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UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
WASHINGTON, D.C. 20549

FORM 10-Q

(Mark One)
QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the quarterly period ended March 31, 20222023
- OR -
TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the transition period from                to                
Commission file number 001-31553
CME GROUP INC.
(Exact name of registrant as specified in its charter)
Delaware 36-4459170
(State or other jurisdiction of
incorporation or organization)
 (I.R.S. Employer
Identification No.)
20 South Wacker DriveChicagoIllinois 60606
(Address of principal executive offices) (Zip Code)
(312) 930-1000
(Registrant’s telephone number, including area code)
Not Applicable
(Former name, former address and former fiscal year, if changed since last report) 
Securities registered pursuant to Section 12(b) of the Act:    
Title of each classTrading symbolName of each exchange on which registered
Class A Common StockCMEThe Nasdaq Stock Market
    Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days.            Yes      No  
    Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T (§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files).                       Yes      No  
    Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company” and "emerging growth company" in Rule 12b-2 of the Exchange Act.
Large accelerated filerAccelerated filer
Non-accelerated filer  Smaller reporting company
Emerging growth company
    If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act.
    Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act).    
                                                 Yes   ☐    No  
The number of shares outstanding of each of the registrant’s classes of common stock as of April 13, 202212, 2023 was as follows: 359,418,140359,714,515 shares of Class A common stock, $0.01 par value; 625 shares of Class B-1 common stock, $0.01 par value; 813 shares of Class B-2 common stock, $0.01 par value; 1,287 shares of Class B-3 common stock, $0.01 par value; and 413 shares of Class B-4 common stock, $0.01 par value.
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 CME GROUP INC.
FORM 10-Q
INDEX
  Page
Item 1.
Item 2.
Item 3.
Item 4.
Item 1.
Item 1A.
Item 2.
Item 6.
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PART I. FINANCIAL INFORMATION
Certain Terms
All references to “options” or “options contracts” in the text of this document refer to options on futures contracts.
Further information about CME Group and its products can be found at http://www.cmegroup.com. Information made available on our website does not constitute a part of this Quarterly Report on Form 10-Q.
Information about Contract Volume and Average Rate per Contract
All amounts regarding contract volume and average rate per contract are for CME Group's listed futures and options on futures contracts unless otherwise noted.
Trademark Information
CME Group, the Globe logo, CME, Chicago Mercantile Exchange, Globex, and E-mini are trademarks of Chicago Mercantile Exchange Inc. CBOT and Chicago Board of Trade are trademarks of Board of Trade of the City of Chicago, Inc. NYMEX, New York Mercantile Exchange and ClearPort are trademarks of New York Mercantile Exchange, Inc. COMEX is a trademark of Commodity Exchange, Inc. NEX, BrokerTec and EBS are trademarks of various entities of NEX Group Limited (NEX). Dow Jones, Dow Jones Industrial Average, S&P 500 and S&P are service and/or trademarks of Dow Jones Trademark Holdings LLC, Standard & Poor's Financial Services LLC and S&P/Dow Jones Indices LLC, as the case may be, and have been licensed for use by Chicago Mercantile Exchange Inc. ("CME"). All other trademarks are the property of their respective owners.
Forward-Looking Statements
From time to time, in this Quarterly Report on Form 10-Q as well as in other written reports and verbal statements, we discuss our expectations regarding future performance. These forward-looking statements are identified by their use of terms and phrases such as "believe," "anticipate," "could," "estimate," "intend," "may," "plan," "expect" and similar expressions, including references to assumptions. These forward-looking statements are based on currently available competitive, financial and economic data, current expectations, estimates, forecasts and projections about the industries in which we operate and management's beliefs and assumptions. These statements are not guarantees of future performance and involve risks, uncertainties and assumptions that are difficult to predict. Therefore, actual outcomes and results may differ materially from what is expressed or implied in any forward-looking statements. We want to caution you not to place undue reliance on any forward-looking statements. We undertake no obligation to publicly update any forward-looking statements, whether as a result of new information, future events or otherwise. Among the factors that might affect our performance are:
increasing competition by foreign and domestic entities, including increased competition from new entrants into our markets and consolidation of existing entities;
our ability to keep pace with rapid technological developments, including our ability to complete the development, implementation and maintenance of the enhanced functionality required by our customers while maintaining reliability and ensuring that such technology is not vulnerable to security risks;
our ability to continue introducing competitive new products and services on a timely, cost-effective basis, including through our electronic trading capabilities, and our ability to maintain the competitiveness of our existing products and services, including our ability to provide effective services to the swaps market;services;
our ability to adjust our fixed costs and expenses if our revenues decline;
our ability to maintain existing customers at substantially similar trading levels, develop strategic relationships and attract new customers;
our ability to expand and globally offer our products and services;
changes in regulations, including the impact of any changes in laws or government policies with respect to our products or services or our industry, such as any changes to regulations and policies that require increased financial and operational resources from us or our customers;
the costs associated with protecting our intellectual property rights and our ability to operate our business without violating the intellectual property rights of others;
decreases in revenue from our market data as a result of decreased demand or changes to regulations in various jurisdictions;
changes in our rate per contract due to shifts in the mix of the products traded, the trading venue and the mix of customers (whether the customer receives member or non-member fees or participates in one of our various incentive programs) and the impact of our tiered pricing structure;
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the ability of our credit and liquidity risk management practices to adequately protect us from the credit risks of clearing members and other counterparties, and to satisfy the margin and liquidity requirements associated with the BrokerTec matched principal business;
the ability of our compliance and risk management programs to effectively monitor and manage our risks, including our ability to prevent errors and misconduct and protect our infrastructure against security breaches and misappropriation of our intellectual property assets;
our dependence on third-party providers and exposure to risk through third parties, including risks related to the performance, reliability and security of technology used by our third-party providers;providers and third-party providers that our clients rely on;
volatility in commodity, equity and fixed income prices, and price volatility of financial benchmarks and instruments such as interest rates, credit spreads, equity indices, fixed income instruments and foreign exchange rates;
economic, social, political and market conditions, including the volatility of the capital and credit markets and the impact of economic conditions on the trading activity of our current and potential customers;
the impact of the COVID-19 pandemic and response by governments and other third parties;
our ability to accommodate increases in contract volume and order transaction traffic and to implement enhancements without failure or degradation of the performance of our trading and clearing systems;
our ability to execute our growth strategy and maintain our growth effectively;
our ability to manage the risks, control the costs and achieve the synergies associated with our strategy for acquisitions, investments and alliances, including those associated with the performance of our joint ventureventures with IHS MarkitS&P Dow Jones (S&P Dow Jones Indices LLC) in index services and in trade processing/post trade services OSTTRA), our primary data distribution partners’ actions and our partnership with Google Cloud;
variances in earnings on cash accounts and collateral that our clearing house holds for its clients;
impact of CME Group pricing and incentive changes;
impact of aggregation services and internalization on trade flow and volumes;
any negative financial impacts from changes to the terms of intellectual property and index rights;
uncertainty related to the transition from LIBOR;adoption and growth of SOFR and its impact on our business;
our ability to continue to generate funds and/or manage our indebtedness to allow us to continue to invest in our business;
industry, channel partner and customer consolidation;
decreases in trading and clearing activity;
the imposition of a transaction tax or user fee on futures and options transactions and/or repeal of the 60/40 tax treatment of such transactions;
our ability to maintain our brand and reputation; and
the unfavorable resolution of material legal proceedings.
For a detailed discussion of these and other factors that might affect our performance, see Item 1A. of our Annual Report on Form 10-K for the year ended December 31, 2021,2022, filed with the Securities and Exchange Commission on February 25, 202227, 2023 and Item 1A. in Part II of this Quarterly Report on Form 10-Q.
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ITEM 1.FINANCIAL STATEMENTS
CME GROUP INC. AND SUBSIDIARIES
CONSOLIDATED BALANCE SHEETS
(dollars in millions, except par value data; shares in thousands)
March 31, 2022December 31, 2021March 31, 2023December 31, 2022
(unaudited)(unaudited)
AssetsAssetsAssets
Current Assets:Current Assets:Current Assets:
Cash and cash equivalentsCash and cash equivalents$2,045.7 $2,834.9 Cash and cash equivalents$1,565.2 $2,720.1 
Marketable securitiesMarketable securities109.6 115.0 Marketable securities105.0 96.0 
Accounts receivable, net of allowance of $5.2 and $5.6608.9 434.5 
Other current assets (includes $4.8 and $4.8 in restricted cash)503.4 427.8 
Accounts receivable, net of allowance of $8.8 and $8.1Accounts receivable, net of allowance of $8.8 and $8.1723.6 483.2 
Other current assets (includes $5.1 and $4.9 in restricted cash)Other current assets (includes $5.1 and $4.9 in restricted cash)547.2 529.8 
Performance bonds and guaranty fund contributionsPerformance bonds and guaranty fund contributions167,736.7 157,949.6 Performance bonds and guaranty fund contributions128,090.7 135,249.2 
Total current assetsTotal current assets171,004.3 161,761.8 Total current assets131,031.7 139,078.3 
Property, net of accumulated depreciation and amortization of $1,070.5 and $1,039.4493.9 505.3 
Property, net of accumulated depreciation and amortization of $1,175.4 and $1,145.2Property, net of accumulated depreciation and amortization of $1,175.4 and $1,145.2440.3 455.5 
Intangible assets—trading productsIntangible assets—trading products17,175.3 17,175.3 Intangible assets—trading products17,175.3 17,175.3 
Intangible assets—other, netIntangible assets—other, net3,463.2 3,532.0 Intangible assets—other, net3,217.4 3,269.7 
GoodwillGoodwill10,515.8 10,528.0 Goodwill10,490.5 10,482.5 
Other assets (includes $0.5 and $0.5 in restricted cash)3,265.2 3,277.9 
Other assets (includes $0.0 and $0.1 in restricted cash)Other assets (includes $0.0 and $0.1 in restricted cash)3,684.0 3,714.4 
Total AssetsTotal Assets$205,917.7 $196,780.3 Total Assets$166,039.2 $174,175.7 
Liabilities and EquityLiabilities and EquityLiabilities and Equity
Current Liabilities:Current Liabilities:Current Liabilities:
Accounts payableAccounts payable$80.8 $48.8 Accounts payable$97.2 $121.4 
Short-term debtShort-term debt— 749.4 Short-term debt16.3 16.0 
Other current liabilitiesOther current liabilities641.1 1,650.6 Other current liabilities839.7 2,300.9 
Performance bonds and guaranty fund contributionsPerformance bonds and guaranty fund contributions167,736.7 157,949.6 Performance bonds and guaranty fund contributions128,090.7 135,249.2 
Total current liabilitiesTotal current liabilities168,458.6 160,398.4 Total current liabilities129,043.9 137,687.5 
Long-term debtLong-term debt3,437.1 2,695.7 Long-term debt3,423.1 3,422.4 
Deferred income tax liabilities, netDeferred income tax liabilities, net5,381.7 5,390.4 Deferred income tax liabilities, net5,356.8 5,361.1 
Other liabilitiesOther liabilities903.5 896.5 Other liabilities831.0 826.0 
Total LiabilitiesTotal Liabilities178,180.9 169,381.0 Total Liabilities138,654.8 147,297.0 
Shareholders’ Equity:Shareholders’ Equity:Shareholders’ Equity:
Preferred stock, $0.01 par value, 10,000 shares authorized as of March 31, 2022 and 2021; 4,584 issued and outstanding as of March 31, 2022 and December 31, 2021— — 
Class A common stock, $0.01 par value, 1,000,000 shares authorized at March 31, 2022 and December 31, 2021; 358,631 and 358,599 shares issued and outstanding as of March 31, 2022 and December 31, 2021, respectively3.6 3.6 
Class B common stock, $0.01 par value, 3 shares authorized, issued and outstanding as of March 31, 2022 and December 31, 2021— — 
Preferred stock, $0.01 par value, 10,000 shares authorized as of March 31, 2023 and December 31, 2022; 4,584 issued and outstanding as of March 31, 2023 and December 31, 2022Preferred stock, $0.01 par value, 10,000 shares authorized as of March 31, 2023 and December 31, 2022; 4,584 issued and outstanding as of March 31, 2023 and December 31, 2022— — 
Class A common stock, $0.01 par value, 1,000,000 shares authorized at March 31, 2023 and December 31, 2022; 358,931 and 358,929 shares issued and outstanding as of March 31, 2023 and December 31, 2022, respectivelyClass A common stock, $0.01 par value, 1,000,000 shares authorized at March 31, 2023 and December 31, 2022; 358,931 and 358,929 shares issued and outstanding as of March 31, 2023 and December 31, 2022, respectively3.6 3.6 
Class B common stock, $0.01 par value, 3 shares authorized, issued and outstanding as of March 31, 2023 and December 31, 2022Class B common stock, $0.01 par value, 3 shares authorized, issued and outstanding as of March 31, 2023 and December 31, 2022— — 
Additional paid-in capitalAdditional paid-in capital22,206.3 22,190.3 Additional paid-in capital22,281.5 22,261.6 
Retained earningsRetained earnings5,498.9 5,151.9 Retained earnings5,229.9 4,746.8 
Accumulated other comprehensive income (loss)Accumulated other comprehensive income (loss)28.0 53.5 Accumulated other comprehensive income (loss)(130.6)(133.3)
Total CME Group Shareholders’ EquityTotal CME Group Shareholders’ Equity27,736.8 27,399.3 Total CME Group Shareholders’ Equity27,384.4 26,878.7 
Total Liabilities and EquityTotal Liabilities and Equity$205,917.7 $196,780.3 Total Liabilities and Equity$166,039.2 $174,175.7 
See accompanying notes to unaudited consolidated financial statements.
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CME GROUP INC. AND SUBSIDIARIES
CONSOLIDATED STATEMENTS OF INCOME
(dollars in millions, except per share data; shares in thousands)
(unaudited)
 
Quarter EndedQuarter Ended
March 31, March 31,
20222021 20232022
RevenuesRevenuesRevenues
Clearing and transaction feesClearing and transaction fees$1,138.1 $1,007.0 Clearing and transaction fees$1,200.2 $1,138.1 
Market data and information servicesMarket data and information services151.7 144.2 Market data and information services165.8 151.7 
OtherOther56.8 102.1 Other75.6 56.8 
Total RevenuesTotal Revenues1,346.6 1,253.3 Total Revenues1,441.6 1,346.6 
ExpensesExpensesExpenses
Compensation and benefitsCompensation and benefits185.2 225.0 Compensation and benefits204.5 185.2 
TechnologyTechnology45.9 48.2 Technology51.3 45.9 
Professional fees and outside servicesProfessional fees and outside services31.8 37.4 Professional fees and outside services38.3 31.8 
Amortization of purchased intangiblesAmortization of purchased intangibles58.4 60.6 Amortization of purchased intangibles56.8 58.4 
Depreciation and amortizationDepreciation and amortization33.5 37.6 Depreciation and amortization31.9 33.5 
Licensing and other fee agreementsLicensing and other fee agreements80.9 64.7 Licensing and other fee agreements84.7 80.9 
OtherOther51.8 54.7 Other60.4 51.8 
Total ExpensesTotal Expenses487.5 528.2 Total Expenses527.9 487.5 
Operating IncomeOperating Income859.1 725.1 Operating Income913.7 859.1 
Non-Operating Income (Expense)Non-Operating Income (Expense)Non-Operating Income (Expense)
Investment incomeInvestment income73.1 30.9 Investment income1,357.7 73.1 
Interest and other borrowing costsInterest and other borrowing costs(42.5)(41.5)Interest and other borrowing costs(39.9)(42.5)
Equity in net earnings of unconsolidated subsidiariesEquity in net earnings of unconsolidated subsidiaries73.3 56.2 Equity in net earnings of unconsolidated subsidiaries78.2 73.3 
Other non-operating income (expense)Other non-operating income (expense)(46.7)(18.4)Other non-operating income (expense)(1,152.8)(46.7)
Total Non-Operating Income (Expense)Total Non-Operating Income (Expense)57.2 27.2 Total Non-Operating Income (Expense)243.2 57.2 
Income before Income TaxesIncome before Income Taxes916.3 752.3 Income before Income Taxes1,156.9 916.3 
Income tax provisionIncome tax provision205.3 177.5 Income tax provision273.1 205.3 
Net IncomeNet Income711.0 574.8 Net Income883.8 711.0 
Less: net (income) loss attributable to non-controlling interests— (0.4)
Net Income Attributable to CME Group711.0 574.4 
Net Income Attributable to Common Shareholders of CME GroupNet Income Attributable to Common Shareholders of CME Group$702.0 $574.4 Net Income Attributable to Common Shareholders of CME Group$872.7 $702.0 
Earnings per Share Attributable to Common Shareholders of CME Group:Earnings per Share Attributable to Common Shareholders of CME Group:Earnings per Share Attributable to Common Shareholders of CME Group:
BasicBasic$1.96 $1.60 Basic$2.43 $1.96 
DilutedDiluted1.95 1.60 Diluted2.43 1.95 
Weighted Average Number of Common Shares:Weighted Average Number of Common Shares:Weighted Average Number of Common Shares:
BasicBasic358,609 358,147 Basic358,933 358,609 
DilutedDiluted359,180 358,817 Diluted359,313 359,180 
See accompanying notes to unaudited consolidated financial statements.
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CME GROUP INC. AND SUBSIDIARIES
CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME
(in millions)
(unaudited)
Quarter EndedQuarter Ended
March 31,March 31,
2022202120232022
Net incomeNet income$711.0 $574.8 Net income$883.8 $711.0 
Other comprehensive income (loss), net of tax:Other comprehensive income (loss), net of tax:Other comprehensive income (loss), net of tax:
Investment securities:Investment securities:Investment securities:
Net unrealized holding gains (losses) arising during the periodNet unrealized holding gains (losses) arising during the period(1.3)(1.1)Net unrealized holding gains (losses) arising during the period0.4 (1.3)
Income tax benefit (expense)Income tax benefit (expense)0.3 0.3 Income tax benefit (expense)(0.1)0.3 
Investment securities, netInvestment securities, net(1.0)(0.8)Investment securities, net0.3 (1.0)
Defined benefit plans:Defined benefit plans:Defined benefit plans:
Net change in defined benefit plans arising during the periodNet change in defined benefit plans arising during the period(3.7)— Net change in defined benefit plans arising during the period(3.5)(3.7)
Amortization of net actuarial (gains) losses included in compensation and benefits expenseAmortization of net actuarial (gains) losses included in compensation and benefits expense0.3 1.1 Amortization of net actuarial (gains) losses included in compensation and benefits expense— 0.3 
Income tax benefit (expense)Income tax benefit (expense)0.9 (0.3)Income tax benefit (expense)0.9 0.9 
Defined benefit plans, netDefined benefit plans, net(2.5)0.8 Defined benefit plans, net(2.6)(2.5)
Derivative investments:Derivative investments:Derivative investments:
Reclassification of net unrealized (gains) losses to interest expense and other non-operating income (expense)Reclassification of net unrealized (gains) losses to interest expense and other non-operating income (expense)0.8 (0.3)Reclassification of net unrealized (gains) losses to interest expense and other non-operating income (expense)(1.2)0.8 
Income tax benefit (expense)Income tax benefit (expense)(0.2)0.1 Income tax benefit (expense)0.3 (0.2)
Derivative investments, netDerivative investments, net0.6 (0.2)Derivative investments, net(0.9)0.6 
Foreign currency translation:Foreign currency translation:Foreign currency translation:
Foreign currency translation adjustmentsForeign currency translation adjustments(22.6)(51.2)Foreign currency translation adjustments5.9 (22.6)
Foreign currency translation, netForeign currency translation, net(22.6)(51.2)Foreign currency translation, net5.9 (22.6)
Other comprehensive income (loss), net of taxOther comprehensive income (loss), net of tax(25.5)(51.4)Other comprehensive income (loss), net of tax2.7 (25.5)
Comprehensive incomeComprehensive income685.5 523.4 Comprehensive income$886.5 $685.5 
Less: comprehensive (income) loss attributable to non-controlling interests— (0.4)
Comprehensive income attributable to CME Group$685.5 $523.0 
See accompanying notes to unaudited consolidated financial statements.
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CME GROUP INC. AND SUBSIDIARIES
CONSOLIDATED STATEMENTS OF EQUITY
(dollars in millions, except per share data; shares in thousands)
(unaudited) 
Preferred Stock (Shares)Class A
Common
Stock
(Shares)
Class B
Common
Stock
(Shares)
Preferred Stock, Common
Stock and
Additional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income (Loss)
Total CME Group Shareholders' EquityPreferred Stock (Shares)Class A
Common
Stock
(Shares)
Class B
Common
Stock
(Shares)
Preferred Stock, Common
Stock and
Additional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income (Loss)
Total CME Group Shareholders' Equity
Balance at December 31, 20214,584 358,599 $22,193.9 $5,151.9 $53.5 $27,399.3 
Balance at December 31, 2022Balance at December 31, 20224,584 358,929 $22,265.2 $4,746.8 $(133.3)$26,878.7 
Net incomeNet income711.0 711.0 Net income883.8 883.8 
Other comprehensive income (loss)Other comprehensive income (loss)(25.5)(25.5)Other comprehensive income (loss)2.7 2.7 
Dividends on common and preferred stock of $1.00 per share(364.0)(364.0)
Dividends on common and preferred stock of $1.10 per shareDividends on common and preferred stock of $1.10 per share(400.7)(400.7)
Vesting of issued restricted Class A common stockVesting of issued restricted Class A common stock31 (4.3)(4.3)Vesting of issued restricted Class A common stock(0.3)(0.3)
Shares issued to Board of Directors0.3 0.3 
Stock-based compensationStock-based compensation20.0 20.0 Stock-based compensation20.2 20.2 
Balance at March 31, 20224,584 358,631 $22,209.9 $5,498.9 $28.0 $27,736.8 
Balance at March 31, 2023Balance at March 31, 20234,584 358,931 $22,285.1 $5,229.9 $(130.6)$27,384.4 

See accompanying notes to unaudited consolidated financial statements.




















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CME GROUP INC. AND SUBSIDIARIES
CONSOLIDATED STATEMENTS OF EQUITY (continued)
(dollars in millions, except per share data; shares in thousands)
(unaudited) 
Class A
Common
Stock
(Shares)
Class B
Common
Stock
(Shares)
Common
Stock and
Additional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income (Loss)
Total CME Group Shareholders' EquityNon-controlling InterestTotal
Equity
Balance at December 31, 2020358,110 $21,189.1 $4,995.9 $134.9 $26,319.9 $31.6 $26,351.5 
Net income574.4 574.4 0.4 574.8 
Other comprehensive income (loss)(51.4)(51.4)(51.4)
Dividends on common stock of $0.90 per share(323.0)(323.0)(323.0)
Purchase of non-controlling interest(2.2)(2.2)(4.0)(6.2)
Exercise of stock options31 1.7 1.7 1.7 
Vesting of issued restricted Class A common stock99 (13.1)(13.1)(13.1)
Stock-based compensation21.6 21.6 21.6 
Balance at March 31, 2021358,240 $21,197.1 $5,247.3 $83.5 $26,527.9 $28.0 $26,555.9 
Preferred Stock (Shares)Class A
Common
Stock
(Shares)
Class B
Common
Stock
(Shares)
Common
Stock and
Additional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income (Loss)
Total CME Group Shareholders' Equity
Balance at December 31, 20214,584 358,599 $22,193.9 $5,151.9 $53.5 $27,399.3 
Net income711.0 711.0 
Other comprehensive income (loss)(25.5)(25.5)
Dividends on common stock of $1.00 per share(364.0)(364.0)
Vesting of issued restricted Class A common stock31 (4.3)(4.3)
Shares issued to Board of Directors10.3 0.3 
Stock-based compensation20.0 20.0 
Balance at March 31, 20224,584 358,631 $22,209.9 $5,498.9 $28.0 $27,736.8 

See accompanying notes to unaudited consolidated financial statements.














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CME GROUP INC. AND SUBSIDIARIES
CONSOLIDATED STATEMENTS OF CASH FLOWS
(in millions)
(unaudited) 
Quarter Ended
March 31,
Quarter Ended
March 31,
20222021 20232022
Cash Flows from Operating ActivitiesCash Flows from Operating ActivitiesCash Flows from Operating Activities
Net incomeNet income$711.0 $574.8 Net income$883.8 $711.0 
Adjustments to reconcile net income to net cash provided by operating activities:Adjustments to reconcile net income to net cash provided by operating activities:Adjustments to reconcile net income to net cash provided by operating activities:
Stock-based compensationStock-based compensation20.0 21.6 Stock-based compensation20.2 20.0 
Amortization of purchased intangiblesAmortization of purchased intangibles58.4 60.6 Amortization of purchased intangibles56.8 58.4 
Depreciation and amortizationDepreciation and amortization33.5 37.6 Depreciation and amortization31.9 33.5 
Net realized and unrealized (gains) losses on investmentsNet realized and unrealized (gains) losses on investments(74.8)(3.5)
Net realized and unrealized (gains) losses on investments(3.5)(0.8)
Cash dividends in excess of earnings of unconsolidated subsidiaries11.9 13.1 
Deferred income taxesDeferred income taxes(5.1)(7.8)Deferred income taxes(8.7)(5.1)
Change in:Change in:Change in:
Accounts receivableAccounts receivable(174.0)(146.2)Accounts receivable(241.2)(174.0)
Other current assetsOther current assets(69.7)(30.5)Other current assets54.7 (69.7)
Other assetsOther assets19.0 12.3 Other assets19.4 19.0 
Accounts payableAccounts payable32.0 (8.7)Accounts payable(24.2)32.0 
Income taxes payableIncome taxes payable165.9 115.7 Income taxes payable282.5 165.9 
Other current liabilitiesOther current liabilities6.3 (32.3)Other current liabilities(106.7)6.3 
Other liabilitiesOther liabilities(14.7)(8.6)Other liabilities(7.2)(14.7)
OtherOther8.1 1.9 Other15.9 20.0 
Net Cash Provided by Operating ActivitiesNet Cash Provided by Operating Activities799.1 602.7 Net Cash Provided by Operating Activities902.4 799.1 
Cash Flows from Investing ActivitiesCash Flows from Investing ActivitiesCash Flows from Investing Activities
Proceeds from maturities of available-for-sale marketable securitiesProceeds from maturities of available-for-sale marketable securities2.7 2.2 Proceeds from maturities of available-for-sale marketable securities0.7 2.7 
Purchases of available-for-sale marketable securitiesPurchases of available-for-sale marketable securities(2.2)(1.5)Purchases of available-for-sale marketable securities(0.3)(2.2)
Purchases of property, netPurchases of property, net(23.4)(28.5)Purchases of property, net(15.2)(23.4)
Investments in privately-held equity investmentsInvestments in privately-held equity investments(2.4)— 
Purchase of non-controlling interest— (6.2)
Net Cash Used in Investing ActivitiesNet Cash Used in Investing Activities(22.9)(34.0)Net Cash Used in Investing Activities(17.2)(22.9)
Cash Flows from Financing ActivitiesCash Flows from Financing ActivitiesCash Flows from Financing Activities
Proceeds from debt, net of issuance costsProceeds from debt, net of issuance costs742.7 — Proceeds from debt, net of issuance costs— 742.7 
Repayment of debt, including call premiumRepayment of debt, including call premium(756.1)— Repayment of debt, including call premium— (756.1)
Cash dividendsCash dividends(1,543.5)(1,217.5)Cash dividends(2,035.6)(1,543.5)
Change in performance bond and guaranty fund contributionsChange in performance bond and guaranty fund contributions9,787.1 36,632.2 Change in performance bond and guaranty fund contributions(7,158.5)9,787.1 
Employee taxes paid on restricted stock vestingEmployee taxes paid on restricted stock vesting(4.3)(13.1)Employee taxes paid on restricted stock vesting(0.3)(4.3)
OtherOther(4.3)(2.6)Other(4.1)(4.3)
Net Cash Provided by Financing Activities8,221.6 35,399.0 
Net Cash (Used in) Provided by Financing ActivitiesNet Cash (Used in) Provided by Financing Activities(9,198.5)8,221.6 









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CME GROUP INC. AND SUBSIDIARIES
CONSOLIDATED STATEMENTS OF CASH FLOWS (continued)
(in millions)
(unaudited) 
Quarter Ended
March 31,
Quarter Ended
March 31,
2022202120232022
Net change in cash, cash equivalents, restricted cash and restricted cash equivalentsNet change in cash, cash equivalents, restricted cash and restricted cash equivalents$8,997.8 $35,967.7 Net change in cash, cash equivalents, restricted cash and restricted cash equivalents$(8,313.3)$8,997.8 
Cash, cash equivalents, restricted cash and restricted cash equivalents, beginning of periodCash, cash equivalents, restricted cash and restricted cash equivalents, beginning of period160,789.9 88,420.3 Cash, cash equivalents, restricted cash and restricted cash equivalents, beginning of period137,974.3 160,789.9 
Cash, Cash Equivalents, Restricted Cash and Restricted Cash Equivalents, End of PeriodCash, Cash Equivalents, Restricted Cash and Restricted Cash Equivalents, End of Period$169,787.7 $124,388.0 Cash, Cash Equivalents, Restricted Cash and Restricted Cash Equivalents, End of Period$129,661.0 $169,787.7 
Reconciliation of cash, cash equivalents, restricted cash and restricted cash equivalents:Reconciliation of cash, cash equivalents, restricted cash and restricted cash equivalents:Reconciliation of cash, cash equivalents, restricted cash and restricted cash equivalents:
Cash and cash equivalentsCash and cash equivalents$2,045.7 $936.4 Cash and cash equivalents$1,565.2 $2,045.7 
Cash classified as assets held for sale— 30.0 
Short-term restricted cashShort-term restricted cash4.8 4.5 Short-term restricted cash5.1 4.8 
Long-term restricted cashLong-term restricted cash0.5 3.1 Long-term restricted cash— 0.5 
Restricted cash and restricted cash equivalents (performance bonds and guaranty fund contributions)Restricted cash and restricted cash equivalents (performance bonds and guaranty fund contributions)167,736.7 123,414.0 Restricted cash and restricted cash equivalents (performance bonds and guaranty fund contributions)128,090.7 167,736.7 
TotalTotal$169,787.7 $124,388.0 Total$129,661.0 $169,787.7 
Supplemental Disclosure of Cash Flow InformationSupplemental Disclosure of Cash Flow InformationSupplemental Disclosure of Cash Flow Information
Income taxes paidIncome taxes paid$44.6 $65.8 Income taxes paid$30.9 $44.6 
Interest paidInterest paid43.4 42.4 Interest paid41.1 43.4 
Non-cash investing activities:Non-cash investing activities:
Accrued proceeds from sale of investments Accrued proceeds from sale of investments97.9 — 

See accompanying notes to unaudited consolidated financial statements.
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NOTES TO UNAUDITED CONSOLIDATED FINANCIAL STATEMENTS
1. Basis of Presentation
The consolidated financial statements consist of CME Group Inc. (CME Group) and its subsidiaries (collectively, the company), including Chicago Mercantile Exchange Inc. (CME), Board of Trade of the City of Chicago, Inc. (CBOT), New York Mercantile Exchange, Inc. (NYMEX), Commodity Exchange, Inc. (COMEX) and NEX Group Limited (NEX). The clearing house is operated by CME.
In January 2021, the company announced that it agreed with IHS Markit to combine their post-trade services into a new joint venture, OSTTRA. The joint venture was launched in September 2021. OSTTRA performs trade processing and risk mitigation services.
The accompanying interim consolidated financial statements have been prepared by CME Group without audit. Certain notes and other information normally included in financial statements prepared in accordance with accounting principles generally accepted in the United States have been condensed or omitted. In the opinion of management, the accompanying consolidated financial statements include all adjustments (consisting only of normal recurring adjustments) considered necessary to present fairly the financial position of the company at March 31, 20222023 and December 31, 20212022 and the results of operations and cash flows for the periods indicated. Quarterly results are not necessarily indicative of results for any subsequent period.
During the fourth quarter of 2021, the company revised the presentation of the consolidated statements of cash flows to include cash performance bonds and guaranty fund contributions as restricted cash and restricted cash equivalents within the beginning and ending balances of the reconciliation of cash, cash equivalents, restricted cash and restricted cash equivalents. Total cash flows from financing activities were revised to include the changes associated with the cash performance bonds and guaranty fund contribution liability. See Note 4. Performance Bonds and Guaranty Fund Contributions for additional information on cash performance bonds and guaranty fund contributions.
The prior period amounts have been revised to conform to the current period presentation. The revision in presentation is considered immaterial to the company's overall financial statements and has had no impact on the consolidated balance sheets, consolidated statements of income, consolidated statements of comprehensive income or consolidated statements of equity, including all previously filed financial statements. These cash performance bonds and guaranty fund contributions cannot be used for the company's operations or to satisfy any operational liabilities.
The following table presents the effects of the changes on the presentation of these cash flows to the previously reported consolidated statements of cash flows of March 31, 2021:
(in millions)As Previously ReportedAdjustmentsRevised
Net cash provided by (used in) financing activities$(1,233.2)$36,632.2 $35,399.0 
Net change in cash, cash equivalents, restricted cash and restricted cash equivalents(664.5)36,632.2 35,967.7 
The accompanying consolidated financial statements should be read in conjunction with the consolidated financial statements and notes thereto in CME Group’s Annual Report on Form 10-K for the year ended December 31, 2021,2022, filed with the Securities and Exchange Commission (SEC) on February 25, 2022.27, 2023.
2. Accounting Policies
Newly Adopted Accounting Policies. The company adopted the following accounting policies during 2022:
In August 2020, FASB issued an accounting update that simplifies the accounting for convertible instruments and amends certain guidance on the computation of EPS for convertible instruments. This guidance reduces the number of accounting models used for the allocation of proceeds attributable to the issuance of a convertible instrument, thereby eliminating the beneficial conversion feature model. It is also noted that this guidance revises and eliminates certain criteria for achieving equity classification on the balance sheet. This accounting update requires entities to provide expanded disclosures about the terms and features of convertible instruments, including information about events, conditions, and circumstances that can affect how to assess the amount or timing of an entity’s future cash flows related to those instruments. The company adopted this guidance on January 1, 2022. Adoption of this guidance did not have an impact on the consolidated financial statements.
3. Revenue Recognition
The company generates revenue from customers from the following sources:
Clearing and transaction fees. Clearing and transaction fees include electronic trading fees and brokerage commissions, surcharges for privately-negotiated transactions, portfolio reconciliation and compression services, risk mitigation and other volume-related charges for trade contracts. Clearing and transaction fees are assessed upfront at the time of trade execution. As
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such, the company recognizes the majority of the fee revenue upon successful execution of the trade. The minimal remaining portion of the fee revenue related to settlement activities performed after trade execution is recognized over the short-term period that the contract is outstanding, based on management’s estimates of the average contract lifecycle. These estimates are based on various assumptions to approximate the amount of fee revenue to be attributed to services performed through contract settlement, expiration, or termination. For cleared trades, these assumptions include the average number of days that a contract remains in open interest, contract turnover, average revenue per day, and revenue remaining in open interest at the end of each period.
The nature of contracts gives rise to several types of variable consideration, including volume-based pricing tiers, customer incentives associated with market maker programs and other fee discounts. The company includes fee discounts and incentives in the estimated transaction price when there is a basis to reasonably estimate the amount of the fee reduction. These estimates are based on historical experience, anticipated performance, and best judgment at the time. Because of the company's certainty in estimating these amounts, they are included in the transaction price of contracts.
Market data and information services. Market data and information services represent revenue from the dissemination of market data to subscribers, distributors, and other third-party licensees of market data. Pricing for market data is primarily based on the number of reportable devices used as well as the number of subscribers enrolled under the arrangement. Fees for these services are generally billed monthly. Market data services are satisfied over time and revenue is recognized on a monthly basis as the customers receive and consume the benefit of the market data services. However, the company also maintains certain annual license arrangements with one-time upfront fees. The fees for annual licenses are initially recorded as a contract liability and recognized as revenue monthly over the term of the annual period.
Other. Other revenues include certain access and communication fees, fees for collateral management, equity membership subscription fees, and fees for trade order routing through agreements from various strategic relationships. Access and communication fees are chargescharged to customers that utilize various telecommunications networks and communications services. Fees for these services are generally billed monthly and the associated fee revenue is recognized as billed. Collateral management fees are charged to clearing firms that have collateral on deposit with the clearing house to meet their minimum performance bond and guaranty fund obligations on the exchange. These fees are calculated based on daily collateral balances and are billed monthly. This fee revenue is recognized monthly as billed as the customers receive and consume the benefits of the services. The company also has an equity membership program which provides equity members the option to substitute a monthly subscription fee for their existing requirement to hold CME Group Class A common stock. Choosing to pay this fee in lieu of holding Class A shares is entirely voluntary and the client's choice. Fee revenue under this program is earned monthly as billed over the contractual term. Pricing for strategic relationships may be driven by customer levels and activity. There are fee arrangements which provide for monthly as well as quarterly payments in arrears. Revenue is recognized monthly for strategic relationship arrangements as the customers receive and consume the benefits of the services.
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The following table represents a disaggregation of revenue from contracts with customers by product line for the quartersquarter ended March 31, 20222023 and 2021:2022:
Quarter Ended
March 31,
Quarter Ended
March 31,
(in millions)(in millions)20222021(in millions)20232022
Interest ratesInterest rates$374.8 $299.7 Interest rates$444.8 $374.8 
Equity indexesEquity indexes259.1 198.5 Equity indexes269.2 259.1 
Foreign exchangeForeign exchange44.8 40.5 Foreign exchange47.5 44.8 
Agricultural commoditiesAgricultural commodities126.0 120.5 Agricultural commodities115.3 126.0 
EnergyEnergy175.2 158.1 Energy167.9 175.2 
MetalsMetals54.4 58.3 Metals60.9 54.4 
BrokerTec fixed incomeBrokerTec fixed income44.4 45.5 BrokerTec fixed income39.2 44.4 
EBS foreign exchangeEBS foreign exchange42.3 45.3 EBS foreign exchange35.8 42.3 
Optimization— 24.3 
Interest rate swapInterest rate swap17.1 16.3 Interest rate swap19.6 17.1 
Total clearing and transaction feesTotal clearing and transaction fees1,138.1 1,007.0 Total clearing and transaction fees1,200.2 1,138.1 
Market data and information servicesMarket data and information services151.7 144.2 Market data and information services165.8 151.7 
OtherOther56.8 102.1 Other75.6 56.8 
Total revenuesTotal revenues$1,346.6 $1,253.3 Total revenues$1,441.6 $1,346.6 
Timing of Revenue RecognitionTiming of Revenue RecognitionTiming of Revenue Recognition
Services transferred at a point in timeServices transferred at a point in time$1,077.3 $945.1 Services transferred at a point in time$1,177.5 $1,077.3 
Services transferred over timeServices transferred over time264.7 305.2 Services transferred over time259.5 264.7 
One-time charges and miscellaneous revenuesOne-time charges and miscellaneous revenues4.6 3.0 One-time charges and miscellaneous revenues4.6 4.6 
Total revenuesTotal revenues$1,346.6 $1,253.3 Total revenues$1,441.6 $1,346.6 
The timing of revenue recognition, billings and cash collections results in billed accounts receivable, and customer advances and deposits (contract liabilities) on the consolidated balance sheets. Certain fees for transactions, annual licenses, and other revenue arrangements are billed upfront before revenue is recognized, which results in the recognition of contract liabilities. These liabilities are recognized on the consolidated balance sheets on a contract-by-contract basis upon commencement of services under the customer contract. These upfront customer payments are recognized as revenue over time as the obligations under the contracts are satisfied. Changes in the contract liability balances during the quarterthree months ended March 31, 20222023 were not materially impacted by any other factors. The balance of contract liabilities was $46.150.8 million and $15.2 $12.7 million as of March 31, 20222023 and December 31, 2021,2022, respectively.
4.3. Performance Bonds and Guaranty Fund Contributions
Performance Bonds and Guaranty Fund Contributions.Contribution Reinvestment. CME reinvests cash performance bonds and guaranty fund contributions and distributes a portion of the interest earned back to the clearing firms. The reinvestment of cash can include certain commercial and central bank deposits, government securities, reverse repurchase agreements, and money market funds. CME has been designated as a systemically important financial market utility by the Financial Stability Oversight Council and is authorized to maintain cash accounts at the Federal Reserve Bank of Chicago. At March 31, 2022,2023, CME maintained $158.2$117.5 billion within the cash account at the Federal Reserve Bank of Chicago. The cash deposit at the Federal Reserve Bank of Chicago is included within performance bonds and guaranty fund contributions on the consolidated balance sheets.
In the first quarter of 2023 and 2022, earnings from cash performance bond and guaranty fund contributions were $1,256.3 million and $73.6 million, respectively. In the first quarter of 2023 and 2022, expense related to the distribution of interest earned on collateral reinvestments was $1,163.5 million and $48.4 million, respectively. The earnings from cash performance bonds and guaranty fund contributions are included in investment income and the expense related to the distribution of interest earned is included in other non-operating income (expense) on the consolidated statements of income.
Clearing House Contract Settlement. The clearing house marks-to-market open positions at least once a day (twice a day for all futures and options contracts twice a day (once a day for CME's cleared-only interest rate swap contracts). Based on values derived from the mark-to-market process, the clearing house requires payments from clearing firms whose positions have lost value and makes payments to clearing firms whose positions have gained value. Under the extremely unlikely scenario of simultaneous default by every clearing firm who has open positions with unrealized losses, the maximum exposure related to positions other than cleared-only interest rate swap contracts would be one half day of
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changes in fair value of all open positions, before considering the clearing house's ability to access defaulting clearing firms' collateral deposits.
For CME's cleared-onlycleared interest rate swap contracts, the maximum exposure at the time of default related to CME'sthe clearing house's guarantee would be one full day of changes in fair value of all open positions, before considering CME'sthe clearing house's ability to access defaulting clearing firms' collateral.
During the first quarter of 2022,2023, the clearing house transferred an average of approximately $6.4$5.7 billion a day through its clearing systems for settlement from clearing firms whose positions had lost value to clearing firms whose positions had gained
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value. The clearing house reduces its guarantee exposure through initial and maintenance performance bond requirements and mandatory guaranty fund contributions. Management has assessed the fair value of the company's settlement guarantee liability by taking the following factors into consideration: the design and operations of the clearing risk management process, the financial safeguard packages in place, historical evidence of default by a clearing member and the estimated probability of potential payouts by the clearing house. Based on the assessment performed, management estimates the guarantee liability to be nominal and therefore has not recorded any liability at March 31, 20222023 and December 31, 2021.2022. The company does not have a history of significant losses recognized on performance bond collateral as posted by our clearing members, and management currently does not anticipate any future credit losses on its performance bond assets. Accordingly, the company has not provided an allowance for credit losses on these performance bond deposits, nor has it recorded any liabilities to reflect an allowance for credit losses related to our off-balance sheet credit exposures and guarantees.
5.4. Intangible Assets and Goodwill
Intangible assets consisted of the following at March 31, 20222023 and December 31, 2021:2022:
 
March 31, 2022December 31, 2021 March 31, 2023December 31, 2022
(in millions)(in millions)Assigned ValueAccumulated
Amortization
Net Book
Value
Assigned ValueAccumulated
Amortization
Deconsolidation(2)
Net Book
Value
(in millions)Assigned ValueAccumulated
Amortization
Net Book
Value
Assigned ValueAccumulated
Amortization
Net Book
Value
Amortizable Intangible Assets:Amortizable Intangible Assets:Amortizable Intangible Assets:
Clearing firm, market data and other customer relationshipsClearing firm, market data and other customer relationships$4,714.0 $(1,757.5)$2,956.5 $5,818.2 $(1,847.7)(950.0)$3,020.5 Clearing firm, market data and other customer relationships$4,691.3 $(1,964.2)$2,727.1 $4,685.8 $(1,909.7)$2,776.1 
Technology-related intellectual propertyTechnology-related intellectual property62.5 (50.2)12.3 175.3 (76.3)(84.6)14.4 Technology-related intellectual property62.5 (57.7)4.8 62.5 (55.8)6.7 
OtherOther72.8 (28.4)44.4 105.7 (35.5)(23.1)47.1 Other70.4 (34.9)35.5 69.5 (32.6)36.9 
Total amortizable intangible assetsTotal amortizable intangible assets$4,849.3 $(1,836.1)$3,013.2 $6,099.2 $(1,959.5)$(1,057.7)3,082.0 Total amortizable intangible assets$4,824.2 $(2,056.8)$2,767.4 $4,817.8 $(1,998.1)$2,819.7 
Indefinite-Lived Intangible Assets:Indefinite-Lived Intangible Assets:Indefinite-Lived Intangible Assets:
Trade namesTrade names450.0 450.0 Trade names450.0 450.0 
Total intangible assets – other, netTotal intangible assets – other, net$3,463.2 $3,532.0 Total intangible assets – other, net$3,217.4 $3,269.7 
Trading products (1)
Trading products (1)
$17,175.3 $17,175.3 
Trading products (1)
$17,175.3 $17,175.3 
(1)Trading products represent futures and options products acquired in our business combinations with CBOT Holdings, Inc., NYMEX Holdings, Inc. and The Board of Trade of Kansas City, Missouri, Inc. Clearing and transaction fees are generated through the trading of these products. These trading products, most of which have traded for decades, require authorization from the Commodity Futures Trading Commission (CFTC). Product authorizations from the CFTC have no term limits.
(2)The activity from deconsolidation includes intangible assets as part of the contribution of the net assets of the optimization business to OSTTRA.
Total amortization expense for intangible assets was $58.4$56.8 million and $60.6$58.4 million for the quarters ended March 31, 20222023 and 2021,2022, respectively.
As of March 31, 2022,2023, the future estimated amortization expense related to amortizable intangible assets is expected to be as follows:
(in millions)(in millions) Amortization Expense(in millions) Amortization Expense
Remainder of 2022$173.3 
2023229.7 
Remainder of 2023Remainder of 2023$171.1 
20242024223.2 2024221.8 
20252025223.2 2025221.8 
20262026223.2 2026221.8 
20272027221.9 2027220.5 
20282028214.2 
ThereafterThereafter1,718.7 Thereafter1,496.2 






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Goodwill activity consisted of the following for the periods ended March 31, 20222023 and December 31, 20212022:
(in millions)(in millions)Balance at December 31, 2021
Deconsolidation (1)
Other
Activity (2)
Balance at March 31, 2022(in millions)Balance at December 31, 2022
Other
Activity (1)
Balance at March 31, 2023
CBOT HoldingsCBOT Holdings$5,066.4 $— $— $5,066.4 CBOT Holdings$5,066.4 $— $5,066.4 
NYMEX HoldingsNYMEX Holdings2,462.2 — — 2,462.2 NYMEX Holdings2,462.2 — 2,462.2 
NEXNEX2,959.0 — (12.2)2,946.8 NEX2,913.5 8.0 2,921.5 
OtherOther40.4 — — 40.4 Other40.4 — 40.4 
Total GoodwillTotal Goodwill$10,528.0 $— $(12.2)$10,515.8 Total Goodwill$10,482.5 $8.0 $10,490.5 
(in millions)(in millions)Balance at December 31, 2020
Deconsolidation (1)
Other
Activity (2)
Balance at December 31, 2021(in millions)Balance at December 31, 2021
Other
Activity (1)
Balance at December 31, 2022
CBOT HoldingsCBOT Holdings$5,066.4 $— $— $5,066.4 CBOT Holdings$5,066.4 $— $5,066.4 
NYMEX HoldingsNYMEX Holdings2,462.2 — — 2,462.2 NYMEX Holdings2,462.2 — 2,462.2 
NEXNEX3,229.8 (246.2)(24.6)2,959.0 NEX2,959.0 (45.5)2,913.5 
OtherOther40.4 — — 40.4 Other40.4 — 40.4 
Total GoodwillTotal Goodwill$10,798.8 $(246.2)$(24.6)$10,528.0 Total Goodwill$10,528.0 $(45.5)$10,482.5 
__________
1) The activity from deconsolidation includes goodwill as part of the contribution of the net assets of the optimization business to OSTTRA.
2)(1) Other activity includes currency translation adjustments.
6.5. Debt
In March 2022, the company completed an offering of $750.0 million of its 2.65% fixed rate notes due March 2032. The company used the net proceeds from the offering, together with cash on hand, to redeem all $750.0 million of its 3.00% fixed rate notes due September 2022 in March 2022. As part of the redemption, the company paid a call premium of $6.2 million, which is recognized in other non-operating income (expense).
Short-term debt consisted of the following at March 31, 20222023 and December 31, 2021:2022:
(in millions)March 31, 2022December 31, 2021
$750.0 million fixed rate notes due September 2022, stated rate of 3.00% (1)
— 749.4 
Total short-term debt$— $749.4 
(1)The company maintained a forward-starting interest rate swap agreement that modified the interest obligation associated with these notes so that the interest payable on the notes effectively became fixed at a rate of 3.32%.
(in millions)March 31, 2023December 31, 2022
€15.0 million fixed rate notes due May 2023, stated rate of 4.30%$16.3 $16.0 
Total short-term debt$16.3 $16.0 
Long-term debt consisted of the following at March 31, 20222023 and December 31, 2021:2022: 
(in millions)(in millions)March 31, 2022December 31, 2021(in millions)March 31, 2023December 31, 2022
€15.0 million fixed rate notes due May 2023, stated rate of 4.30%16.6 16.8 
$750.0 million fixed rate notes due March 2025, stated rate of 3.00% (1)
$750.0 million fixed rate notes due March 2025, stated rate of 3.00% (1)
747.9 747.7 
$750.0 million fixed rate notes due March 2025, stated rate of 3.00% (1)
$748.6 $748.4 
$500.0 million fixed rate notes due June 2028, stated rate of 3.75%$500.0 million fixed rate notes due June 2028, stated rate of 3.75%497.3 497.2 $500.0 million fixed rate notes due June 2028, stated rate of 3.75%497.8 497.7 
$750.0 million fixed rate notes due March 2032, stated rate of 2.65%
$750.0 million fixed rate notes due March 2032, stated rate of 2.65%
741.2 — 
$750.0 million fixed rate notes due March 2032, stated rate of 2.65%
742.0 741.7 
$750.0 million fixed rate notes due September 2043, stated rate of 5.30% (2)
$750.0 million fixed rate notes due September 2043, stated rate of 5.30% (2)
743.4 743.4 
$750.0 million fixed rate notes due September 2043, stated rate of 5.30% (2)
743.7 743.7 
$700.0 million fixed rate notes due June 2048, stated rate of 4.15%$700.0 million fixed rate notes due June 2048, stated rate of 4.15%690.7 690.6 $700.0 million fixed rate notes due June 2048, stated rate of 4.15%691.0 690.9 
Total long-term debtTotal long-term debt$3,437.1 $2,695.7 Total long-term debt$3,423.1 $3,422.4 
(1)The company maintained a forward-starting interest rate swap agreement that modified the interest obligation associated with these notes so that the interest payable on the notes effectively became fixed at a rate of 3.11%.
(2)The company maintained a forward-starting interest rate swap agreement that modified the interest obligation associated with these notes so that the interest payable on the notes effectively became fixed at a rate of 4.73%.



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Long-term debt maturities, at par value (in U.S. dollar equivalent), were as follows at March 31, 2022:2023:  
(in millions)(in millions)Par Value(in millions)Par Value
2023$16.7 
20242024— 2024$— 
20252025750.0 2025750.0 
20262026— 2026— 
20272027— 2027— 
20282028— 
ThereafterThereafter2,700.0 Thereafter2,700.0 
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6. Contingencies
Legal and Regulatory Matters. In the normal course of business, the company discusses matters with its regulators raised during regulatory examinations or otherwise subject to their inquiry and oversight. These matters could result in censures, fines, penalties or other sanctions. Management believes the outcome of any resulting actions will not have a material impact on itsthe company's consolidated financial position or results of operations. However, the company is unable to predict the outcome or the timing of the ultimate resolution of these matters, or the potential fines, penalties or injunctive or other equitable relief, if any, that may result from these matters.
A putative class action complaint was filed January 15, 2014 in the Circuit Court of Cook County, Chancery Division, against CME Group Inc. and the Board of Trade of the City of Chicago, Inc. The plaintiffs, certain Class B shareholders of CME Group and Class B members of CBOT, allege breach of contract and breach of the implied covenant of good faith and fair dealing for violations of their core rights granted in the defendants’ respective Certificates of Incorporation. On December 2, 2021, the court granted the plaintiffs’ motion for certification of a damages-only class. No trial date has been set. Given the uncertainty of factors that may potentially affect the resolution of the matter, at this time the company is unable to estimate the reasonably possible loss or range of reasonably possible losses in the unlikely event it were found to be liable at trial. Based on its investigation to date, the company believes that it has strong factual and legal defenses to the claims.
In addition, the company is a defendant in, and has potential for,may be subject to, various other legal proceedings arising from its regular business activities. While the ultimate results of such proceedings against the company cannot be predicted with certainty, the company believes that the resolution of any of these matters on an individual or aggregate basis will not have a material impact on its consolidated financial position or results of operations.
No accrual was required for contingent legal and regulatory matters as none were probable and estimable as of March 31, 20222023 and December 31, 2021.2022.
Intellectual Property Indemnifications. Certain agreements with customers and other third parties related to accessing the CME Group platforms, utilizing market data services and licensing CME SPAN software may contain indemnifications from intellectual property claims that may be made against them as a result of their use of the applicable products and/or services. The potential future claims relating to these indemnifications cannot be estimated and therefore no liability has been recorded.
8.7. Leases
The company has operating leases for corporate offices. The operating leases have remaining lease terms of up to 1615 years, some of which include options to extend or renew the leases for up to an additional 5five years, and some of which include options to early terminate the leases in less than 12 months. Management evaluates whether these options are exercisable at least quarterly in order to determine whether the contract term must be reassessed. For a small number of the leases, primarily the international locations, management's approach is to enter into short-term leases for a lease term of 12 months or less in order to provide for greater flexibility in the local environment. For certain office spaces, the company has entered into arrangements to sublease excess space to third parties, while the original lease contract remains in effect with the landlord.
The company also has one finance lease, which is related to the sale of our data center in March 2016. In connection with the sale, the company leased back a portion of the property. The sale leaseback transaction was recognized under the financing method and not as a sale leaseback arrangement.
The right-of-use lease asset is recorded within other assets, and the present value of the lease liability is recorded within other liabilities (segregated between short term and long term) on the consolidated balance sheets. The discount rate applied to the lease payments represents the company's incremental borrowing rate.











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The components of lease costs were as follows:
Quarter Ended
March 31,
Quarter Ended
March 31,
(in millions)(in millions)20222021(in millions)20232022
Operating lease expense:Operating lease expense:Operating lease expense:
Operating lease costOperating lease cost$14.7 $16.8 Operating lease cost$14.0 $14.7 
Short-term lease costShort-term lease cost0.1 0.2 Short-term lease cost0.1 0.1 
Total operating lease expense included in other expenseTotal operating lease expense included in other expense$14.8 $17.0 Total operating lease expense included in other expense$14.1 $14.8 
Finance lease expense:Finance lease expense:Finance lease expense:
Interest expenseInterest expense$0.7 $0.8 Interest expense$0.7 $0.7 
Depreciation expenseDepreciation expense2.2 2.2 Depreciation expense2.2 2.2 
Total finance lease expenseTotal finance lease expense$2.9 $3.0 Total finance lease expense$2.9 $2.9 
Sublease revenue included in other revenueSublease revenue included in other revenue$2.7 $2.5 Sublease revenue included in other revenue$2.4 $2.7 
Supplemental cash flow information related to leases was as follows:
Quarter Ended
March 31,
Quarter Ended
March 31,
(in millions)(in millions)20222021(in millions)20232022
Cash outflows for operating leasesCash outflows for operating leases$16.9 $15.3 Cash outflows for operating leases$17.0 $16.9 
Cash outflows for finance leasesCash outflows for finance leases4.3 4.2 Cash outflows for finance leases4.3 4.3 
Supplemental balance sheet information related to leases was as follows:
Operating leases
(in millions)(in millions)March 31, 2022December 31, 2021(in millions)March 31, 2023December 31, 2022
Operating lease right-of-use assetsOperating lease right-of-use assets$338.8 $345.3 Operating lease right-of-use assets$301.1 $310.6 
Operating lease liabilities:Operating lease liabilities:Operating lease liabilities:
Other current liabilitiesOther current liabilities$47.4 $47.3 Other current liabilities$49.1 $49.9 
Other liabilitiesOther liabilities433.7 449.4 Other liabilities375.2 383.5 
Total operating lease liabilitiesTotal operating lease liabilities$481.1 $496.7 Total operating lease liabilities$424.3 $433.4 
Weighted average remaining lease term (in months)Weighted average remaining lease term (in months)129132Weighted average remaining lease term (in months)121121
Weighted average discount rateWeighted average discount rate3.9 %3.9 %Weighted average discount rate3.8 %3.8 %










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Finance leases
(in millions)(in millions)March 31, 2022December 31, 2021(in millions)March 31, 2023December 31, 2022
Finance lease right-of-use assetsFinance lease right-of-use assets$78.0 $80.2 Finance lease right-of-use assets$69.3 $71.5 
Finance lease liabilities:Finance lease liabilities:Finance lease liabilities:
Other current liabilitiesOther current liabilities$8.0 $7.9 Other current liabilities$8.2 $8.2 
Other liabilitiesOther liabilities73.9 75.9 Other liabilities65.7 67.8 
Total finance lease liabilitiesTotal finance lease liabilities$81.9 $83.8 Total finance lease liabilities$73.9 $76.0 
Weighted average remaining lease term (in months)Weighted average remaining lease term (in months)108111Weighted average remaining lease term (in months)9699
Weighted average discount rateWeighted average discount rate3.5 %3.5 %Weighted average discount rate3.5 %3.5 %
Future minimum lease payments were as follows as of March 31, 20222023 for operating and finance leases:
(in millions)(in millions)Operating Leases(in millions)Operating Leases
Remainder of 2022$49.0 
202365.9 
Remainder of 2023Remainder of 2023$50.0 
2024202461.3 202460.9 
2025202558.3 202557.7 
2026202654.0 202653.1 
2027202751.7 202750.8 
2028202850.1 
ThereafterThereafter252.1 Thereafter197.0 
Total lease paymentsTotal lease payments592.3 Total lease payments519.6 
Less: imputed interestLess: imputed interest(111.2)Less: imputed interest(95.3)
Present value of lease liabilityPresent value of lease liability$481.1 Present value of lease liability$424.3 
(in millions)(in millions)Finance Leases(in millions)Finance Leases
Remainder of 2022$12.8 
202317.2 
Remainder of 2023Remainder of 2023$12.9 
2024202417.4 202417.4 
2025202517.5 202517.5 
2026202617.6 202617.6 
2027202717.8 202717.8 
2028202817.9 
ThereafterThereafter58.9 Thereafter41.0 
Total lease paymentsTotal lease payments159.2 Total lease payments142.1 
Less: imputed interestLess: imputed interest(77.3)Less: imputed interest(68.2)
Present value of lease liabilityPresent value of lease liability$81.9 Present value of lease liability$73.9 
9.8. Guarantees
Mutual Offset Agreement. CME and Singapore Exchange Limited (SGX) maintain a mutual offset agreement with a current term through May 2023. This agreement enables market participants to open a futures position on one exchange and liquidate it on the other. The term of the agreement will automatically renew for a 1-yearone-year period after May 2023 unless either party provides advance notice of their intent to terminate. CME can maintain collateral in the form of irrevocable, standby letters of credit. At March 31, 2022,2023, CME was contingently liable to SGX on letters of credit totaling $330.0360.0 million. CME also maintains a $350.0 million line of credit to meet its obligations under this agreement. Regardless of the collateral, CME guarantees all cleared transactions submitted through SGX and would initiate procedures designed to satisfy these financial obligations in the event of a default, such as the use of performance bonds and guaranty fund contributions of the defaulting clearing firm. Management has assessed the fair value of the company's guarantee liability under this mutual offset agreement by taking the following factors into consideration: the design and operations of the clearing risk management process, the financial safeguard packages in place, historical evidence of default by a clearing member and the estimated probability of
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potential payouts by the clearing house. Based on the assessment performed, management estimates the guarantee liability to be nominal and therefore has not recorded any liability at March 31, 20222023 and December 31, 2021.2022.
Family Farmer and Rancher Protection Fund. In 2012, the company established the Family Farmer and Rancher Protection Fund (the Fund). The Fund is designed to provide payments, up to certain maximum levels, to family farmers, ranchers and other agricultural industry participants who use the company's agricultural commodity products and who suffer losses to their segregated account balances due to their CME clearing member becoming insolvent. Under the terms of the Fund, farmers and ranchers are eligible for up to $25,000 per participant. Farming and ranching cooperatives are eligible for up to $100,000 per cooperative. The Fund was established with a maximum of $100.0 million available for distribution to participants. Since its establishment, the Fund has made payments of approximately $2.0 million, which leaves $98.0 million available for future claims. If, at any time, payments due to participants were to exceed the amount remaining in the fund,Fund, payments would be pro-rated. Clearing members and customers must register with the company in advance and provide certain documentation in order to substantiate their eligibility. The company believes that its guarantee liability is nominal and therefore has not recorded any liability at March 31, 20222023 and December 31, 2021.2022.
10.9. Accumulated Other Comprehensive Income (Loss)
The following tables present changes in the accumulated balances for each component of other comprehensive income (loss), including current period other comprehensive income (loss) and reclassifications out of accumulated other comprehensive income (loss):
(in millions)(in millions)Investment SecuritiesDefined Benefit PlansDerivative InvestmentsForeign Currency TranslationTotal(in millions)Investment SecuritiesDefined Benefit PlansDerivative InvestmentsForeign Currency TranslationTotal
Balance at December 31, 2021$1.1 $(34.8)$66.1 $21.1 $53.5 
Balance at December 31, 2022Balance at December 31, 2022$(0.9)$(22.8)$64.7 $(174.3)$(133.3)
Other comprehensive income (loss) before reclassifications and income tax benefit (expense)Other comprehensive income (loss) before reclassifications and income tax benefit (expense)(1.3)(3.7)— (22.6)(27.6)Other comprehensive income (loss) before reclassifications and income tax benefit (expense)0.4 (3.5)— 5.9 2.8 
Amounts reclassified from accumulated other comprehensive income (loss)Amounts reclassified from accumulated other comprehensive income (loss)— 0.3 0.8 — 1.1 Amounts reclassified from accumulated other comprehensive income (loss)— — (1.2)— (1.2)
Income tax benefit (expense)Income tax benefit (expense)0.3 0.9 (0.2)— 1.0 Income tax benefit (expense)(0.1)0.9 0.3 — 1.1 
Net current period other comprehensive income (loss)Net current period other comprehensive income (loss)(1.0)(2.5)0.6 (22.6)(25.5)Net current period other comprehensive income (loss)0.3 (2.6)(0.9)5.9 2.7 
Balance at March 31, 2022$0.1 $(37.3)$66.7 $(1.5)$28.0 
Balance at March 31, 2023Balance at March 31, 2023$(0.6)$(25.4)$63.8 $(168.4)$(130.6)
(in millions)(in millions)Investment SecuritiesDefined Benefit PlansDerivative InvestmentsForeign Currency TranslationTotal(in millions)Investment SecuritiesDefined Benefit PlansDerivative InvestmentsForeign Currency TranslationTotal
Balance at December 31, 2020$1.6 $(57.1)$67.0 $123.4 $134.9 
Balance at December 31, 2021Balance at December 31, 2021$1.1 $(34.8)$66.1 $21.1 $53.5 
Other comprehensive income (loss) before reclassifications and income tax benefit (expense)Other comprehensive income (loss) before reclassifications and income tax benefit (expense)(1.1)— — (51.2)(52.3)Other comprehensive income (loss) before reclassifications and income tax benefit (expense)(1.3)(3.7)— (22.6)(27.6)
Amounts reclassified from accumulated other comprehensive income (loss)Amounts reclassified from accumulated other comprehensive income (loss)— 1.1 (0.3)— 0.8 Amounts reclassified from accumulated other comprehensive income (loss)— 0.3 0.8 — 1.1 
Income tax benefit (expense)Income tax benefit (expense)0.3 (0.3)0.1 — 0.1 Income tax benefit (expense)0.3 0.9 (0.2)— 1.0 
Net current period other comprehensive income (loss)Net current period other comprehensive income (loss)(0.8)0.8 (0.2)(51.2)(51.4)Net current period other comprehensive income (loss)(1.0)(2.5)0.6 (22.6)(25.5)
Balance at March 31, 2021$0.8 $(56.3)$66.8 $72.2 $83.5 
Balance at March 31, 2022Balance at March 31, 2022$0.1 $(37.3)$66.7 $(1.5)$28.0 
11.10. Fair Value Measurements
The company uses a three-level classification hierarchy of fair value measurements for disclosure purposes:
Level 1 inputs, which are considered the most reliable evidence of fair value, consist of quoted prices (unadjusted) for identical assets or liabilities in active markets.
Level 2 inputs consist of observable market data, such as quoted prices for similar assets and liabilities in active markets, or inputs other than quoted prices that are directly observable.
Level 3 inputs consist of unobservable inputs which are derived and cannot be corroborated by market data or other entity-specific inputs.
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The company's level 1 assets generally include investments in publicly traded mutual funds, equity securities and corporate debt securities with quoted market prices. In general, the company uses quoted prices in active markets for identical assets to determine the fair value of marketable securities.
The company's level 2 assets and liabilities generally consist of long-term debt notes. The fair values of the long-term debt notes were based on quoted market prices in an inactive market.
The company's level 3 assets and liabilities include certain investments that were adjusted to fair value.
Recurring Fair Value Measurements. Financial assets and liabilities recorded at fair value on the consolidated balance sheet as of March 31, 20222023 were classified in their entirety based on the lowest level of input that was significant to each asset and liability's fair value measurement. The following table presents financial instruments measured at fair value on a recurring basis:
March 31, 2022 March 31, 2023
(in millions)(in millions)Level 1Level 2Level 3Total(in millions)Level 1Level 2Level 3Total
Assets at Fair Value:Assets at Fair Value:Assets at Fair Value:
Marketable securities:Marketable securities:Marketable securities:
Corporate debt securitiesCorporate debt securities$14.2 $— $— $14.2 Corporate debt securities$11.5 $— $— $11.5 
Mutual fundsMutual funds95.2 — — 95.2 Mutual funds93.4 — — 93.4 
Equity securitiesEquity securities0.2 — — 0.2 Equity securities0.1 — — 0.1 
Total Marketable SecuritiesTotal Marketable Securities109.6 — — 109.6 Total Marketable Securities105.0 — — 105.0 
Total Assets at Fair ValueTotal Assets at Fair Value$109.6 $— $— $109.6 Total Assets at Fair Value$105.0 $— $— $105.0 
Non-Recurring Fair Value Measurements. During the first quarter of 2022, theThe company recognized a net unrealized gain on tan investmentinvestments of $1.0$1.3 million on an equity investmentinvestments without readily determinable fair value. The fair value of the investmentthese investments was estimated to be $7.3$8.6 million at March 31, 2022. The2023. This fair value assessment was based on quantitative and qualitative indicators of fair value.factors, including observable price changes. The fair value measurementmeasurements of the investment isthese investments are considered level 3 and non-recurring.
Fair Values of Long-Term Debt Notes. The following presents the estimated fair values of long-term debt notes, which are carried at amortized cost on the consolidated balance sheets. The fair values below are classified as level 2 under the fair value hierarchy and were estimated using quoted market prices in inactive markets.
At March 31, 2022,2023, the fair values (in U.S. dollar equivalent) were as follows:
(in millions)Fair ValueLevel
€15.0 million fixed rate notes due May 202317.416.3 Level 2
$750.0 million fixed rate notes due March 2025755.1726.3 Level 2
$500.0 million fixed rate notes due June 2028511.9488.1 Level 2
$750.0 million fixed rate notes due March 2032718.7650.8 Level 2
$750.0 million fixed rate notes due September 2043914.4792.5 Level 2
$700.0 million fixed rate notes due June 2048738.2657.9 Level 2
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12.11. Earnings Per Share
The company uses the two-class method to calculate basic and diluted earnings per common share because its Series G preferred stock are participating securities. Under the two-class method, undistributed earnings are allocated to common stock and participating securities according to their respective rights in undistributed earnings, as if all of the earnings for the period had been distributed. Basic earnings per common share is computed by dividing the net income attributable to common shareholders by the weighted average number of common shares outstanding during the period. Net income attributable to common shareholders is reduced for preferred stock dividends earned during the period. Preferred stock also receives a proportionate allocation of undistributed or overdistributed earnings for the period because Series G preferred stock has a contractual obligation to share in profits and losses of the company. Diluted earnings per share is computed by dividing the net income attributable to common shareholders by the weighted average number of common shares outstanding plus potentially dilutive common shares. Anti-dilutive stock awards were as follows for the periods presented:
Quarter Ended
March 31,
Quarter Ended
March 31,
(in thousands)(in thousands)20222021(in thousands)20232022
Stock awardsStock awards78 154 Stock awards160 78 
TotalTotal78 154 Total160 78 
The following table presents the earnings per share calculation for the periods presented:
Quarter Ended
March 31,
Quarter Ended
March 31,
2022202120232022
Net Income Attributable to CME Group (in millions)
$711.0 $574.4 
Net Income (in millions)
Net Income (in millions)
$883.8 $711.0 
Less: preferred stock dividendsLess: preferred stock dividends(4.6)— Less: preferred stock dividends(5.0)(4.6)
Less: undistributed earnings allocated to preferred stockLess: undistributed earnings allocated to preferred stock(4.4)— Less: undistributed earnings allocated to preferred stock(6.1)(4.4)
Net Income Attributable to Common Shareholders of CME GroupNet Income Attributable to Common Shareholders of CME Group$702.0 $574.4 Net Income Attributable to Common Shareholders of CME Group$872.7 $702.0 
Weighted Average Number of Common Shares (in thousands):
Weighted Average Number of Common Shares (in thousands):
Weighted Average Number of Common Shares (in thousands):
BasicBasic358,609 358,147 Basic358,933 358,609 
Effect of stock options, restricted stock and performance sharesEffect of stock options, restricted stock and performance shares571 670 Effect of stock options, restricted stock and performance shares380 571 
DilutedDiluted359,180 358,817 Diluted359,313 359,180 
Earnings per Common Share Attributable to Common Shareholders of CME Group:Earnings per Common Share Attributable to Common Shareholders of CME Group:Earnings per Common Share Attributable to Common Shareholders of CME Group:
BasicBasic$1.96 $1.60 Basic$2.43 $1.96 
DilutedDiluted1.95 1.60 Diluted2.43 1.95 
13.12. Subsequent Events
The company has evaluated subsequent events through the date the financial statements were issued. The company has determined that there were no subsequent events that met the requirement for recognition or disclosure in the consolidated financial statements.

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ITEM 2.MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS
The following discussion is provided as a supplement to, and should be read in conjunction with, the accompanying unaudited consolidated financial statements and notes in this Quarterly Report on Form 10-Q and our Annual Report on Form 10-K for the year ended December 31, 2021,2022, filed with the SEC on February 25, 2022.27, 2023.
References in this discussion and analysis to “we” and “our” are to CME Group Inc. (CME Group) and its consolidated subsidiaries, collectively. References to “exchange” are to Chicago Mercantile Exchange Inc. (CME), the Board of Trade of the City of Chicago, Inc. (CBOT), New York Mercantile Exchange, Inc. (NYMEX), and Commodity Exchange, Inc. (COMEX), collectively, unless otherwise noted.
RESULTS OF OPERATIONS
Financial Highlights
The following summarizes significant changes in our financial performance for the periods presented.
Quarter Ended
March 31,
  Quarter Ended
March 31,
 
(dollars in millions, except per share data)(dollars in millions, except per share data)20222021Change(dollars in millions, except per share data)20232022Change
Total revenuesTotal revenues$1,346.6 $1,253.3 %Total revenues$1,441.6 $1,346.6 %
Total expensesTotal expenses487.5 528.2 (8)Total expenses527.9 487.5 
Operating marginOperating margin63.8 %57.9 %Operating margin63.4 %63.8 %
Non-operating income (expense)Non-operating income (expense)$57.2 $27.2 110 Non-operating income (expense)$243.2 $57.2 n.m.
Effective tax rateEffective tax rate22.4 %23.6 %Effective tax rate23.6 %22.4 %
Net income attributable to CME Group$711.0 $574.4 24 
Diluted earnings per common share attributable to CME Group1.95 1.60 22 
Net incomeNet income$883.8 $711.0 24 
Diluted earnings per common shareDiluted earnings per common share2.43 1.95 25 
Cash flows from operating activitiesCash flows from operating activities799.1 602.7 33 Cash flows from operating activities902.4 799.1 13 
n.m. not meaningful
Revenues
Quarter Ended
March 31,
  Quarter Ended
March 31,
 
(dollars in millions)(dollars in millions)20222021Change(dollars in millions)20232022Change
Clearing and transaction feesClearing and transaction fees$1,138.1 $1,007.0 13 %Clearing and transaction fees$1,200.2 $1,138.1 %
Market data and information servicesMarket data and information services151.7 144.2 Market data and information services165.8 151.7 
OtherOther56.8 102.1 (44)Other75.6 56.8 33 
Total RevenuesTotal Revenues$1,346.6 $1,253.3 Total Revenues$1,441.6 $1,346.6 
Clearing and Transaction Fees
Futures and Options Contracts
The following table summarizes our total contract volume, revenue and average rate per contract for futures and options. Total contract volume includes contracts that are traded on our exchange and cleared through our clearing house and certain cleared-only contracts. Volume is measured in round turns, which is considered a completed transaction that involves a purchase and an offsetting sale of a contract. Average rate per contract is determined by dividing total clearing and transaction fees by total contract volume. Contract volume and average rate per contract disclosures exclude trading volume for the cash markets business and interest rate swaps volume.
Quarter Ended
March 31,
Quarter Ended
March 31,
20222021Change 20232022Change
Total contract volume (in millions)Total contract volume (in millions)1,607.1 1,331.5 21 %Total contract volume (in millions)1,666.1 1,607.1 %
Clearing and transaction fees (in millions)Clearing and transaction fees (in millions)$1,034.3 $875.6 18 Clearing and transaction fees (in millions)$1,105.6 $1,034.3 
Average rate per contractAverage rate per contract$0.644 $0.658 (2)Average rate per contract$0.664 $0.644 


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We estimate the following net changeschange in clearing and transaction fees based on athe change in total contract volume and athe change in average rate per contract for futures and options during the first quarter of 20222023 when compared with the same period in 2021.2022. 
(in millions)Quarter Ended
Increase due to changesa change in total contract volume$177.439.2 
DecreaseIncrease due to changesa change in average rate per contract(18.7)32.1 
Net increase in clearing and transaction fees$158.771.3 
Average rate per contract is impacted by our rate structure, including volume-based incentives; product mix; trading venue,venue; and the percentage of volume executed by customers who are members compared with non-member customers. Due to the relationship between average rate per contract and contract volume, the change in clearing and transaction fees attributable to changes in each is only an approximation.
Contract Volume
The following table summarizes average daily contract volume. Contract volume can be influenced by many factors, including political and economic conditions, the regulatory environment and market competition. 
Quarter Ended
March 31,
Quarter Ended
March 31,
(amounts in thousands)(amounts in thousands)20222021Change(amounts in thousands)20232022Change
Average Daily Volume by Product Line:Average Daily Volume by Product Line:Average Daily Volume by Product Line:
Interest ratesInterest rates12,48410,34921 %Interest rates14,49012,48416 %
Equity indexesEquity indexes7,9506,11730 Equity indexes7,3037,950(8)
Foreign exchangeForeign exchange904852Foreign exchange969904
Agricultural commoditiesAgricultural commodities1,4741,471— Agricultural commodities1,3791,474(6)
EnergyEnergy2,5152,363Energy2,0832,515(17)
MetalsMetals593675(12)Metals649593
Aggregate average daily volumeAggregate average daily volume25,92021,82719 Aggregate average daily volume26,87325,920
Average Daily Volume by Venue:Average Daily Volume by Venue:Average Daily Volume by Venue:
CME GlobexCME Globex24,06020,43618 CME Globex24,17024,060— 
Open outcryOpen outcry1,03067852 Open outcry1,6231,03058 
Privately negotiatedPrivately negotiated83071316 Privately negotiated1,08083030 
Aggregate average daily volumeAggregate average daily volume25,92021,82719 Aggregate average daily volume26,87325,920
Electronic Volume as a Percentage of Total VolumeElectronic Volume as a Percentage of Total Volume93%94 %Electronic Volume as a Percentage of Total Volume90 %93 %
Overall marketMarket volatility increased within certain financial markets throughout the first quarter of 20222023, following lower overall volatility in the first quarter of 2021. During2022. Interest rate and foreign exchange volatility were higher as result of higher inflation levels and market uncertainty following the first quartercollapse of 2022, the Federal Reserve's indication of multiple rate increases in 2022 as well as its decision to taper bond purchases resulted intwo U.S. regional banks. However, volatility was lower within our equities, agricultural commodity and energy markets. These markets experienced higher volatility within the interest rate market. In addition, equity and energy contract volume increased in the first quarterearly 2022 when compared with the same period in 2021, largely due to the rising tension and geopolitical uncertainty withas a result of the conflict between Russia and Ukraine. We believe these factors led to the changes in contract volume during the first quarter of 2022,2023, when compared with the same period in 2021.2022.


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Interest Rate Products
The following table summarizes average daily contract volume for our key interest rate products.
  
Quarter Ended
March 31,
 
(amounts in thousands)20222021Change
Eurodollar futures and options:
Futures expiring within two years1,869 1,262 48 %
       Options1,489 1,106 35 
Futures expiring beyond two years811 1,414 (43)%
SOFR futures and options:
Futures expiring within two years1,043 102 n.m.
Futures expiring beyond two years156 10 n.m.
Options39 — n.m.
U.S. Treasury futures and options:
10-Year (1)
2,855 2,941 (3)
5-Year (1)
1,742 1,480 18 
2-Year (1)
711 502 41 
Treasury Bond (1)
557 688 (19)
Federal Funds futures and options414 100 n.m.
 _______________
(1) U.S. Treasury futures and options now include respective weekly treasury options that were previously separated under a unique product category. Prior period amounts have been revised to conform to the current period presentation.
  
Quarter Ended
March 31,
 
(amounts in thousands)20232022Change
Eurodollar futures and options:
Futures expiring within two years325 1,869 (83)%
       Options137 1,489 (91)
Futures expiring beyond two years82 811 (90)
SOFR futures and options:
Futures expiring within two years3,001 1,043 n.m.
Options2,429 39 n.m.
Futures expiring beyond two years907 156 n.m.
U.S. Treasury futures and options:
10-Year2,921 2,855 
5-Year1,896 1,742 
2-Year828 711 16 
Treasury Bond560 557 
Federal Funds futures and options601 414 45 
n.m. not meaningful
In the first quarter of 2022,2023, overall interest rate contract volume increased when compared with the same period in 2021. We2022. We believe this increase in volume resulted fromwas due to higher interest rate volatility as a result of a change inhigher inflation levels and market expectations regardinguncertainty following the collapse of two U.S. regional banks. The Federal Open Market Committee's decision to increase the Federal Reserve'sFunds rate in the first quarter of 2023 also contributed to additional interest rate policy, following indication that it is planning multiple rate increases in 2022 as well as its decision to taper bond purchases. Thevolatility. In addition, the increase in Secured Overnight Financing Rate contract (SOFR) volume iswas also due to more market participants transitioning to the new reference rate.rate away from Eurdollar contracts, which are based on LIBOR. The LIBOR rate will conclude in the second quarter of 2023.
Equity Index Products
The following table summarizes average daily contract volume for our key equity index products.
  
Quarter Ended
March 31,
 
(amounts in thousands)20222021Change
E-mini S&P 500 futures and options (1)
4,477 3,490 28 %
E-mini Nasdaq 100 futures and options (1)
2,381 1,725 38 
E-mini Russell 2000 futures and options (1)
452 416 
 _______________
  
Quarter Ended
March 31,
 
(amounts in thousands)20232022Change
E-mini S&P 500 futures and options4,601 4,477 %
E-mini Nasdaq 100 futures and options1,896 2,381 (20)
E-mini Russell 2000 futures and options332 452 (26)
(1) E-mini S&P 500 and Nasdaq 100 futures and options now include respective weekly Micro E-mini options that were previously separated under a unique product category. Prior period amounts have been revised to conform to the current period presentation.
InEquity index contract volume decreased in the first quarter of 2022, equity index contract volume increased2023 when compared with the same period in 2021. Volatility2022, which we believe was due to lower overall volatility within the broad-basedequity indexes increasedin the first quarter of 2023 when compared with the same period in 2022. Significant market uncertainty in the first quarter of 2022 was due to higher than expected inflation, as a result of thewell as rising tensions and geopolitical uncertainty with Russia and Ukraine as well as the Federal Reserve's proposed interest rate policy changes for 2022. In addition, a market repricing of certain technology-based stocks contributed to the increase in the E-mini Nasdaq 100 contract volume.Ukraine. We believe these factors led to thelower overall increase in equity contract volume.
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Tablevolume in the first quarter of Contents
2023 when compared with the same period in 2022.
Foreign Exchange Products
The following table summarizes average daily contract volume for our key foreign exchange products. 
Quarter Ended
March 31,
Quarter Ended
March 31,
(amounts in thousands)(amounts in thousands)20222021Change(amounts in thousands)20232022Change
EuroEuro249 229 %Euro268 249 %
Japanese YenJapanese Yen134 112 20 Japanese Yen173 134 29 
British PoundBritish Pound118 100 18 British Pound112 118 (5)
Australian dollarAustralian dollar102 120 (15)Australian dollar104 102 
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Overall foreign exchange contract volume increased in the first quarter of 20222023 when compared with the same period in 2021.2022. Market volatility increasedwas higher in early 2022 following low foreign exchange volatilitythe first quarter of 2023 due to market uncertainty surrounding the financial health of regional and global banks in 2021 asthe U.S. and Europe. As a result, of the rising tension and geopolitical uncertainty with Russia and UkraineJapanese Yen contract volume increased as well as the Federal Reserve's proposed policy changesinvestor demand for 2022.safe haven currencies increased amid market uncertainty. We believe these factors led to thean overall increase in foreign exchange contract volume.
Agricultural Commodity Products
The following table summarizes average daily contract volume for our key agricultural commodity products. 
Quarter Ended
March 31,
Quarter Ended
March 31,
(amounts in thousands)(amounts in thousands)20222021Change(amounts in thousands)20232022Change
CornCorn487 511 (5)%Corn409 487 (16)%
SoybeanSoybean323 328 (1)Soybean296 323 (8)
WheatWheat224 197 14 Wheat185 224 (17)
OverallIn the first quarter of 2023 when compared with the same period in 2022, overall commodity contract volume was flatdecreased due to lower overall market volatility. Volatility in the first quarter of 2022 when compared with the same period in 2021. Corn and soybean contract volumes decreased due to lower volatilitywas higher as a result of stable prices and demand. However, wheat volume increasedglobal trade uncertainty due to higher volatility duethe conflict between Russia and Ukraine. We believe these factors contributed to uncertainty around wheat exports out of the Ukrainian region following the rising tension and geopolitical uncertainty within that region.lower overall commodity volume.
Energy Products
The following table summarizes average daily contract volume for our key energy products. 
Quarter Ended
March 31,
Quarter Ended
March 31,
(amounts in thousands)(amounts in thousands)20222021Change(amounts in thousands)20232022Change
WTI crude oilWTI crude oil1,438 1,265 14 %WTI crude oil1,067 1,438 (26)%
Natural gasNatural gas542 569 (5)Natural gas599 542 10 
Refined productsRefined products408 382 Refined products328 408 (20)
Overall energy contract volume increaseddecreased in the first quarter of 20222023 when compared with the same period in 2021, largely due to an increase2022. Market volatility was higher in volatility within the crude oil market. We believe the crude oil market exhibited higher volatilityfirst quarter of 2022 as a result of rising crude oil prices due to rising tensions and geopolitical uncertainty withthe Russia and Ukraine. This was partially offset by a decrease in natural gas volume due to lower volatility as a result of stabilized prices and market equilibrium. WeUkraine conflict, which we believe these factors led to the overall increasedecrease in energy contract volume.
Metal Products
The following table summarizes average daily volume for our key metal products.  
Quarter Ended
March 31,
Quarter Ended
March 31,
(amounts in thousands)(amounts in thousands)20222021Change(amounts in thousands)20232022Change
GoldGold390 404 (3)%Gold398 390 %
CopperCopper89 120 (25)Copper123 89 38 
SilverSilver86 128 (33)Silver94 86 
In the first quarter of 2022,2023, overall metal contract volume decreasedincreased when compared with the same period in 2021. We believe2022. Market uncertainty following the decrease is attributedcollapse of two U.S. regional banks led to loweran overall market volatility within the gold and silver markets. Volatility was higherincrease in 2021, as investors were usingdemand for gold and other precious metals as safe-haven investmentsinvestments. In addition, copper contract volume increased largely due to an increase in demand for copper in China following the COVID-19lifting of restrictions from the COVID pandemic.

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We believe these factors led to the overall increase in metal contract volume.
Average Rate per Contract
The average rate per contract decreasedincreased in the first quarter of 20222023, when compared with the same period in 2021. 2022. The decreaseincrease in the average rate per contract was primarily due to a change in product mix. Interest rate and equity index contract volume increased by 3 percentage points as a percent of total volume, while all other products collectively decreased by 3 percentage points. In general, interest rate and equity index products have a lower rate per contract compared with the remaining contracts. In addition, the average rate per contract decreased duean increase to higher volume-based incentives and discountsour fee structure that went into effect on our contracts.February 1, 2023.
Cash Markets Business
Total clearing and transactiontransaction fees revenues in the first quarter of 2022 included $86.72023 include $75.0 million ofof transaction fees attributable to the cash markets business, compared with $115.1$86.7 million in the first quarter of 2021.2022. This revenue primarily includes BrokerTec Americas LLC's fixed income volume and EBS's foreign exchange volume. In September 2021, we contributed the net assets
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Table of our optimization business to OSTTRA, our new joint venture with IHS Markit, which contributed to a $24.3 million decrease in transaction fees in the first quarter of 2022 when compared with the same period in 2021.Contents
Quarter Ended
March 31,
Quarter Ended
March 31,
(amounts in millions)(amounts in millions)20222021Change(amounts in millions)20232022Change
BrokerTec fixed income transaction feesBrokerTec fixed income transaction fees$44.4 $45.5 (2)%BrokerTec fixed income transaction fees$39.2 $44.4 (12)%
EBS foreign exchange transaction feesEBS foreign exchange transaction fees42.3 45.3 (7)%EBS foreign exchange transaction fees35.8 42.3 (15)%
Optimization transaction fees— 24.3 n.m.
The related average daily notional value for the first quarter of 2023 and 2022 were as follows:
Quarter Ended
March 31,
Quarter Ended
March 31,
(amounts in billions)(amounts in billions)20222021Change(amounts in billions)20232022Change
European Repo (in euros)European Repo (in euros)$320.8 $287.3 12 %European Repo (in euros)$354.7 $320.8 11 %
U.S. TreasuryU.S. Treasury147.4 136.0 U.S. Treasury123.7 147.4 (16)
Spot FXSpot FX68.1 72.7 (6)Spot FX64.4 68.1 (5)
Overall average daily notional valuevalues for the cash markets business increasedremained relatively flat in the first quarter of 2023 compared with the same period in 2022. We believe the decrease in U.S. Treasury and Spot FX average daily notional value was due to overall lower volatility in the first quarter of 2023 when compared with the same period in 2022. Volatility within the U.S. Treasury and spot FX markets was higher in the first quarter of 2022 compared withas a result of the same periodconflict between Russia and Ukraine and uncertainty around the Federal Reserve's interest rate policy in 2021.early 2022. The slight increase in European Repo and U.S. Treasury transactionsaverage daily notional value was largely due to increased volatility as a result of rising tensions and geopolitical conflictsa change in Russia and Ukraine as well asmarket expectations regarding the Federal Reserve's indication of multipleEuropean Central Bank's interest rate increases in 2022. We believe these factors led to the overall increase in cash market average daily notional value.policy. Despite the increase inoverall average daily notional value remaining flat, transaction revenue for BrokerTec and EBS decreased slightly in the first quarter of 2023 when compared with the same period in 2022, due to the tiered pricing structure and incentive rate programs.
Concentration of Revenue
We bill a substantial portion of our clearing and transaction fees directly to our clearing firms. The majority of clearing and transaction fees received from clearing firms represent charges for trades executed and cleared on behalf of their customers. OneNo one individual firm represented approximately 11%represented 10% of ourour clearing and transaction fees in the first quarter of 2022.2023. Should a clearing firm withdraw, we believe that the customer portion of the firm’s trading activity would likely transfer to another clearing firm of the exchange. Therefore, we do not believe we are exposed to significant risk from the ongoing loss of revenue received from or through a particular clearing firm.
Other Sources of Revenue
Market data and information services. During the first quarter of 2022,2023, overall market data and information services revenues increased when compared with the same period in 2021,2022, largely due to a price increaseincreases for certain products and an increase in certain device counts.products.
The two largest resellers of our market data represented approximately 33%31% of our market data and information services revenue in the first quarter of 2022.2023. Despite this concentration, we consider exposure to significant risk of revenue loss to be minimal. In the event that one of these vendors no longer subscribes to our market data, we believe the majority of that vendor’s customers would likely subscribe to our market data through another reseller. Additionally, several of our largest institutional customers that utilize services from our two largest resellers report usage and remit payment of their fees directly to us.
Other revenues. In the first quarter of 2022,2023, the decreaseincrease in other revenuerevenues when compared with the same period in 20212022 was largely attributable to the deconsolidation of the optimization business in September 2021 as part of the contribution of the business's net assets to OSTTRA, our joint venture with IHS Markit. In the first quarter of 2021, the optimization business generated $42.5 million of other revenue. The decrease is also due to a decline inhigher custody fees on non-cash collateral.as well as an increase in co-location and other connectivity fees.
Expenses
  
Quarter Ended
March 31,
 
(dollars in millions)20232022Change
Compensation and benefits$204.5 $185.2 10 %
Technology51.3 45.9 12 
Professional fees and outside services38.3 31.8 21 
Amortization of purchased intangibles56.8 58.4 (3)
Depreciation and amortization31.9 33.5 (5)
Licensing and other fee agreements84.7 80.9 
Other60.4 51.8 17 
Total Expenses$527.9 $487.5 %
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Expenses
  
Quarter Ended
March 31,
 
(dollars in millions)20222021Change
Compensation and benefits$185.2 $225.0 (18)%
Technology45.9 48.2 (5)
Professional fees and outside services31.8 37.4 (15)
Amortization of purchased intangibles58.4 60.6 (4)
Depreciation and amortization33.5 37.6 (11)
Licensing and other fee agreements80.9 64.7 25 
Other51.8 54.7 (5)
Total Expenses$487.5 $528.2 (8)
Operating expenses decreasedincreased by $40.7$40.4 million in the first quarter of 20222023 when compared with the same period in 2021.2022. The following table shows the estimated impacts of key factors resulting in the change in operating expenses: 
Quarter Ended,
March 31, 2022
Quarter Ended
March 31, 2023
Amount  of
Change
Change as  a
Percentage of
Total Expenses
Amount  of
Change
Change as  a
Percentage of
Total Expenses
(dollars in millions)(dollars in millions)Amount  of
Change
Change as  a
Percentage of
Total Expenses
(dollars in millions)Change as  a
Percentage of
Total Expenses
Non-qualified deferred compensation$11.0 %
Salaries, benefits and employer taxesSalaries, benefits and employer taxes$(25.0)(5)%Salaries, benefits and employer taxes8.0 
Employee separation and retention costs(9.5)(2)
Non-qualified deferred compensation(8.3)(2)
Foreign currency exchange rate fluctuation(6.7)(1)
Professional fees and outside servicesProfessional fees and outside services(5.6)(1)Professional fees and outside services6.6 
Bonus4.6 
Licensing and other fee agreements16.2 
Technology support servicesTechnology support services5.8 
Currency fluctuationCurrency fluctuation5.0 
Building maintenanceBuilding maintenance(4.5)(1)
Other expenses, netOther expenses, net(6.4)(1)Other expenses, net8.5
Total decrease$(40.7)(8)%
Total increaseTotal increase$40.4 %
DecreasesIncreases in operating expenses in the first quarter of 20222023 when compared with the same periodperiods in 20212022 were as follows:
Salaries, benefits and employer taxes were lower during the first quarter of 2022 when compared to the same period in 2021 due to a net decrease in headcount since March 31, 2022, including the contribution of employees from CME Group's optimization businesses to the new joint venture with IHS Markit in September 2021.
Employee separation and retention costs were lower during the first quarter of 2022 due to a lower reduction in workforce compared to the same period in 2021.
A decreaseAn increase in our non-qualified deferred compensation liability during the first quarter of 2022,2023, the impact of which does not affect net income because of an equal and offsetting change in investment income, contributed to a decreasean increase in compensation and benefits expense.
Salaries, benefits and employer taxes were higher during the first quarter of 2023 when compared with the same period in 2022, due to an increase in headcount during the year, which is primarily attributable to additional headcount in workforce in the company's international locations.
Professional fees and outside services expenses increased due to a greater reliance on consultants, specifically for the Google Cloud transformation project as well as an increase in legal fees related to our business activities and product offerings. The increase in professional fees was partially offset by a decrease in NEX integration fees, which have steadily declined since the second half of 2021.
The increase in expense related to technology support services was primarily driven by higher software license fees and third party services to support the ongoing Google Cloud transformation project.
In the first quarter of 2022,2023, we recognized a net loss of $0.7 million, compared with a net gain of $4.3 million compared with a net loss of $2.4 million induring the same period in 2021,2022, due to currency exchange rate fluctuations. Gains and losses from exchange rate fluctuations are recognized in the consolidated statements of net income when subsidiaries with a U.S. dollar functional currency hold certain monetary assets and liabilities denominated in foreign currencies.
Professional fees and outside servicesDecreases in operating expenses decreased due to a greater reliance on consultants for platform integrations, information security and systems enhancements in the first quarter of 20212023 when compared with the same period in 2022 were as well as a reduction in legal fees related to our business activities and product offerings. follows:
The decrease in professional feesbuilding maintenance expense in the first quarter of 2023 was partially offsetdriven by an increasea decline in Google-related consulting fees that occurred as a resultconstruction and relocation expenses related to the development of CME Group's partnership with Google Cloud,the SOFR options trading floor, which beganwas completed in November 2021.2022.


Non-Operating Income (Expense)

  
Quarter Ended
March 31,
 
(dollars in millions)20232022Change
Investment income$1,357.7 $73.1 n.m.
Interest and other borrowing costs(39.9)(42.5)(6)%
Equity in net earnings of unconsolidated subsidiaries78.2 73.3 
Other non-operating income (expense)(1,152.8)(46.7)n.m.
Total Non-Operating$243.2 $57.2 n.m.
n.m. not meaningful
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Increases in operating expenses in the first quarter of 2022 when compared with the same period in 2021 were as follows:
Bonus expense increased in the first quarter of 2022 largely due to performance relative to our 2022 cash earnings target when compared with our first quarter of 2021 performance relative to our 2021 cash earnings target.
An increase in licensing and other fee agreements expense was due to higher volumes for certain equity products in the first quarter of 2022 compared to the same period in 2021.
Non-Operating Income (Expense)
  
Quarter Ended
March 31,
 
(dollars in millions)20222021Change
Investment income$73.1 $30.9 136 %
Interest and other borrowing costs(42.5)(41.5)
Equity in net earnings of unconsolidated subsidiaries73.3 56.2 30 
Other non-operating income (expense)(46.7)(18.4)155 
Total Non-Operating$57.2 $27.2 110 
Investment income. In the first quarter of 2022 when compared with the same period in 2021, there was an increase in earningsEarnings from cash performance bond and guaranty fund contributions that are reinvested increased in the first quarter of 2023 when compared with the same period in 2022, due to a higher reinvestment balances as well as higher ratesrate of interest earned in the cash accountaccounts at the Federal Reserve Bank of Chicago following anmultiple interest rate hikehikes in 2022 and early 2022.
Equity in net earnings (losses) of unconsolidated subsidiaries. 2023. In the first quarter of 2023 and 2022, weearnings from cash performance bond and guaranty fund contributions were $1,256.3 million and $73.6 million, respectively. We also recognized our share ofhigher net earningsrealized and unrealized gains on our investment in OSTTRA, our new joint venture with IHS Markit that was formed in September 2021. Higher income generated from our S&P/Dow Jones Indices LLC (S&P/DJI) business venture also contributed to an increase in equity in net earnings of unconsolidated subsidiariesinvestments in the first quarter of 2022 when compared with the same period in 2021.2023.
Other income (e(expense)xpense). In the first quarter of 2022 when compared with the same period in 2021, weWe recognized higher expenseexpenses related to the distribution of interest earned on performance bond collateral reinvestments to the clearing firms caused byin conjunction with higher interest income earned on our reinvestment during the first quarter of 2023 when compared with the same period in 2022. This was due to a higher Federal Funds rate in early 2022.2023 compared to the prior year period. In the first quarter of 2023 and 2022, expense related to the distribution of interest earned on collateral reinvestments was $1,163.5 million and $48.4 million, respectively.
Income Tax Provision
The following table summarizes the effective tax rates for the periods presented: 
20222021
Quarter ended March 3122.4 %23.6 %
20232022
Quarter ended March 3123.6 %22.4 %
The overall effective tax rate decreasedincreased in the first quarter of 20222023 when compared with the same period in 2021. The effective tax rate was lower in2022. In the first quarter of 2022, due towe recognized a benefit recognized forrelated to the settlement offor various tax audits.

Liquidity and Capital Resources
Sources and Uses of Cash. Net cash provided by operating activities increased in the first quarter of 20222023 when compared with the same period in 20212022, largely due to an increase in tradingrevenue resulting from higher volume and revenue.fee increases. Net cash used in investing activities was lowerremained relatively flat during the first quarter of 20222023 when compared with the same period in 2021 largely due to payments made in early 2021 to purchase non-controlling interests as well as a decrease in purchases of property in the first quarter of 2022. Cash provided byused in financing activities was lowerhigher during the first quarter of 20222023 when compared with the same period in 20212022, due to a smaller increasedecrease in cash performance bonds and guaranty fund contributions.








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Debt Instruments. The following table summarizes our debt outstanding at March 31, 2022:2023:
(in millions)Par Value
Fixed rate notes due May 2023, stated rate of 4.30%15.0 
Fixed rate notes due March 2025, stated rate of 3.00% (1)
$750.0 
Fixed rate notes due June 2028, stated rate of 3.75%$500.0 
Fixed rate notes due March 2032, stated rate of 2.65%$750.0 
Fixed rate notes due September 2043, stated rate of 5.30% (2)
$750.0 
Fixed rate notes due June 2048, stated rate of 4.15%$700.0 
 _______________
(1)We maintained a forward-starting interest rate swap agreement that modified the interest obligation associated with these notes so that the interest payable on the notes effectively became fixed at a rate of 3.11%.
(2)We maintained a forward-starting interest rate swap agreement that modified the interest obligation associated with these notes so that the interest payable effectively became fixed at a rate of 4.73%.
We maintain a $2.3 billion multi-currency revolving senior credit facility with various financial institutions, which matures in November 2026. The proceeds from this facility can be used for general corporate purposes, which includes providing liquidity for our clearing house in certain circumstances at CME Group's discretion and, if necessary, for maturities of commercial paper. As long as we are not in default under this facility, we have the option to increase it up to $3.3 billion with the consent of the agent and lenders providing the additional funds. This facility is voluntarily pre-payable from time to time without premium or penalty. Under this facility, we are required to remain in compliance with a consolidated net worth test, which is defined as our consolidated shareholders' equity at September 30, 2021, giving effect to share repurchases made and special dividends paid during the term of the agreements (and in no event greater than $2.0 billion in aggregate), multiplied by 0.65. We currently do not have any borrowings outstanding under this facility, but any commercial paper balance if or when outstanding can be backstopped against this facility.
We maintain a 364-day multi-currency revolving secured credit facility with a consortium of domestic and international banks to be used in certain situations by the clearing house. The facility provides for borrowings of up to $7.0 billion. We may use the proceeds to provide temporary liquidity in the unlikely event a clearing firm fails to promptly discharge an obligation to CME Clearing, in the event of a liquidity constraint or default by a depositary (custodian for our collateral), in the event of a
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temporary disruption with the domestic payments system that would delay payment of settlement variation between us and our clearing firms, or in other cases as provided by the CME rulebook. Clearing firm guaranty fund contributions received in the form of cash or U.S. Treasury securities as well as the performance bond assets (pursuant to the CME rulebook) can be used to collateralize the facility. At March 31, 2022,2023, guaranty fund contributions available to collateralize the facility totaled $8.6$7.4 billion. We have the option to request an increase in the line from $7.0 billion to $10.0 billion. Our 364-day facility contains a requirement that CME remain in compliance with a consolidated tangible net worth test, defined as CMECME's consolidated shareholder's equity less intangible assets (as defined in the agreement), of not less than $800.0 million. We currently do not have any borrowings outstanding under this facility.
The indentures governing our fixed rate notes, our $2.3 billion multi-currency revolving senior credit facility and our 364-day multi-currency revolving secured credit facility for $7.0 billion do not contain specific covenants that restrict the ability to pay dividends. These documents, however, do contain other customary financial and operating covenants that place restrictions on the operations of the company that could indirectly affect the ability to pay dividends.
At March 31, 2022,2023, we have excess borrowing capacity for general corporate purposes of approximately $2.3 billion under our multi-currency revolving senior credit facility.
At March 31, 2022,2023, we were in compliance with the various covenant requirements of all our debt facilities.
CME Group, as a holding company, has no operations of its own. Instead, it relies on dividends declared and paid to it by its subsidiaries in order to provide the funds which it uses to pay dividends to its shareholders.
To satisfy our performance bond obligation with Singapore Exchange Limited, we may pledge irrevocable standby letters of credit. At March 31, 2022,2023, the letters of credit totaled $330.0$360.0 million. We also maintain a $350.0 million line of credit to meet our obligations under this agreement.



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The following table summarizes our credit ratings at March 31, 2022:2023:  
   Short-Term  Long-Term   
Rating Agency  Debt Rating  Debt Rating  Outlook
Standard & Poor’s Global Ratings  A1+  AA-  Stable
Moody’s Investors Service, Inc.  P1  Aa3  Stable
Given our cash flow generation, our ability to pay down debt levels and our ability to refinance existing debt facilities if necessary, we expect to maintain an investment grade rating. If our ratings are downgraded below investment grade within certain specified time periods due to a change of control, we are required to make an offer to repurchase our fixed rate notes at a price equal to 101% of the principal amount, plus accrued and unpaid interest. No report of any rating agency is incorporated by reference herein.
Liquidity and Cash Management. Cash and cash equivalents totaled $2.0$1.6 billion and $2.8$2.7 billion at March 31, 20222023 and December 31, 2021,2022, respectively. The balance retained in cash and cash equivalents is a function of anticipated or possible short-term cash needs, prevailing interest rates, our corporate investment policy and alternative investment choices. A majority of our cash and cash equivalents balance is invested in money market mutual funds that invest only in U.S. Treasury securities, U.S. government agency securities and U.S. Treasury security reverse repurchase agreements and short-term bank deposits. Our exposure to credit and liquidity risk is minimal given the nature of the investments. Cash that is not available for general corporate purposes because of regulatory requirements or other restrictions is classified as restricted cash and is included in other current assets or other assets in the consolidated balance sheets.
On May 4, 2022, the board of directors declared a regular quarterly dividend of $1.00 per share for all outstanding common and preferred shares. The dividend will be payable on June 27, 2022 to shareholders of record on June 10, 2022. Assuming no changes in the number of shares outstanding, the second quarter dividend payment will total approximately $363.0 million.
Regulatory Requirements. CME is regulated by the CFTC as a Derivatives Clearing Organization (DCO). DCOs are required to maintain capital, as defined by the CFTC, in an amount at least equal to one year of projected operating expenses as well as cash, liquid securities, or a line of credit at least equal to six months of projected operating expenses. CME was designated by the Financial Stability Oversight Council as a systemically important financial market utility under Title VIII of the Dodd-Frank Wall Street Reform and Consumer Protection Act. As a result, CME must comply with CFTC regulations applicable to a systemically important DCO for financial resources and liquidity resources. CME is in compliance with all DCO financial requirements.
CME, CBOT, NYMEX and COMEX are regulated by the CFTC as Designated Contract Markets (DCM). DCMs are required to maintain capital, as defined by the CFTC, in an amount at least equal to one year of projected operating expenses as well as cash, liquid securities or a line of credit at least equal to six months of projected operating expenses. Our DCMs are in compliance with all DCM financial requirements.
BrokerTec Americas LLC is required to maintain sufficient net capital under Securities Exchange Act of 1934, as amended (Exchange Act), Rule 15c3-1 (the Net Capital Rule). The Net Capital Rule focuses on liquidity and is designed to protect securities customers, counterparties, and creditors by requiring that broker-dealers have sufficient liquid resources on hand at all
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times to satisfy claims promptly. Rule 15c3-3, or the customer protection rule, which complements Rule 15c3-1, is designed to ensure that customer property (securities and funds) in the custody of broker-dealers is adequately safeguarded. By law, both of these rules apply to the activities of registered broker-dealers, but not to unregistered affiliates. The firm began operating as a (k)(2)(i) broker dealer in November 2017 following notification to the Financial Industry Regulatory Authority and the SEC. A company operating under the (k)(2)(i) exemption is not required to lock up customer funds as would otherwise be required under Exchange Act Rule 15c3-3.
ITEM 3.QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK
We are subject to various market risks, including those caused by changes in interest rates, credit, foreign currency exchange rates and equity prices. There have not been material changes in our exposure to market risk since December 31, 2021.2022. Refer to Item 7A. of CME Group’s Annual Report on Form 10-K for the year ended December 31, 2021,2022, filed with the SEC on February 25, 2022,27, 2023, for additional information.
ITEM 4.CONTROLS AND PROCEDURES
(a) Disclosure Controls and Procedures. Our management, with the participation of our Chief Executive Officer and Chief Financial Officer, has evaluated the effectiveness of our disclosure controls and procedures (as such term is defined in Rules 13a-15(e) and 15d-15(e) under the Exchange Act) as of the end of the period covered by this report. Based on such evaluation, our Chief Executive Officer and Chief Financial Officer have concluded that, as of the end of such period, our disclosure controls and procedures are effective.
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(b) Changes in Internal Control Over Financial Reporting. As required by Rule 13a-15(d) under the Exchange Act, the company’s management, including the company’s Chief Executive Officer and Chief Financial Officer, have evaluated the company’s internal control over financial reporting (as such term is defined in Rules 13a-15(f) and 15d-15(f) under the Exchange Act) to determine whether any changes occurred during the quarter covered by this quarterly report that have materially affected, or are reasonably likely to materially affect, the company’s internal control over financial reporting. There were no changes in the company’s internal control over financial reporting which occurred during the fiscal quarter ended March 31, 2022,2023, that have materially affected, or are reasonably likely to materially affect, the company’s internal control over financial reporting.
PART II. OTHER INFORMATION
ITEM 1.LEGAL PROCEEDINGS
The disclosure under “Legal and Regulatory Matters” in Note 7.6. Contingencies in the Notes to Unaudited Consolidated Financial Statements in Item 1 of Part I of this report is incorporated herein by reference. Such disclosure includes updates to the legal proceedings disclosed in the company’s Annual Report on Form 10-K for the year ended December 31, 2021,2022, filed with the SEC on February 25, 2022.27, 2023.
ITEM 1A.RISK FACTORS
There have been no material changes in the company's risk factors from those disclosed in the company's Annual Report on Form 10-K for the year ended December 31, 2021,2022, filed with the SEC on February 25, 2022.27, 2023.
ITEM 2.UNREGISTERED SALES OF EQUITY SECURITIES AND USE OF PROCEEDS
Issuer Purchases of Equity Securities
PeriodPeriod(a) Total Number of
Class A
Shares Purchased (1)
(b) Average Price
Paid Per Share
(c) Total Number of Class A Shares Purchased as
Part of Publicly Announced Plans or Programs
(d) Maximum Number (or Approximate Value) that
May Yet Be Purchased
Under the Plans or Programs
(in millions)
Period(a) Total Number of
Class A
Shares Purchased (1)
(b) Average Price
Paid Per Share
(c) Total Number of Class A Shares Purchased as
Part of Publicly Announced Plans or Programs
(d) Maximum Number (or Approximate Value) of shares that
May Yet Be Purchased
Under the Plans or Programs
(in millions)
January 1 to January 31January 1 to January 31449 $225.80 — $— January 1 to January 31— $— — $— 
February 1 to February 28February 1 to February 28— — — — February 1 to February 28186 184.10 — — 
March 1 to March 31March 1 to March 3117,856 232.09 — — March 1 to March 31878 182.20 — — 
TotalTotal18,305 $231.94 — Total1,064 — 
(1)Shares purchased consist of an aggregate of 18,3051,064 shares of Class A common stock surrendered in the first quarter of 20222023 to satisfy employees’ tax obligations upon the vesting of restricted stock.















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ITEM 6.EXHIBITS
4.2
10.1 (1)
10.2 (1)
31.1  
31.2  
32.1  
101  The following materials from CME Group Inc.’s Quarterly Report on Form 10-Q for the quarterly period ended March 31, 2022,2023, formatted in Inline XBRL (Xtensible Business Reporting Language): (i) the Consolidated Balance Sheets, (ii) the Consolidated Statements of Income, (iii) the Consolidated Statements of Comprehensive Income, (iv) the Consolidated Statements of Equity, (v) the Consolidated Statements of Cash Flows and (vi) Notes to Unaudited Consolidated Financial Statements, tagged as blocks of text.
104  Cover Page Interactive Data File included in the Inline XBRL Document Set for Exhibit 101.
101.DEF  XBRL Taxonomy Extension Definition Linkbase
101.LAB  XBRL Taxonomy Extension Label Linkbase Document
101.PRE  XBRL Taxonomy Extension Presentation Linkbase Document
(1)Management contract, compensatory plan or arrangement.

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SIGNATURES
Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has duly caused this report to be signed on its behalf by the undersigned thereunto duly authorized.
 
  
CME Group Inc.
(Registrant)
Dated: May 4, 20223, 2023  By:  /s/ John W. PietrowiczLynne Fitzpatrick
   John W. PietrowiczLynne Fitzpatrick

Senior Managing Director and Chief Financial Officer & Senior Managing
Director Finance


Principal Financial Offer and
Duly Authorized Officer
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