The following discussion and analysis of the financial condition and results of
our operations for the year ended December 31, 2019 should be read in
conjunction with the consolidated financial statements and related notes
included elsewhere in this Annual Report on Form 10-K. The discussion
summarizing the significant factors affecting the results of operations and
financial condition of MSCI for the year ended December 31, 2018 can be found in
Part II, "Item 7. Management's Discussion and Analysis of Financial Condition
and Results of Operations" of our Annual Report on Form 10-K for the year ended
December 31, 2018 (the "2018 Annual Report"), which was filed with the
Securities and Exchange Commission on February 22, 2019.

Overview





We are a leading provider of critical decision support tools and services for
the global investment community. Leveraging our knowledge of the global
investment process and our expertise in research, data and technology, our
actionable solutions power better investment decisions by enabling our clients
to understand and analyze key drivers of risk and return and confidently and
efficiently build more effective portfolios.



Investors all over the world use our tools and services to gain insight and
improve transparency throughout their investment processes, including to help
define their investment universe, inform and analyze their asset allocation and
portfolio construction decisions, measure and manage portfolio performance and
risk, conduct performance attribution, implement sustainable and other
investment strategies, design and issue ETFs and other index-enabled financial
products, and facilitate reporting to stakeholders.



Our industry-leading, research-enhanced products and services include indexes;
portfolio construction and risk management analytics; ESG research and ratings;
and real estate benchmarks, return-analytics and market insights. Through our
integrated franchise we provide solutions across our products and services to
support our clients' dynamic and complex needs. We are flexible in the delivery
of our content and capabilities, much of which can be accessed by our clients
through multiple channels and platforms.



We are focused on staying at the forefront of investment trends to address the evolving needs of our clients in a changing industry. In order to most effectively serve our clients, we are committed to driving an integrated solutions-based approach, achieving service excellence, enhancing our differentiated research and content, and delivering flexible, cutting-edge technology and platforms.

Our clients comprise a wide spectrum of the global investment industry and include the following key client types:

• Asset owners (pension funds, endowments, foundations, central banks,

sovereign wealth funds, family offices and insurance companies)

• Asset managers (institutional funds and accounts, mutual funds, hedge

funds, ETFs, insurance products, private banks and real estate investment

trusts)

• Financial intermediaries (banks, broker-dealers, exchanges, custodians,


        trust companies and investment consultants)


  • Wealth managers (including an increasing number of "robo-advisors")




As of December 31, 2019, we had offices in more than 30 cities across more than
20 countries to help serve our diverse client base, with 49.0% of our revenues
coming from clients in the Americas, 36.0% in Europe, the Middle East and Africa
("EMEA") and 15.0% in Asia and Australia.

In evaluating our financial performance, we focus on revenue and profit growth,
including results accounted for under accounting principles generally accepted
in the United States ("GAAP") as well as non-GAAP measures, for the Company as a
whole and by operating segment. In addition, we focus on operating metrics,
including Run Rate, subscription sales and Retention Rate, to manage the
business. Our business is not highly capital intensive and, as such, we expect
to continue to convert a high percentage of our profits into excess cash in the
future. Our growth strategy includes: (a) expanding leadership in
research-enhanced content, (b) strengthening existing and new client
relationships by providing solutions, (c) improving access to our solutions
through cutting-edge technology and platforms, (d) expanding value-added service
offerings and (e) executing strategic relationships and acquisitions with
complementary content and technology companies.

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Key Financial Metrics and Drivers



As discussed in the previous section, we utilize a portfolio of key financial
metrics to manage the Company, including GAAP and non-GAAP measures. As detailed
below, we review revenues by type and by segment, or by major product line. 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 analyze past
performance and to provide insight into our latest reported portfolio of
recurring business.

In the discussion that follows, we provide certain variances excluding the
impact of foreign currency exchange rate fluctuations. Foreign currency exchange
rate fluctuations reflect the difference between the current period results as
reported compared to the current period results recalculated using the foreign
currency exchange rates in effect for the comparable prior period. While
operating revenues adjusted for the impact of foreign currency fluctuations
includes asset-based fees that have been adjusted for the impact of foreign
currency fluctuations, the underlying AUM, which is the primary component of
asset-based fees, is not adjusted for foreign currency fluctuations.
Approximately two-thirds of the AUM are invested in securities denominated in
currencies other than the U.S. dollar, and accordingly, any such impact is
excluded from the disclosed foreign currency-adjusted variances.

Revenues



Our revenues are characterized by type, which broadly reflects the nature of how
they are recognized or earned. Our revenue types are recurring subscription,
asset-based fees and non-recurring revenues. We also group our revenues by
segment and provide the revenue type within each segment.

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 on the AUM linked to our indexes from
independent third-party sources or the most recently reported information
provided by the client. Asset-based fees also include revenues related to
futures and options contracts linked to our indexes, which are primarily based
on trading volumes.

Non-recurring revenues primarily represent fees earned on products and services
where we do not have renewal contracts and primarily include revenues for
providing historical data, certain implementation services and other special
client requests, which are generally recognized at a point in time.

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.



                                       34

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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, 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 groups 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
costs to develop new or improved technology 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 associated with these efforts.

General and Administrative



G&A expenses consist of costs primarily related to finance operations, human
resources, office of the CEO, legal, corporate technology, corporate development
and certain other administrative costs that are not directly attributed, but are
instead allocated, to a product or service.

Amortization of Intangible Assets



Amortization of intangible assets expense relates to definite-lived intangible
assets arising from past acquisitions and internal capitalized software
projects. Intangibles arising from past acquisitions consist of customer
relationships, trademarks and trade names, technology and software, proprietary
processes and data and non-competition agreements. We amortize definite-lived
intangible assets over their estimated useful lives. Definite-lived intangible
assets are tested for impairment when impairment indicators are present, and, if
impaired, written down to fair value based on either discounted cash flows or
appraised values. We have no indefinite-lived intangible assets.

Depreciation and Amortization of Property, Equipment and Leasehold Improvements



This category consists of expenses related to depreciating or amortizing the
cost of furniture and fixtures, computer and related equipment and leasehold
improvements over the estimated useful life of the assets.

Other Expense (Income), Net



This category consists primarily of interest we pay on our outstanding
indebtedness, interest we collect on cash and short-term investments, foreign
currency exchange rate gains and losses as well as other non-operating income
and expense items.

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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 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 the impact related to the vesting of the 2016 Multi-Year PSUs.

Adjusted EBITDA and Adjusted EBITDA expenses are believed to be meaningful
measures of 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 capital spending and acquisitions that do not directly
affect what management considers to be the Company's core 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 operating revenues over time. At
the end of any period, we generally have subscription and investment product
license agreements in place for a large portion of total revenues for the
following 12 months. We measure the fees related to these agreements and refer
to this as "Run Rate." See "-Operating Metrics-Run Rate" below for additional
information on the calculation of this metric.

Subscription Sales

Subscription sales is a key operating metric and is important because new subscription sales increase our Run Rate and ultimately our operating revenues over time. See "-Operating Metrics-Subscription Sales" below for additional information.

Retention Rate



Another key operating metric is Retention Rate which is important because
subscription cancellations decrease our Run Rate and ultimately our operating
revenues over time. See "-Operating Metrics-Retention Rate" below for additional
information on the calculation of this metric.





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Critical Accounting Policies and 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. 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. See Note 1, "Introduction
And Basis Of Presentation-Significant Accounting Policies," and Note 2, "Recent
Accounting Standards Updates," of the Notes to the Consolidated Financial
Statements included herein for a listing of our accounting policies.



Factors Affecting the Comparability of Results

Divestitures



On April 9, 2018, we completed the divestiture of FEA for $21.0 million in cash,
which resulted in a gain of $10.6 million. FEA was included as a component of
the Analytics segment through the date of divestiture. The results of operations
from FEA were not material to the Company.

On October 12, 2018, we completed the divestiture of InvestorForce and received
$62.8 million in cash, which resulted in a gain of $46.6 million. InvestorForce
was included as a component of the Analytics segment through the date of
divestiture. The results of operations from InvestorForce were not material to
the Company.

Share Repurchases

The Board of Directors has approved a stock repurchase program for the purchase
of the Company's common stock. See Note 10, "Shareholders' Equity (Deficit)," of
the Notes to Consolidated Financial Statements included herein for additional
information on our stock repurchase program.

The weighted average shares outstanding used to calculate our diluted earnings
per share for the year ended December 31, 2019 decreased by 4.6% compared to the
year ended December 31, 2018. The decrease primarily reflects the impact of
share repurchases made prior to March 31, 2019 pursuant to the 2016 and 2018
Repurchase Programs and the vesting of the restricted stock units that were
included in the dilutive share count in the prior year.

Senior Notes



We have an aggregate $3,100.0 million of Senior Notes outstanding as of December
31, 2019. See "-Liquidity and Capital Resources-Senior Notes and Credit
Agreement" below and Note 5, "Commitments and Contingencies," of the Notes to
Consolidated Financial Statements included herein for additional information on
our Senior Notes and Revolving Credit Agreement.

Tax Cuts and Jobs Act of 2017



Tax Reform which was enacted on December 22, 2017, significantly revised the
U.S. corporate income tax by, among other things, lowering U.S. corporate income
tax rates, implementing a territorial tax system and imposing a one-time tax on
deemed repatriation of historic earnings of foreign subsidiaries (the "Toll
Charge").

In the year ended December 31, 2018, the Company finalized the Toll Charge and
determined the final impact of Tax Reform, resulting in a net benefit of $11.2
million that included a benefit of $5.7 million on the true-up of the Toll
Charge and a benefit of $2.6 million for a reduction in the expected withholding
taxes from foreign subsidiaries. The Company also recorded a benefit of $2.9
million related to the revaluation of deferred taxes at the lower statutory rate
as a result of tax planning.



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Results of Operations

Year Ended December 31, 2019 Compared to Year Ended December 31, 2018



The following table presents the results of operations for the years indicated:



                                                        Years Ended
                                              December 31,       December 31,
                                                  2019               2018             Increase/(Decrease)
                                                   (in thousands, except per share data)
Operating revenues                           $    1,557,796     $    1,433,984     $    123,812           8.6 %
Operating expenses:
Cost of revenues                                    294,961            287,335            7,626           2.7 %
Selling and marketing                               219,298            192,923           26,375          13.7 %
Research and development                             98,334             81,411           16,923          20.8 %
General and administrative                          110,093             99,882           10,211          10.2 %
Amortization of intangible assets                    49,410             54,189           (4,779 )        (8.8 %)

Depreciation and amortization of property,


  equipment and leasehold improvements               29,999             31,346           (1,347 )        (4.3 %)
Total operating expenses                            802,095            747,086           55,009           7.4 %
Operating income                                    755,701            686,898           68,803          10.0 %
Other expense (income), net                         152,383             57,002           95,381         167.3 %
Income before provision for income taxes            603,318            629,896          (26,578 )        (4.2 %)
Provision for income taxes                           39,670            122,011          (82,341 )       (67.5 %)
Net income                                   $      563,648     $      507,885     $     55,763          11.0 %

Earnings per basic common share              $         6.66     $         

5.83 $ 0.83 14.2 %



Earnings per diluted common share            $         6.59     $         5.66     $       0.93          16.4 %

Operating margin                                       48.5 %             47.9 %




Operating Revenues

Our revenues are grouped by the following types: recurring subscription,
asset-based fees and non-recurring revenues. We also group revenues by major
product lines as follows: Index, Analytics and All Other, which includes the ESG
and Real Estate product lines.

The following table presents operating revenues by recurring subscriptions, asset-based fees and non-recurring revenues for the years indicated:





                                      Years Ended
                            December 31,       December 31,
                                2019                2018           Increase/(Decrease)
                                             (in thousands)
Recurring subscriptions    $    1,154,040     $    1,066,536     $     87,504         8.2 %
Asset-based fees                  361,927            336,565           25,362         7.5 %
Non-recurring                      41,829             30,883           10,946        35.4 %
Total operating revenues   $    1,557,796     $    1,433,984     $    123,812         8.6 %




Total operating revenues grew 8.6% to $1,557.8 million for the year ended
December 31, 2019 compared to $1,434.0 million for the year ended December 31,
2018. Adjusting for the impact of foreign currency exchange rate fluctuations,
total operating revenues would have increased 8.9% for the year ended December
31, 2019 compared to the year ended December 31, 2018.

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Revenue from recurring subscriptions increased 8.2% to $1,154.0 million for the
year ended December 31, 2019 compared to $1,066.5 million for the year ended
December 31, 2018, primarily driven by growth in Index products, which increased
$53.4 million, or 11.2%, and growth in All Other products, which increased $22.2
million, or 19.4%. Adjusting for the impact of foreign currency exchange rate
fluctuations, recurring subscriptions would have increased 8.5% for the year
ended December 31, 2019 compared to the year ended December 31, 2018.

Revenues from asset-based fees increased 7.5% to $361.9 million for the year
ended December 31, 2019 compared to $336.6 million for the year ended December
31, 2018. The increase in asset-based fees was primarily driven by an increase
in revenues from exchange traded futures and options contracts linked to MSCI
indexes. The increase in revenues from futures and options contracts was driven
by approximately $5.0 million in additional fees associated with prior periods
attributed to a retrospective price increase from a renegotiated contract
entered into during the year ended December 31, 2019, as well as the cumulative
impact of price and volume increases. The increase in revenues from asset-based
fees was also driven by higher revenues from ETFs linked to MSCI indexes which
was driven by a 7.6% increase in average AUM, partially offset by the impact of
a change in product mix. In addition, the increase in revenues from asset-based
fees was driven by higher revenues from non-ETF passive products linked to MSCI
indexes. The impact of foreign currency exchange rate fluctuations on revenues
from asset-based fees was negligible.

The following table presents the value of AUM in ETFs linked to MSCI indexes and
the sequential change of such assets as of the end of each of the periods
indicated:



                                                                                               Period Ended
                                                                 2018                                                                 2019
(in billions)                       March 31,       June 30,       September 30,      December 31,       March 31,       June 30,       September 30,      December 31,
AUM in ETFs linked to MSCI
  indexes(1), (2), (3)             $     764.9     $    744.7     $         765.5     $       695.6     $     802.2     $    819.3     $         815.0     $       934.4
Sequential Change in Value
Market Appreciation/
  (Depreciation)                   $     (11.7 )   $    (19.4 )   $          15.6     $       (94.7 )   $      78.3     $     14.9     $          (9.2 )   $        63.5
Cash Inflows                              32.3           (0.8 )               5.2              24.8            28.3            2.2                 4.9              55.9
Total Change                       $      20.6     $    (20.2 )   $          20.8     $       (69.9 )   $     106.6     $     17.1     $          (4.3 )   $       119.4

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





                                                                       Year-to-Date Average
                                                    2018                                                   2019
                              March       June        September      

December March June September December AUM in ETFs linked to MSCI

indexes(1), (2), (3) $ 779.5 $ 778.0 $ 770.6 $ 757.2 $ 766.0 $ 788.7 $ 796.1 $ 814.4






(1)  The historical values of the AUM in ETFs linked to our 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 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 numbers also include AUM in Exchange Traded Notes, the value of

which is less than 1.0% of the AUM amounts presented.

(2) The values for periods prior to April 26, 2019 were based on data from

Bloomberg and MSCI, while the values for periods on or after April 26, 2019

were based on data from Refinitiv and MSCI. De minimis amounts of data are

reported on a delayed basis.

(3) The value of AUM in ETFs linked to MSCI indexes is calculated by multiplying


     the ETF net asset value by the number of shares outstanding.


                                       39

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For the year ended December 31, 2019, the average value of AUM in ETFs linked to
MSCI equity indexes was $814.4 billion, up $57.2 billion, or 7.6%, from $757.2
billion for the year ended December 31, 2018.

Non-recurring revenues increased 35.4% to $41.8 million for the year ended December 31, 2019, compared to $30.9 million for the year ended December 31, 2018, primarily driven by growth in Index products, which increased $6.7 million, or 31.7%, and growth in Analytics products, which increased $5.0 million, or 89.9%.

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





                                      Years Ended
                            December 31,       December 31,
                                2019                2018           Increase/(Decrease)
                                             (in thousands)
Operating revenues:
Index
Recurring subscriptions    $      530,968     $      477,612     $     53,356        11.2 %
Asset-based fees                  361,927            336,565           25,362         7.5 %
Non-recurring                      28,042             21,298            6,744        31.7 %
Index total                       920,937            835,475           85,462        10.2 %
Analytics
Recurring subscriptions           486,282            474,334           11,948         2.5 %
Non-recurring                      10,643              5,605            5,038        89.9 %
Analytics total                   496,925            479,939           16,986         3.5 %
All Other
Recurring subscriptions           136,790            114,590           22,200        19.4 %
Non-recurring                       3,144              3,980             (836 )     (21.0 %)
All Other total                   139,934            118,570           21,364        18.0 %
Total operating revenues   $    1,557,796     $    1,433,984     $    123,812         8.6 %



Refer to the section titled, "Segment Results of Operations" for an explanation of the results.







Operating Expenses

Operating expenses increased 7.4% to $802.1 million for the year ended
December 31, 2019 compared to $747.1 million for the year ended December 31,
2018. Adjusting for the impact of foreign currency exchange rate fluctuations,
total operating expenses would have increased 9.0% for the year ended December
31, 2019 compared to the year ended December 31, 2018.

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



                                                        Years Ended
                                              December 31,       December 31,
                                                  2019               2018              Increase/(Decrease)
                                                               (in thousands)
Operating expenses:
Cost of revenues                             $      294,961     $      287,335     $      7,626            2.7 %
Selling and marketing                               219,298            192,923           26,375           13.7 %
Research and development                             98,334             81,411           16,923           20.8 %
General and administrative                          110,093             99,882           10,211           10.2 %
Amortization of intangible assets                    49,410             54,189           (4,779 )         (8.8 %)

Depreciation and amortization of property,


  equipment and leasehold improvements               29,999             31,346           (1,347 )         (4.3 %)
Total operating expenses                     $      802,095     $      747,086     $     55,009            7.4 %




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Cost of Revenues



Cost of revenues for the year ended December 31, 2019 increased 2.7% to $295.0
million compared to $287.3 million for the year ended December 31, 2018,
reflecting increases across the Index and the All Other reportable segments. The
change was driven by increases in compensation and benefits costs, primarily
relating to $7.0 million of payroll tax expense associated with the vesting of
the 2016 Multi-Year PSUs, and higher incentive compensation, partially offset by
lower wages and salaries, as well as increases in non-compensation costs,
including professional fees.

Selling and Marketing



Selling and marketing expenses for the year ended December 31, 2019 increased
13.7% to $219.3 million compared to $192.9 million for the year ended December
31, 2018, reflecting increases in all three reportable segments. The change was
driven by increases in compensation and benefits costs, primarily relating to
higher wages and salaries, $4.5 million of payroll tax expense associated with
the vesting of the 2016 Multi-Year PSUs, and higher severance costs, as well as
increases in non-compensation costs, including marketing costs, professional
fees and recruiting costs.

Research and Development

R&D expenses for the year ended December 31, 2019 increased 20.8% to $98.3
million compared to $81.4 million for the year ended December 31, 2018,
reflecting higher investments across all three reportable segments. The change
was driven by increases in compensation and benefits costs which includes an
insignificant amount of payroll tax expense associated with the vesting of the
2016 Multi-Year PSUs. Additionally, there were increases in non-compensation
costs, including professional fees, information technology costs, occupancy
costs, recruiting costs and travel and entertainment costs.

General and Administrative



G&A expenses for the year ended December 31, 2019 increased 10.2% to $110.1
million compared to $99.9 million for the year ended December 31, 2018,
reflecting increases across all three reportable segments. The change was driven
by increases in compensation and benefits costs, primarily relating to higher
wages and salaries and $3.5 million of payroll tax expense associated with the
vesting of the 2016 Multi-Year PSUs, offset, in part, by lower incentive
compensation.

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





                                                        Years Ended
                                              December 31,       December 31,
                                                  2019               2018              Increase/(Decrease)
                                                               (in thousands)
Compensation and benefits                    $      518,730     $      471,655     $     47,075           10.0 %
Non-compensation expenses                           203,956            189,896           14,060            7.4 %
Amortization of intangible assets                    49,410             54,189           (4,779 )         (8.8 %)

Depreciation and amortization of property,


  equipment and leasehold improvements               29,999             31,346           (1,347 )         (4.3 %)
Total operating expenses                     $      802,095     $      747,086     $     55,009            7.4 %




Compensation and benefits costs are our most significant expense and typically
represent more than 60% of operating expenses or more than 70% of Adjusted
EBITDA expenses. We had 3,396 employees as of December 31, 2019 compared to
3,112 employees as of December 31, 2018, reflecting a 9.1% 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, 2019, 62.9% of our employees
were located in emerging market centers compared to 61.4% as of December 31,
2018.

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Compensation and benefits costs for the year ended December 31, 2019 increased
10.0% to $518.7 million compared to $471.7 million for the year ended
December 31, 2018, driven by $15.4 million of payroll tax expense associated
with the vesting of the 2016 Multi-Year PSUs, higher severance costs, incentive
compensation, wages and salaries and benefit costs.

Non-compensation expenses for the year ended December 31, 2019 increased 7.4% to
$204.0 million compared to $189.9 million for the year ended December 31, 2018,
primarily driven by higher costs relating to professional fees, information
technology costs, recruiting costs, travel and entertainment costs, marketing
and personnel related costs.

Amortization of Intangible Assets



Amortization of intangible assets expense for the year ended December 31, 2019
decreased 8.8% to $49.4 million compared to $54.2 million for the year ended
December 31, 2018, primarily driven by the absence of amortization following the
write-off of the IPD trade name used by the Real Estate segment in June 2018 and
the October 2018 InvestorForce divestiture, partially offset 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 for the year ended December 31, 2019 and 2018 was $30.0 million and $31.3 million, respectively.

Other Expense (Income), Net



Other expense (income), net for the year ended December 31, 2019 increased
167.3% to $152.4 million compared to $57.0 million for the year ended December
31, 2018. The increase was primarily driven by the absence of the $46.6 million
and $10.6 million of gains realized from the InvestorForce and FEA divestitures,
respectively, which occurred in 2018. The increase was also driven by the $16.8
million loss on extinguishment associated with the partial pre-maturity
redemption of the 2024 Senior Notes which included approximately $13.1 million
of call premium paid in accordance with the redemption prices set forth in the
indenture and the write-off of approximately $3.7 million of unamortized costs
associated with the 2024 Senior Notes. In addition, the increase also reflects
higher interest expense associated with higher outstanding debt and higher
foreign currency exchange losses.

Income Taxes



The provision for income tax decreased 67.5% to $39.7 million for the year ended
December 31, 2019 compared to $122.0 million for the year ended December 31,
2018. These amounts reflect effective tax rates of 6.6% and 19.4% for the years
ended December 31, 2019 and 2018, respectively.

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.

The effective tax rate of 19.4% for the year ended December 31, 2018 reflects
the impact of certain favorable discrete items totaling $31.9 million. These
discrete items include $8.8 million of excess tax benefits related to
stock-based compensation, $11.9 million related to the release of valuation
allowances previously recorded on capital loss carryforwards and $11.2 million
related to the final impact of Tax Reform.

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Net Income

As a result of the factors described above, net income for the year ended December 31, 2019 increased 11.0% to $563.6 million compared to $507.9 million for the year ended December 31, 2018.

Adjusted EBITDA

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





                                      Years Ended
                            December 31,       December 31,
                                2019               2018            Increase/(Decrease)
                                             (in thousands)
Operating revenues:        $    1,557,796     $    1,433,984     $    123,812         8.6 %
Adjusted EBITDA expenses          707,297            661,551           45,746         6.9 %
Adjusted EBITDA            $      850,499     $      772,433     $     78,066        10.1 %
Adjusted EBITDA margin %             54.6 %             53.9 %
Operating margin %                   48.5 %             47.9 %




Adjusted EBITDA increased 10.1% to $850.5 million for the year ended December
31, 2019 compared to $772.4 million for the year ended December 31, 2018.
Adjusted EBITDA margin increased to 54.6% for the year ended December 31, 2019
compared to 53.9% for the year ended December 31, 2018. The increase in Adjusted
EBITDA margin reflects a higher rate of growth in operating revenues as compared
to the rate of growth of Adjusted EBITDA expenses.

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
                                            December 31,       December 31,
                                                2019               2018             Increase/(Decrease)
                                                             (in thousands)
Index Adjusted EBITDA                      $      670,188     $      607,853     $     62,335          10.3 %
Analytics Adjusted EBITDA                         152,113            143,645            8,468           5.9 %
All Other Adjusted EBITDA                          28,198             20,935            7,263          34.7 %
Consolidated Adjusted EBITDA                      850,499            772,433           78,066          10.1 %
2016 Multi-Year PSUs grant payroll tax
expense                                            15,389                  -           15,389           n/a
Amortization of intangible assets                  49,410             54,189           (4,779 )        (8.8 %)
Depreciation and amortization of
property,
  equipment and leasehold improvements             29,999             31,346           (1,347 )        (4.3 %)
Operating income                                  755,701            686,898           68,803          10.0 %
Other expense (income), net                       152,383             57,002           95,381         167.3 %
Provision for income taxes                         39,670            122,011          (82,341 )       (67.5 %)
Net income                                 $      563,648     $      507,885     $     55,763          11.0 %




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





                                                      Years Ended
                                            December 31,       December 31,
                                                2019               2018              Increase/(Decrease)
                                                             (in thousands)
Index Adjusted EBITDA expenses             $      250,749     $      227,622     $     23,127           10.2 %
Analytics Adjusted EBITDA expenses                344,812            336,294            8,518            2.5 %
All Other Adjusted EBITDA expenses                111,736             97,635           14,101           14.4 %
Consolidated Adjusted EBITDA expenses             707,297            661,551           45,746            6.9 %
2016 Multi-Year PSUs grant payroll tax
expense                                            15,389                  -           15,389            n/a
Amortization of intangible assets                  49,410             54,189           (4,779 )         (8.8 %)
Depreciation and amortization of
property,
  equipment and leasehold improvements             29,999             31,346           (1,347 )         (4.3 %)
Total operating expenses                   $      802,095     $      747,086     $     55,009            7.4 %






Segment Results

The results for each of our three reportable segments for the years ended December 31, 2019 and 2018 are presented below:

Index Segment



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



                                      Years Ended
                            December 31,       December 31,
                                2019               2018            Increase/(Decrease)
                                             (in thousands)
Operating revenues:
Recurring subscriptions    $      530,968     $      477,612     $     53,356        11.2 %
Asset-based fees                  361,927            336,565           25,362         7.5 %
Non-recurring                      28,042             21,298            6,744        31.7 %
Operating revenues total          920,937            835,475           85,462        10.2 %
Adjusted EBITDA expenses          250,749            227,622           23,127        10.2 %
Adjusted EBITDA            $      670,188     $      607,853     $     62,335        10.3 %
Adjusted EBITDA margin %             72.8 %             72.8 %



Revenues related to Index products increased 10.2% to $920.9 million for the year ended December 31, 2019 compared to $835.5 million for the year ended December 31, 2018.



Revenues from recurring subscriptions were up 11.2% to $531.0 million for the
year ended December 31, 2019 compared to $477.6 million for the year ended
December 31, 2018. The increase was driven by strong growth in core developed
market modules, factor and ESG index products and emerging market modules. The
impact of foreign currency exchange rate fluctuations on revenues from recurring
subscriptions was negligible.

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Revenues from asset-based fees increased 7.5% to $361.9 million for the year
ended December 31, 2019 compared to $336.6 million for the year ended December
31, 2018. The increase in asset-based fees was primarily driven by an increase
in revenues from exchange traded futures and options contracts linked to MSCI
indexes. The increase in revenues from futures and options contracts was driven
by approximately $5.0 million in additional fees associated with prior periods
attributed to a retrospective price increase from a renegotiated contract
entered into during the year ended December 31, 2019, as well as the cumulative
impact of price and volume increases. The increase in revenues from asset-based
fees was also driven by higher revenues from ETFs linked to MSCI indexes, which
was driven by a 7.6% increase in average AUM, partially offset by the impact of
a change in product mix. In addition, the increase in revenues from asset-based
fees was driven by higher revenues from non-ETF passive products linked to MSCI
indexes. The impact of foreign currency exchange rate fluctuations on revenues
from asset-based fees was negligible.

Index segment Adjusted EBITDA expenses increased 10.2% to $250.7 million for the
year ended December 31, 2019 compared to $227.6 million for the year ended
December 31, 2018, reflecting higher expenses across all expense activity
categories to fund current and future revenue growth. Adjusting for the impact
of foreign currency exchange rate fluctuations, Adjusted EBITDA expenses would
have increased 12.1% for the year ended December 31, 2019 compared to the year
ended December 31, 2018.

Analytics Segment

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



                                      Years Ended
                            December 31,       December 31,
                                2019               2018            Increase/(Decrease)
                                             (in thousands)
Operating revenues:
Recurring subscriptions    $      486,282     $      474,334     $     11,948         2.5 %
Non-recurring                      10,643              5,605            5,038        89.9 %
Operating revenues total          496,925            479,939           16,986         3.5 %
Adjusted EBITDA expenses          344,812            336,294            8,518         2.5 %
Adjusted EBITDA            $      152,113     $      143,645     $      8,468         5.9 %
Adjusted EBITDA margin %             30.6 %             29.9 %




Analytics segment revenues increased 3.5% to $496.9 million for the year ended
December 31, 2019 compared to $479.9 million for the year ended December 31,
2018, primarily driven by strong growth in Multi-Asset Class products as well as
the timing of client implementations, partially offset by declines from the
October 2018 InvestorForce divestiture and the April 2018 FEA divestiture. The
impact of foreign currency exchange rate fluctuations on Analytics segment
revenues was negligible. Adjusting for foreign currency exchange rate
fluctuations and excluding the impact of the InvestorForce and FEA divestitures,
Analytics segment revenues would have increased 7.5% for the year ended
December 31, 2019 compared to the year ended December 31, 2018.

Analytics segment Adjusted EBITDA expenses increased 2.5% to $344.8 million for
the year ended December 31, 2019 compared to $336.3 million for the year ended
December 31, 2018, primarily driven by higher expenses across the selling and
marketing and R&D expense activity categories, partially offset by lower
expenses across the cost of sales expense activity category. Adjusting for the
impact of foreign currency exchange rate fluctuations, Adjusted EBITDA expenses
would have increased 4.0% for the year ended December 31, 2019 compared to the
year ended December 31, 2018.

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All Other Segment

The following table presents the results for the All Other segment, which consists of the ESG and Real Estate product lines, for the years indicated:





                                      Years Ended
                            December 31,       December 31,
                                2019               2018            Increase/(Decrease)
                                            (in thousands)
Operating revenues:
Recurring subscriptions    $      136,790     $      114,590     $    22,200         19.4 %
Non-recurring                       3,144              3,980            (836 )      (21.0 %)
Operating revenues total          139,934            118,570          21,364         18.0 %
Adjusted EBITDA expenses          111,736             97,635          14,101         14.4 %
Adjusted EBITDA            $       28,198     $       20,935     $     7,263         34.7 %
Adjusted EBITDA margin %             20.2 %             17.7 %




All Other segment revenues increased 18.0% to $139.9 million for the year ended
December 31, 2019 compared to $118.6 million for the year ended December 31,
2018. The increase in All Other revenues was driven by a $19.3 million, or
27.0%, increase in ESG revenues to $90.7 million and by a $2.1 million, or 4.4%,
increase in Real Estate revenues to $49.3 million. The increase in ESG revenues
was driven by strong growth in the ESG Ratings products and the ESG Screening
products. The increase in Real Estate revenues was primarily driven by strong
growth in our Global Intel products. Adjusting for the impact of foreign
currency exchange rate fluctuations, All Other operating revenues would have
increased 21.6%, ESG revenues would have increased 29.5% and Real Estate
revenues would have increased 9.7% for the year ended December 31, 2019 compared
to the year ended December 31, 2018. Adjusting for the impact of foreign
currency exchange rate fluctuations and excluding the impact of the Carbon Delta
acquisition, ESG revenues would have increased 29.3%.

All Other segment Adjusted EBITDA expenses increased 14.4% to $111.7 million for
the year ended December 31, 2019 compared to $97.6 million for the year ended
December 31, 2018, driven by higher expenses attributable mostly to ESG
operations. Adjusting for the impact of foreign currency exchange rate
fluctuations, Adjusted EBITDA expenses would have increased 16.8% for the year
ended December 31, 2019 compared to the year ended December 31, 2018.



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 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 or non-renewal 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.

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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;


     •   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;

• 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.

The following table presents Run Rates by reportable segment as of the dates indicated and the growth percentages over the years indicated:





                                                              As of
                                                 December 31,       December 31,
                                                      2019

2018 Increase/(Decrease)


                                                           (in thousands)
Index:
Recurring subscriptions                         $      559,257     $      502,665                      11.3 %
Asset-based fees                                       396,140            311,908                      27.0 %
Index total                                            955,397            814,573                      17.3 %
Analytics                                              526,845            491,861                       7.1 %
All Other                                              152,247            124,886                      21.9 %
Total Run Rate                                  $    1,634,489     $    1,431,320                      14.2 %

Recurring subscriptions total                   $    1,238,349     $    1,119,412                      10.6 %
Asset-based fees                                       396,140            311,908                      27.0 %
Total Run Rate                                  $    1,634,489     $    1,431,320                      14.2 %




Total Run Rate grew 14.2% to $1,634.5 million as of December 31, 2019 compared
to $1,431.3 million as of December 31, 2018. Recurring subscription Run Rate
grew 10.6% to $1,238.3 million as of December 31, 2019 compared to $1,119.4
million as of December 31, 2018. Adjusting for the impact of foreign currency
exchange rate fluctuations, recurring subscription Run Rate would have increased
10.6% as of December 31, 2019 compared to December 31, 2018.

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Run Rate from asset-based fees increased 27.0% to $396.1 million as of
December 31, 2019, from $311.9 million as of December 31, 2018, driven by higher
AUM in ETFs linked to MSCI indexes as well as higher AUM in non-ETF passive
funds also linked to MSCI indexes and higher fees in futures and options. As of
December 31, 2019, the value of AUM in ETFs linked to MSCI indexes was $934.4
billion, up $238.8 billion, or 34.3%, from $695.6 billion as of December 31,
2018. The increase of $238.8 billion consisted of net inflows of $91.3 billion
and a market appreciation of $147.5 billion. Partially offsetting the impact of
the increase in AUM in ETFs linked to MSCI indexes was a change in product mix,
which was the primary driver of a decline in average basis point fees to 2.82 at
December 31, 2019 from 2.92 at December 31, 2018.

Index recurring subscription Run Rate grew 11.3% to $559.3 million as of
December 31, 2019 compared to $502.7 million as of December 31, 2018, primarily
driven by strong growth in core developed and emerging market modules and
factor, ESG and custom index products with strong growth across our asset
management clients and growth across our banking, hedge fund, wealth management
and asset owner clients.

Run Rate from Analytics products increased 7.1% to $526.8 million as of
December 31, 2019 compared to $491.9 million as of December 31, 2018, primarily
driven by strong 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 7.2% as of December 31, 2019 compared to
December 31, 2018.

Run Rate from All Other products increased 21.9% to $152.2 million at December
31, 2019 compared to $124.9 million at December 31, 2018. The $27.4 million
increase was primarily driven by a $21.9 million, or 27.6%, increase in ESG Run
Rate to $101.4 million, and a $5.4 million, or 12.0%, increase in Real Estate
Run Rate to $50.8 million. The increase in ESG Run Rate was primarily driven by
strong growth in ESG Ratings products and ESG Screening products. The increase
in Real Estate Run Rate was primarily driven by growth in Market Information
products. Adjusting for the impact of foreign currency exchange rate
fluctuations, All Other Run Rate would have increased 21.7%, ESG Run Rate would
have increased 27.6% and Real Estate Run Rate would have increased 11.3% at
December 31, 2019 compared to December 31, 2018.



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Subscription Sales

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





                                                           Years Ended
                                                 December 31,       December 31,
                                                     2019               2018           Increase/(Decrease)
                                                           (in thousands)
New recurring subscription sales
Index                                           $       78,325     $       72,660                       7.8 %
Analytics                                               66,992             64,986                       3.1 %
All Other                                               32,552             26,201                      24.2 %
New recurring subscription sales total                 177,869            163,847                       8.6 %
Subscription cancellations
Index                                                  (21,767 )          (20,819 )                     4.6 %
Analytics                                              (31,623 )          (33,671 )                    (6.1 %)
All Other                                               (6,468 )           (6,421 )                     0.7 %
Subscription cancellations total                       (59,858 )          (60,911 )                    (1.7 %)
Net new recurring subscription sales
Index                                                   56,558             51,841                       9.1 %
Analytics                                               35,369             31,315                      12.9 %
All Other                                               26,084             19,780                      31.9 %
Net new recurring subscription sales total             118,011            102,936                      14.6 %
Non-recurring sales
Index                                                   30,262             22,729                      33.1 %
Analytics                                               15,947             10,209                      56.2 %
All Other                                                2,890              3,438                     (15.9 %)
Non-recurring sales total                               49,099             36,376                      35.0 %
Gross sales(1)
Index                                           $      108,587     $       95,389                      13.8 %
Analytics                                               82,939             75,195                      10.3 %
All Other                                               35,442             29,639                      19.6 %
Total gross sales                               $      226,968     $      200,223                      13.4 %
Net sales
Index                                           $       86,820     $       74,570                      16.4 %
Analytics                                               51,316             41,524                      23.6 %
All Other                                               28,974             23,218                      24.8 %
Total net sales                                 $      167,110     $      139,312                      20.0 %




(1)  Gross sales equals new recurring subscription sales plus non-recurring
     sales.


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Retention Rate

Another key metric is our "Retention Rate." The following table presents our Retention Rate by reportable segment and product category for the periods indicated for the years ended December 31, 2019 and 2018:





                                   Index       Analytics       All Other      Total
2019

Three Months Ended March 31, 96.5 % 93.7 % 95.9 %

     95.2 %
Three Months Ended June 30,          97.1 %          94.2 %          93.9 %     95.5 %
Three Months Ended September 30,     96.0 %          93.6 %          96.8 %     95.0 %
Three Months Ended December 31,      93.0 %          92.8 %          92.7 %     92.9 %
Year Ended December 31,              95.7 %          93.6 %          94.8 %     94.7 %
2018
Three Months Ended March 31,         96.4 %          93.0 %          94.4 %     94.6 %
Three Months Ended June 30,          95.9 %          92.1 %          94.9 %     94.1 %
Three Months Ended September 30,     96.1 %          94.1 %          94.3 %     95.0 %
Three Months Ended December 31,      93.2 %          92.7 %          92.8 %     92.9 %
Year Ended December 31,              95.4 %          93.0 %          94.1 %     94.1 %




Retention Rate is an important metric because subscription cancellations
decrease our Run Rate and ultimately our operating revenues over time. The
annual Retention Rate represents the retained subscription Run Rate
(subscription Run Rate at the beginning of the fiscal year less actual cancels
during the year) as a percentage of the subscription Run Rate at the beginning
of the fiscal year.

The Retention Rate for a non-annual period is calculated by annualizing the
cancellations for which we have received a notice of termination or for which we
believe there is an intention not to renew 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 2019, we recorded cancellations of $19.9
million. To derive the Retention Rate for the fourth quarter, we annualized the
actual cancellations during the quarter of $19.9 million to derive $79.7 million
of annualized cancellations. This $79.7 million was then divided by the $1,119.4
million subscription Run Rate at the beginning of the year to derive a
cancellation rate of 7.1%. The 7.1% was then subtracted from 100.0% to derive a
Retention Rate of 92.9% 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 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 segments, product or service switches that are treated as
replacement products or services and receive netting treatment occur only in
certain limited instances. In addition, we treat any reduction in fees resulting
from a down-sale 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, 2019, 33.3% of our cancellations occurred in the
fourth quarter. In our product lines, Retention Rate is generally higher during
the first three quarters and lower in the fourth quarter, as the fourth quarter
is traditionally the largest renewal period in the year.





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Liquidity and Capital Resources



We require capital to fund ongoing operations, internal growth initiatives and
acquisitions. Our primary sources of liquidity are cash flows generated from our
operations, existing cash and cash equivalents and credit capacity under our
existing credit facilities. 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, dividend payments and 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 $3,100.0 million in senior unsecured notes
(collectively, the "Senior Notes") consisting of five discrete private placement
offerings and entered into a $400.0 million Revolving Credit Agreement with a
syndicate of banks. See Note 5, "Commitments and Contingencies," of the Notes to
Consolidated Financial Statements included herein for additional information on
our 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 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;


  • permit certain restrictions affecting our subsidiaries;

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




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• 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, bankruptcy and
insolvency events, invalidity or impairment of loan documentation or collateral,
change of control and customary ERISA defaults. 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 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, 2019, our Consolidated Leverage Ratio was 3.30:1.00 and our
Consolidated Interest Coverage Ratio was 6.42:1.00. There have been no amounts
drawn under the Revolving Credit Agreement since it was entered into on November
20, 2014.

Our non-guarantor subsidiaries of 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 accounted for approximately $883.4 million, or 56.7%,
of our total revenue for the 12 months ended December 31, 2019, approximately
$267.0 million, or 35.3%, of our consolidated operating income for the 12 months
ended December 31, 2019, and approximately $910.1 million, or 21.6%, of our
consolidated total assets (excluding intercompany assets) and $624.3 million, or
14.6%, of our consolidated total liabilities, in each case as of December 31,
2019.

Share Repurchases

The Board of Directors has approved a stock repurchase program for the purchase
of the Company's common stock in the open market. See Note 10, "Shareholders'
Equity (Deficit)," of the Notes to Consolidated Financial Statements included
herein for additional information on our stock repurchase program.

As of February 12, 2020, a total of $1,456.1 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 29, 2020, the Board of Directors declared a quarterly dividend of
$0.68 per share of common stock to be paid on March 6, 2020 to shareholders of
record as of the close of trading on February 21, 2020.

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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,
                                  2019               2018
                                     (in thousands)
Cash and cash equivalents   $    1,506,567     $      904,176




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



                                                                 Years Ended
                                                       December 31,       December 31,
                                                            2019              2018
                                                               (in thousands)
Net cash provided by operating activities             $      709,523     $  

612,762

Net cash provided by (used in) investing activities (71,937 )

34,874


Net cash used in financing activities                        (36,667 )         (626,483 )
Effect of exchange rates on cash and cash
  equivalents                                                  1,472             (6,479 )
Net increase in cash and cash equivalents             $      602,391     $       14,674




Cash and Cash Equivalents

Cash and cash equivalents were $1,506.6 million and $904.2 million as of
December 31, 2019 and 2018, respectively. We seek to maintain minimum cash
balances globally of approximately $200.0 million to $250.0 million for general
operating purposes. As of December 31, 2019 and 2018, $321.2 million and $275.6
million, respectively, of the cash and cash equivalents were held by foreign
subsidiaries. As a result of Tax Reform, we can now more efficiently access a
significant portion of our cash held outside of the U.S. in the short-term
without being subject to U.S. income taxes. Repatriation of some foreign cash
may be subject to certain withholding taxes in local jurisdictions and other
distribution restrictions. The global cash and cash equivalent balances that are
maintained will be available to meet our global needs whether for general
corporate purpose 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. Cash provided by operating
activities was $709.5 million and $612.8 million for the years ended
December 31, 2019 and 2018, respectively. The year-over-year increase was
primarily driven by higher cash collections from customers and the benefit of
lower payments for income taxes, partially offset by higher payments for cash
expenses and interest.

Our primary uses of cash from operating activities are for the payment of cash
compensation expenses, office rent, technology costs, market data costs,
interest expenses and income taxes. 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



Cash used in investing activities was $71.9 million for the year ended
December 31, 2019 compared to cash provided by investing activities of $34.9
million for the year ended December 31, 2018. The year-over-year change was
primarily driven by the absence of the proceeds received from the InvestorForce
and FEA divestitures in 2018 and the acquisition payment of Carbon Delta.

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Cash Flows From Financing Activities



Cash used in financing activities was $36.7 million for the year ended
December 31, 2019 compared to $626.5 million for the year ended December 31,
2018. The year-over-year change primarily reflects lower share repurchases and
the proceeds from the $1,000.0 million 2029 Senior Notes offering in November
2019, partially offset by the payment for the pre-maturity redemption or
repurchase of the $500.0 million aggregate principal amount of the 2024 Senior
Notes and higher dividend payments.

We believe that global cash flows from operations, together with existing cash
and cash equivalents and funds available under our existing 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 leases for office space, leases
for equipment and other operating leases, obligations to vendors arising out of
market data contracts and our debt obligations arising from the issuance of the
Senior Notes. The following table summarizes our contractual obligations for the
periods indicated as of December 31, 2019:



                                                                     Years Ending December 31,
(in thousands)                      Total          2020          2021          2022          2023          2024        Thereafter
Operating leases                 $   221,216        28,162        27,562        23,801        22,678        17,231         101,782
Vendor obligations                   110,510        44,073        15,901        14,466        11,794        12,022          12,254
Senior Notes (1)                   4,222,563       152,375       152,375       152,375       152,375       452,375       3,160,688
Other obligations (2)                 19,391             -             -             -         1,465         7,967           9,959

Total contractual obligations $ 4,573,680 $ 224,610 $ 195,838

 $ 190,642     $ 188,312     $ 489,595     $ 3,284,683

(1) Includes the impact of payments for the principal amount on the 2024 Senior

Notes, the $800.0 million aggregate principal amount of 5.750% senior

unsecured notes due 2025 (the "2025 Senior Notes"), the $500.0 million

aggregate principal amount of 4.750% senior unsecured notes due 2026 (the

"2026 Senior Notes"), the 2027 Senior Notes and the 2029 Senior Notes plus

interest based on the 5.25%, 5.75%, 4.75%, 5.375% and 4.00% coupon interest

rates, respectively.

(2) Primarily includes amounts payable related to the estimated Toll Charge. 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.

Off-Balance Sheet Arrangements



At December 31, 2019 and 2018, we did not have any relationships with
unconsolidated entities or financial partnerships, such as entities often
referred to as structured finance or special purpose entities, which would have
been established for the purpose of facilitating off-balance sheet arrangements
or other contractually narrow or limited purposes.

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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