing our Senior Notes (the "Indentures") among us, each of
the subsidiary guarantors, and Wells Fargo Bank, National Association, as
trustee, contain covenants that limit our and certain of our subsidiaries'
ability to, among other things, incur liens, enter into sale/leaseback
transactions and consolidate, merge or sell all or substantially all of our
assets. In addition, the Indentures restrict our non-guarantor subsidiaries'
ability to create, assume, incur or guarantee additional indebtedness without
such non-guarantor subsidiaries guaranteeing the Senior Notes on a pari passu
basis.

The Revolving Credit Agreement contains affirmative and restrictive covenants
that, among other things, limit our ability and/or the ability of our existing
or future subsidiaries to:

• incur liens and further negative pledges;

• incur additional indebtedness or prepay, redeem or repurchase indebtedness;




  • make loans or hold investments;


  • merge, dissolve, liquidate, consolidate with or into another person;


  • enter into acquisition transactions;


  • enter into sale/leaseback transactions;


  • issue disqualified capital stock;


  • sell, transfer or dispose of assets;

• pay dividends or make other distributions in respect of our capital stock


         or engage in stock repurchases, redemptions and other restricted
         payments;


  • create new subsidiaries;


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  • permit certain restrictions affecting our subsidiaries;

• change the nature of our business, accounting policies or fiscal periods;

• enter into any transactions with affiliates other than on an arm's-length

basis; and

• amend our organizational documents or amend, modify or change the terms

of certain agreements relating to our indebtedness.




The Revolving 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 Revolving Credit Agreement,
invalidity or impairment of loan documentation, change of control and customary
ERISA defaults in addition to the foregoing. None of the restrictions above are
expected to impact our ability to effectively operate the business.

The Revolving 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 Revolving Credit Agreement: (1) the maximum Consolidated Leverage Ratio (as
defined in the Revolving Credit Agreement) measured quarterly on a rolling
four-quarter basis shall not exceed 4.25:1.00 (or 4.50:1.00 for two fiscal
quarters following a material acquisition) and (2) the minimum Consolidated
Interest Coverage Ratio (as defined in the Revolving Credit Agreement) measured
quarterly on a rolling four-quarter basis shall be at least 4.00:1.00. As of
December 31, 2021, our Consolidated Leverage Ratio was 3.28:1.00 and our
Consolidated Interest Coverage Ratio was 8.27:1.00. As of December 31, 2021,
there were no amounts drawn and outstanding under the Revolving Credit
Agreement.

Our non-guarantor subsidiaries under the Senior Notes consist of: (i) domestic
subsidiaries of the Company that account for 5% or less of consolidated assets
of the Company and its subsidiaries and (ii) any foreign or domestic subsidiary
of the Company that is deemed to be a controlled foreign corporation within the
meaning of Section 957 of the Internal Revenue Code of 1986, as amended. Our
non-guarantor subsidiaries as of December 31, 2021, accounted for approximately
$1,258.4 million, or 61.6%, of our total revenue for the 12 months ended
December 31, 2021, approximately $452.2 million, or 42.2%, of our consolidated
operating income for the 12 months ended December 31, 2021, and approximately
$2,334.9 million, or 42.4%, of our consolidated total assets (excluding
intercompany assets) and $1,004.6 million, or 17.7%, of our consolidated total
liabilities, in each case as of December 31, 2021.

Share Repurchases



Our Board of Directors has 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 10, 2022, a total of $955.1 million remained available on the share repurchase authorization. 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 24, 2022, the Board of Directors declared a quarterly dividend of
$1.04 per share of common stock to be paid on February 28, 2022 to shareholders
of record as of the close of trading on February 18, 2022.

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Cash Flows



The following table presents the Company's cash and cash equivalents as of the
dates indicated:



                                                   As of
                             December 31,       December 31,       December 31,
                                 2021               2020               2019
                                               (in thousands)
Cash and cash equivalents   $    1,421,449     $    1,300,521     $    1,506,567






The following table presents the breakdown of the Company's cash flows for the
periods indicated:



                                                  Years Ended                                     % Change
                              December 31,       December 31,       December 31,      December 31,       December 31,
                                  2021               2020               2019          2021 to 2020       2020 to 2019
                                                (in thousands)
Net cash provided by
operating activities          $     936,069     $      811,109     $      709,523              15.4 %             14.3 %
Net cash used in investing
activities                       (1,035,713 )         (241,791 )          (71,937 )              nm             (236.1 %)
Net cash provided by (used
in) financing activities            229,505           (779,038 )          (36,667 )           129.5 %               nm
Effect of exchange rate
changes                              (8,933 )            3,674              1,472                nm              149.6 %
Net increase (decrease) in
cash                          $     120,928     $     (206,046 )   $      602,391             158.7 %           (134.2 %)




nm: not meaningful

Cash and Cash Equivalents

We typically seek to maintain minimum cash balances globally of approximately
$200.0 million to $250.0 million for general operating purposes. As of
December 31, 2021 and 2020, $542.2 million and $423.4 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 increase for the year ended December 31, 2021 compared to the year ended December 31, 2020 was primarily driven by higher cash collections from customers, partially offset by higher payments for income taxes and cash expenses.



Our primary uses of cash from operating activities are for the payment of cash
compensation expenses, interest expenses, income taxes, technology costs, 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 for the year ended December 31, 2021 compared to the
year ended December 31, 2020 was primarily driven by the acquisition of RCA,
partially offset by the absence of the $190.8 million equity method investment
in Burgiss.

Cash Flows From Financing Activities



The year-over-year change for the year ended December 31, 2021 compared to the
year ended December 31, 2020 was primarily driven by the impact of lower share
repurchases and higher proceeds from the senior notes offerings made during the
year ended December 31, 2021.

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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 the debt and 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, 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, 2021:



                                                                     Years Ending December 31,
(in thousands)                      Total          2022          2023          2024          2025          2026        Thereafter
Senior Notes (1)                   5,660,948       155,875       155,875       155,875       155,875       155,875       4,881,573
Operating leases                     198,325        28,271        29,427        23,924        22,717        20,447          73,539
Vendor obligations                   201,628        72,818        43,196        35,137        18,796        17,134          14,547
Other obligations (2)                 19,392             -         1,465         7,968         9,959             -               -

Total contractual obligations $ 6,080,293 $ 256,964 $ 229,963

 $ 222,904     $ 207,347     $ 193,456     $ 4,969,659

(1) Includes the impact of payments for the principal amount on the 2029 Senior

Notes, the 2030 Senior Notes, the 3.875% Senior Notes due 2031, the 3.625%

Senior Notes due 2031 and the 2033 Senior Notes plus interest based on the

4.000%, 3.625%, 3.875%, 3.625% and 3.250% coupon interest rates,

respectively.

(2) 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 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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