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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 September 30, 2021
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 001-36198
INTERCONTINENTAL EXCHANGE, INC.
(Exact name of registrant as specified in its charter)
 
Delaware 46-2286804
(State or other jurisdiction of
incorporation or organization)
(IRS Employer
Identification Number)
5660 New Northside Drive,
Atlanta, Georgia
30328
(Address of principal executive offices)  (Zip Code)
(770) 857-4700
Registrant’s telephone number, including area code 
Securities registered pursuant to Section 12(b) of the Act:
Title of Each Class Trading Symbol(s) Name of Each Exchange on Which Registered
Common Stock, $0.01 par value per share ICE New York Stock Exchange
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 definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company” and “emerging growth company” in Rule 12b-2 of the Exchange Act.
Large accelerated filer
Accelerated 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  
As of October 25, 2021, the number of shares of the registrant’s Common Stock outstanding was 563,404,336 shares.




 
 
INTERCONTINENTAL EXCHANGE, INC.
Form 10-Q
Quarterly Period Ended September 30, 2021
TABLE OF CONTENTS
 
 
PART I.
Financial Statements
Item 1.
Consolidated Balance Sheets as of September 30, 2021 and December 31, 2020
2
Consolidated Statements of Income for the nine and three months ended September 30, 2021 and 2020
4
Consolidated Statements of Comprehensive Income for the nine and three months ended September 30, 2021 and 2020
5
Consolidated Statements of Changes in Equity and Redeemable Non-Controlling Interest for the nine and three months ended September 30, 2021 and 2020
6
Consolidated Statements of Cash Flows for the nine months ended September 30, 2021 and 2020
8
9
Item 2.
31
Item 3.
29
Item 4.
32
PART II.
Other Information
Item 1.
32
Item 1A.
32
Item 2.
33
Item 3.
33
Item 4.
33
Item 5.
33
Item 6.
33
34



PART I. Financial Statements
Item 1.    Consolidated Financial Statements (Unaudited)

Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Balance Sheets
(In millions, except per share amounts)

As of As of
December 31, 2020
September 30, 2021
(Unaudited)
Assets:
Current assets:
Cash and cash equivalents
$ 618  $ 583 
Short-term restricted cash and cash equivalents
1,045  1,000 
Customer accounts receivable, net of allowance for doubtful accounts of $23 and $27 at September 30, 2021 and December 31, 2020, respectively
1,327  1,230 
Margin deposits, guaranty funds and delivery contracts receivable
108,698  84,083 
Prepaid expenses and other current assets
1,032  323 
Total current assets
112,720  87,219 
Property and equipment, net
1,723  1,713 
Other non-current assets:
Goodwill
21,309  21,291 
Other intangible assets, net
13,928  14,408 
Long-term restricted cash and cash equivalents
398  408 
Other non-current assets
584  1,161 
Total other non-current assets
36,219  37,268 
Total assets
$ 150,662  $ 126,200 
Liabilities and Equity:
Current liabilities:
Accounts payable and accrued liabilities
$ 696  $ 639 
Section 31 fees payable
14  207 
Accrued salaries and benefits
275  346 
Deferred revenue
322  158 
Short-term debt
1,831  2,411 
Margin deposits, guaranty funds and delivery contracts payable
108,698  84,083 
Other current liabilities
196  155 
Total current liabilities
112,032  87,999 
Non-current liabilities:
Non-current deferred tax liability, net
3,689  3,563 
Long-term debt
12,394  14,126 
Accrued employee benefits
200  206 
Non-current operating lease liability
274  320 
Other non-current liabilities
394  359 
Total non-current liabilities
16,951  18,574 
Total liabilities
128,983  106,573 
Commitments and contingencies
Redeemable non-controlling interest in consolidated subsidiaries
87  93 
2


Equity:
Intercontinental Exchange, Inc. stockholders’ equity:
Preferred stock, $0.01 par value; 100 shares authorized; none issued or outstanding at September 30, 2021 and December 31, 2020
—  — 
Common stock, $0.01 par value; 1,500 shares authorized; 631 and 629 issued at September 30, 2021 and December 31, 2020, respectively, and 562 and 561 shares outstanding at September 30, 2021 and December 31, 2020, respectively
Treasury stock, at cost; 69 shares at September 30, 2021 and 68 shares at December 31, 2020
(5,269) (5,200)
Additional paid-in capital
14,019  13,845 
Retained earnings
13,009  11,039 
Accumulated other comprehensive loss
(206) (192)
Total Intercontinental Exchange, Inc. stockholders’ equity
21,559  19,498 
Non-controlling interest in consolidated subsidiaries
33  36 
Total equity
21,592  19,534 
Total liabilities and equity
$ 150,662  $ 126,200 

See accompanying notes.
3


Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Statements of Income
(In millions, except per share amounts)
(Unaudited)
Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 2021 2020
Revenues:
Exchanges
$ 4,376  $ 4,406  $ 1,434  $ 1,337 
Fixed income and data services
1,403  1,360  477  450 
Mortgage technology
1,061  245  366  143 
Total revenues
6,840  6,011  2,277  1,930 
Transaction-based expenses:
Section 31 fees
204  465  38  145 
Cash liquidity payments, routing and clearing
1,330  1,181  437  374 
Total revenues, less transaction-based expenses
5,306  4,365  1,802  1,411 
Operating expenses:
Compensation and benefits
1,093  849  374  298 
Professional services
124  100  43  37 
Acquisition-related transaction and integration costs
42  90  14  76 
Technology and communication
495  388  168  131 
Rent and occupancy
61  59  20  19 
Selling, general and administrative
163  132  52  43 
Depreciation and amortization
759  494  253  180 
Total operating expenses
2,737  2,112  924  784 
Operating income
2,569  2,253  878  627 
Other income (expense):
Interest income
—  — 
Interest expense
(321) (245) (108) (89)
Other income, net
1,341  75  54  44 
Other income (expense), net
1,020  (161) (54) (44)
Income before income tax expense
3,589  2,092  824  583 
Income tax expense
1,049  512  187  189 
Net income
$ 2,540  $ 1,580  $ 637  $ 394 
Net income attributable to non-controlling interest
(9) (17) (4) (4)
Net income attributable to Intercontinental Exchange, Inc.
$ 2,531  $ 1,563  $ 633  $ 390 
Earnings per share attributable to Intercontinental Exchange, Inc. common stockholders:
Basic
$ 4.50  $ 2.85  $ 1.12  $ 0.71 
Diluted
$ 4.48  $ 2.83  $ 1.12  $ 0.71 
Weighted average common shares outstanding:
Basic
563  549  563  548 
Diluted
565  552  566  551 

See accompanying notes.
4


Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Statements of Comprehensive Income
(In millions)
(Unaudited)
Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 2021 2020
Net income
$ 2,540  $ 1,580  $ 637  $ 394 
Other comprehensive income (loss):
Foreign currency translation adjustments, net of tax benefit of $1 for both the nine and three months ended September 30, 2021 and tax expense of $1 for both the nine and three months ended September 30, 2020
(15) (30) (32) 48 
Change in equity method investment
—  —  — 
Other comprehensive income (loss)
(14) (30) (32) 48 
Comprehensive income
$ 2,526  $ 1,550  $ 605  $ 442 
Comprehensive income attributable to non-controlling interest
(9) (17) (4) (4)
Comprehensive income attributable to Intercontinental Exchange, Inc.
$ 2,517  $ 1,533  $ 601  $ 438 

See accompanying notes.
5



Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Statements of Changes in Equity and Redeemable Non-Controlling Interest
(In millions)
(Unaudited)

Intercontinental Exchange, Inc. Stockholders’ Equity Non-
Controlling
Interest in
Consolidated
Subsidiaries
Total
Equity
Redeemable Non-Controlling Interest
Common
 Stock
Treasury Stock Additional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income/(Loss)
Shares Value Shares Value
Balance, as of December 31, 2020
629  $ (68) $ (5,200) $ 13,845  $ 11,039  $ (192) $ 36  $ 19,534  $ 93 
Other comprehensive income
—  —  —  —  —  —  (14) —  (14) — 
Exercise of common stock options
—  —  —  —  10  —  —  —  10  — 
Payments relating to treasury shares
—  —  (1) (69) —  —  —  —  (69) — 
Stock-based compensation
—  —  —  —  122  —  —  —  122 
Issuance under the employee stock purchase plan
—  —  —  —  42  —  —  —  42  — 
Issuance of restricted stock
—  —  —  —  —  —  —  —  — 
Distributions of profits
—  —  —  —  —  —  —  (21) (21) — 
Dividends paid to stockholders
—  —  —  —  —  (561) —  —  (561) — 
Net income (loss) attributable to non-controlling interest
—  —  —  —  —  (9) —  18  (9)
Net income
—  —  —  —  —  2,540  —  —  2,540  — 
Balance, as of September 30, 2021
631  $ (69) $ (5,269) $ 14,019  $ 13,009  $ (206) $ 33  $ 21,592  $ 87 

Intercontinental Exchange, Inc. Stockholders’ Equity Non-
Controlling
Interest in
Consolidated
Subsidiaries
Total
Equity
Redeemable Non-Controlling Interest
Common
 Stock
Treasury Stock Additional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income/(Loss)
Shares Value Shares Value
Balance, as of June 30, 2021 631  $ (68) $ (5,267) $ 13,952  $ 12,563  $ (174) $ 36  $ 21,116  $ 89 
Other comprehensive income
—  —  —  —  —  —  (32) —  (32) — 
Exercise of common stock options
—  —  —  —  —  —  —  — 
Payments relating to treasury shares
—  —  (1) (2) —  —  —  —  (2) — 
Stock-based compensation
—  —  —  —  41  —  —  —  41 
Issuance under the employee stock purchase plan
—  —  —  —  24  —  —  —  24  — 
Distributions of profits
(10) (10)
Dividends paid to stockholders
—  —  —  —  —  (187) —  —  (187) — 
Net income (loss) attributable to non-controlling interest
—  —  —  —  —  (4) —  (3)
Net income
—  —  —  —  —  637  —  —  637  — 
Balance, as of September 30, 2021
631  $ (69) $ (5,269) $ 14,019  $ 13,009  $ (206) $ 33  $ 21,592  $ 87 

See accompanying notes.
6



Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Statements of Changes in Equity and Redeemable Non-Controlling Interest — (Continued)
(In millions)
(Unaudited)

Intercontinental Exchange, Inc. Stockholders’ Equity Non-
Controlling
Interest in
Consolidated
Subsidiaries
Total
Equity
Redeemable Non-Controlling Interest
Common
 Stock
Treasury Stock Additional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income/(Loss)
Shares Value Shares Value
Balance, as of December 31, 2019
607  $ (53) $ (3,879) $ 11,742  $ 9,629  $ (243) $ 31  $ 17,286  $ 78 
Impact of adoption of ASU 2016-13, net of tax —  —  —  —  —  (10) —  —  (10) — 
Other comprehensive loss
—  —  —  —  —  —  (30) —  (30) — 
Stock consideration issued for acquisition
18  —  —  —  1,895  1,895 
Exercise of common stock options
—  —  —  26  —  —  —  26  — 
Repurchases of common stock
—  —  (14) (1,247) —  —  —  —  (1,247) — 
Payments relating to treasury shares
—  —  —  (72) —  —  —  —  (72) — 
Stock-based compensation
—  —  —  —  105  —  —  —  105 
Issuance under the employee stock purchase plan
—  —  —  —  33  —  —  —  33  — 
Warrants issued to minority interest holders —  —  —  —  —  —  — 
Issuance of restricted stock
—  —  —  —  —  —  —  —  — 
Distributions of profits
—  —  —  —  —  —  —  (31) (31) — 
Dividends paid to stockholders
—  —  —  —  —  (500) —  —  (500) — 
Redeemable non-controlling interest —  —  —  —  —  —  —  —  —  10 
Issuance of non-controlling interest —  —  —  —  —  —  —  — 
Net income (loss) attributable to non-controlling interest
—  —  —  —  —  (17) —  22  (5)
Net income
—  —  —  —  —  1,580  —  —  1,580  — 
Balance, as of September 30, 2020
628  $ (67) $ (5,198) $ 13,804  $ 10,682  $ (273) $ 31  $ 19,052  $ 94 



Intercontinental Exchange, Inc. Stockholders’ Equity Non-
Controlling
Interest in
Consolidated
Subsidiaries
Total
Equity
Redeemable Non-Controlling Interest
Common
 Stock
Treasury Stock Additional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income/(Loss)
Shares Value Shares Value
Balance, as of June 30, 2020 609  $ (65) $ (5,050) $ 11,856  $ 10,462  $ (321) $ 41  $ 16,994  $ 95 
Other comprehensive income
—  —  —  —  —  —  48  —  48  — 
Stock consideration issued for acquisition
18  —  —  —  1,895  —  —  —  1,895  — 
Exercise of common stock options
—  —  —  —  —  —  — 
Repurchases of common stock
—  —  (2) (148) —  —  —  —  (148) — 
Stock-based compensation
—  —  —  —  32  —  —  —  32 
Issuance under the employee stock purchase plan
—  —  —  —  17  —  —  —  17  — 
Distributions of profits
—  —  —  —  —  —  —  (16) (16) — 
Dividends paid to stockholders
—  —  —  —  —  (170) —  —  (170) — 
Net income (loss) attributable to non-controlling interest
—  —  —  —  —  (4) —  (2)
Net income
—  —  —  —  —  394  —  —  394  — 
Balance, as of September 30, 2020
628  $ (67) $ (5,198) $ 13,804  $ 10,682  $ (273) $ 31  $ 19,052  $ 94 


See accompanying notes.



7



Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Statements of Cash Flows
(In millions)
(Unaudited)
Nine Months Ended September 30,
2021 2020
Operating activities:
Net income
$ 2,540  $ 1,580 
Adjustments to reconcile net income to net cash provided by operating activities:
Depreciation and amortization
759  494 
Stock-based compensation
112  105 
Deferred taxes
134  67 
Gain on sale of Coinbase investment
(1,227) — 
Gain on equity investments (34) — 
Other
(6) (48)
Changes in assets and liabilities:
Customer accounts receivable
(109) (228)
  Other current and non-current assets (63) (43)
Section 31 fees payable
(193) (85)
Deferred revenue
163  120 
Other current and non-current liabilities
54  (147)
Total adjustments
(410) 235 
Net cash provided by operating activities
2,130  1,815 
 Investing activities:
Capital expenditures
(117) (114)
Capitalized software development costs
(211) (154)
Cash paid for acquisitions, net of cash acquired
(10) (9,439)
Purchase of equity method investment
(23) — 
Proceeds from the sale of Coinbase investment 1,237  — 
Other
(4)
Net cash provided by/(used in) investing activities
872  (9,702)
Financing activities:
 Proceeds from debt facilities, net —  9,606 
 Repayments of debt facilities (1,248) (1,258)
 Proceeds from/(redemption of) commercial paper, net (1,081) 1,149 
Repurchases of common stock
—  (1,247)
Dividends to stockholders
(561) (500)
Payments relating to treasury shares received for restricted stock tax payments and stock option exercises
(69) (72)
Other
31  31 
Net cash provided by/(used in) financing activities
(2,928) 7,709 
 Effect of exchange rate changes on cash, cash equivalents and restricted cash and cash equivalents (4)
Net increase/(decrease) in cash, cash equivalents, and restricted cash and cash equivalents
70  (177)
Cash, cash equivalents, and restricted cash and cash equivalents, beginning of period
1,991  2,188 
Cash, cash equivalents, and restricted cash and cash equivalents, end of period
$ 2,061  $ 2,011 
Supplemental cash flow disclosure:
 Common stock issued for acquisition $ —  $ 1,895 
Cash paid for income taxes
$ 809  $ 558 
Cash paid for interest
$ 329  $ 209 

See accompanying notes.
8


Intercontinental Exchange, Inc. and Subsidiaries
Notes to Consolidated Financial Statements
(Unaudited)

1.Description of Business
Nature of Business and Organization
We are a provider of market infrastructure, data services and technology solutions to a broad range of customers including financial institutions, corporations and government entities. These products, which span major asset classes including futures, equities, fixed income and United States, or U.S., residential mortgages, provide our customers with access to mission critical tools that are designed to increase asset class transparency and workflow efficiency.
In our Exchanges segment, we operate regulated marketplaces for the listing, trading and clearing of a broad array of derivatives contracts and financial securities.
In our Fixed Income and Data Services segment, we provide fixed income pricing, reference data, indices and execution services, as well as global credit default swap, or CDS, clearing and multi-asset class data delivery solutions.
In our Mortgage Technology segment, we provide an end-to-end technology platform that offers customers comprehensive, digital workflow tools that aim to address the inefficiencies that exist in the U.S. residential mortgage market.
We operate marketplaces, technology and provide data services in the U.S., United Kingdom, or U.K., European Union, or EU, Canada, Asia Pacific and the Middle East.

2.     Summary of Significant Accounting Policies
Basis of Presentation
We prepared the accompanying unaudited consolidated financial statements in accordance with U.S. generally accepted accounting principles, or U.S. GAAP, pursuant to the rules and regulations of the Securities and Exchange Commission, or SEC, regarding interim financial reporting. Accordingly, the unaudited consolidated financial statements do not include all of the information and footnotes required by U.S. GAAP for complete financial statements and should be read in conjunction with our audited consolidated financial statements and related notes thereto for the year ended December 31, 2020. The accompanying unaudited consolidated financial statements reflect all adjustments that are, in our opinion, necessary for a fair presentation of results for the interim periods presented. We believe that these adjustments are of a normal recurring nature.
Preparing financial statements in conformity with U.S. GAAP requires us to make certain estimates and assumptions that affect the amounts that are reported in our consolidated financial statements and accompanying disclosures. Actual amounts could differ from those estimates. The results of operations for the nine and three months ended September 30, 2021 are not necessarily indicative of the results to be expected for any future period or the full fiscal year.
These statements include the accounts of our wholly-owned and controlled subsidiaries. All intercompany balances and transactions between us and our wholly-owned and controlled subsidiaries have been eliminated in consolidation. For consolidated subsidiaries in which our ownership is less than 100% and for which we have control over the assets and liabilities and the management of the entity, the outside stockholders’ interests are shown as non-controlling interests. Where outside owners hold an option to require us to repurchase their interests, these amounts are shown as redeemable non-controlling interests and are subject to remeasurement when repurchase is probable.
We previously operated and presented our results as two reportable business segments. Effective October 1, 2020, we changed our internal financial reporting and the captions in which we present revenue in our financial statements because we determined that a change in reportable segments had occurred (Note 16). As of September 30, 2021, our business is conducted through three reportable business segments: our Exchanges segment, our Fixed Income and Data Services segment, and our Mortgage Technology segment. Prior periods have been restated to reflect this change. The majority of our identifiable assets are located in the U.S and U.K.
Recently Adopted Accounting Pronouncements
During the nine months ended September 30, 2021, there were no significant changes to the new and recently adopted accounting pronouncements applicable to us from those disclosed in Note 2 to the consolidated financial statements in Part II, Item 8 of our Annual Report on Form 10-K for the year ended December 31, 2020, or the Form 10-K.

9


3.     Acquisitions and Divestitures
Ellie Mae Acquisition
On September 4, 2020, we acquired Ellie Mae, Inc., or Ellie Mae, for aggregate consideration of $11.4 billion from private equity firm Thoma Bravo. The purchase price consisted of $9.5 billion in cash, as adjusted for $335 million of cash and cash equivalents held by Ellie Mae on the date of acquisition, and approximately $1.9 billion, or approximately 18.4 million shares of our common stock, based on our stock price on the acquisition date. ICE funded the cash portion of the purchase price with net proceeds from our offering of senior notes in August 2020, together with the issuance of commercial paper and borrowings under a senior unsecured term loan facility. We have evaluated the impact of this acquisition and related disclosures under Accounting Standards Codification, or ASC, 805- Business Combinations.
The purchase price has been allocated to the net tangible and identifiable intangible assets and liabilities based on the respective estimated fair values on the date of acquisition, as determined with the assistance of a third-party valuation specialist. The excess of purchase price over the net tangible and identifiable intangible assets has been recorded as goodwill. Goodwill represents potential revenue synergies related to new product development, various expense synergies and opportunities to enter new markets. The purchase price allocation is as follows (in millions):
Purchase Price Allocation
Cash and cash equivalents $ 335 
Property and equipment 125 
Goodwill 7,731 
Identifiable intangibles 4,442 
Other assets and liabilities, net 48 
Deferred tax liabilities on identifiable intangibles (1,253)
Total purchase price allocation $ 11,428 

In performing the purchase price allocation, we considered, among other factors, the intended future use of acquired assets, analysis of historical financial performance and estimates of future performance of the Ellie Mae business.
The following table sets forth the components of the intangible assets associated with the acquisition as of September 30, 2021 (in millions, except years):
Acquisition-Date Fair Value Accumulated Amortization Net Book Value Useful Life (Years)
Customer relationships $ 3,136  $ (174) $ 2,962 
10 to 20
Backlog 300  (64) 236 
5
Trademark/Tradenames 200  (12) 188 
5 to 20
 Developed Technology 739  (118) 621  7
 In-process Research & Development 67  —  67  N/A
Total $ 4,442  $ (368) $ 4,074 

The financial information in the table below summarizes the combined results of operations of ICE and Ellie Mae, on a pro forma basis, as though the companies had been combined as of the beginning of the period presented. The unaudited pro forma financial information is presented for informational purposes only and is not indicative of the results of operations that would have been achieved if the acquisition had taken place at the beginning of the period presented. Such unaudited pro forma financial information is based on the historical financial statements of ICE and Ellie Mae. This unaudited pro forma financial information is based on estimates and assumptions that have been made solely for purposes of developing such unaudited pro forma information, including, without limitation, purchase accounting adjustments, interest expense on debt issued to finance the purchase price, acquisition-related transaction costs, the removal of historical Ellie Mae intangible asset amortization and the addition of intangible asset amortization related to this acquisition. The unaudited pro forma financial information does not reflect any synergies or operating cost reductions that have been and may be achieved from the combined operations. The unaudited pro forma financial information combines the historical results for us and Ellie Mae for the nine and three months ended September 30, 2020 in the following table (in millions).
10


Nine Months Ended September 30, 2020
Three Months Ended September 30, 2020
Total revenues, less transaction-based expenses $ 4,973  $ 1,611 
Net income attributable to ICE $ 1,638  $ 497 
Transaction-based expenses included within revenues, less transaction-based expenses in the table above, were not impacted by pro forma adjustments and agree to the amounts presented historically in our consolidated income statements as they relate solely to ICE and not to Ellie Mae.
Bakkt Transaction
On October 15, 2021, Bakkt Holdings, LLC, or Bakkt, completed its merger with VPC Impact Acquisition Holdings, or VIH, a special purpose acquisition company sponsored by Victory Park Capital, or VPC.
The business combination between Bakkt and VIH results in an enterprise value of approximately $2.1 billion, including approximately $479 million of cash on the combined company’s balance sheet, reflecting a contribution of approximately $123 million of cash held in VIH’s trust account, a $325 million concurrent private investment in public equity, or PIPE, of Class A common stock of the combined company, and $31 million of cash held in Bakkt accounts. The PIPE was priced at $10.00 per share and included a $47 million commitment from us. The newly combined company has been renamed Bakkt Holdings, Inc. and is listed on the New York Stock Exchange, or NYSE.
As part of the transaction, Bakkt’s existing equity holders and management rolled 100% of their equity into the combined company, and are subject to a six-month lockup period. Certain shareholders of VIH exercised their redemption rights, and at closing, Bakkt equity holders, including ICE, owned approximately 81% of the combined company, VIH’s public shareholders owned approximately 5%, VPC owned 2%, and PIPE investors (a group that also includes us) owned approximately 12% of the issued and outstanding common stock of the combined company.
Following the transaction, we continue to maintain an approximately 68% economic interest and a minority voting interest in the combined company. Prior to the closing, Bakkt revenues and operating expenses were reported within our consolidated revenues and operating expenses. Following the closing, as a consequence of holding a minority voting interest in the combined company, during the fourth quarter of 2021 we expect to deconsolidate Bakkt and treat it as an equity method investment within our financial statements. As of September 30, 2021, we fully consolidated Bakkt and did not apply accounting treatment under the "held for sale" guidance as conditional shareholder approvals had not been achieved as of that date. We expect to record a pre-tax gain on the transaction of approximately $1.3 billion during the fourth quarter of 2021, which will be included in other non-operating income within our consolidated income statement.

4.Allowance for Credit Losses

Accounts Receivable

We measure credit losses in accordance with Accounting Standards Update 2016-13, or ASU 2016-13, Financial Instruments- Measurement of Credit Losses on Financial Instruments. Based on the high turnover and collectability of our accounts receivable, as well as the monthly billing process for the majority of revenue, we have not experienced significant changes in our loss provision under the current expected credit loss model. Accounts receivable in our futures and clearing businesses have minimal credit risk as all clearing members are pre-screened, collection periods occur within one month and the services to customers are completed almost instantaneously. Our accounts receivable related to revenues from market data, cash trading, listings, technology services, mortgage technology, CDS transactions and bilateral OTC energy transactions subject us to credit losses, but we expeditiously limit our risk of credit loss by taking action such as terminating trading or transaction access, terminating public listings or ceasing to distribute data for entities with delinquent accounts. The concentration of risk on our accounts receivable is also mitigated by the high quality and the large number of entities comprising our customer base.

We estimate our allowance for doubtful accounts using an aging method, disaggregated based on major revenue stream categories as well as other unique revenue stream factors. The factors for pooling our accounts receivable balances are specific to each revenue stream based on our risk assessment, past patterns of collectability, our knowledge of the business, and customer-specific situations. We apply estimated reserve percentages to the risk pools identified, which are derived from historical write-off factors that are based on the accounts receivable balance’s delinquency status and adjusted as appropriate for our reasonable and supportable estimates of current and future economic conditions. We believe that historical write-off trends provide a basis for estimating future patterns of losses because there have been no significant changes in the mix or risk characteristics of the accounts receivable revenue stream pool populations from the
11


risk pools used to calculate our historical write-off rates. At each measurement date we reassess whether our accounts receivable pools continue to exhibit similar risk characteristics. We then determine if assets need to be isolated further as part of their own specific line item reserve due to specific events, such as a customer’s inability to meet its financial obligations (i.e. customer disputes, highly unresponsive customers, delinquency of the receivable, or other indicators of credit deterioration of customers). Lastly, the current expected credit loss impairment model is forward-looking and requires us to factor reasonable and supportable economic expectations into our allowance estimate for the asset's entire expected life, which is generally less than one year.
A reconciliation of the beginning and ending amount of allowance for doubtful accounts is as follows for the nine months ended September 30, 2021 (in millions):
Allowance for Doubtful Accounts
Beginning balance as of December 31, 2020
$ 27 
Bad debt expense
10 
Charge-offs
(14)
Ending balance as of September 30, 2021
$ 23 
Charge-offs in the table above represent the write-off of uncollectible receivables, net of recoveries. These amounts also include the impact of foreign currency translation adjustments.

5. Investments
Our equity investments, including our investment in Euroclear plc, or Euroclear, among others, are subject to valuation under ASU 2016-01, Financial Instruments- Overall (Subtopic 825-10): Recognition and Measurement of Financial Assets and Financial Liabilities, or ASU 2016-01. See Note 15 for a discussion of our determination of fair value of our financial instruments.
Investment in Coinbase
On December 1, 2014, we acquired preferred stock of Coinbase Global, Inc., or Coinbase, which operates a cryptocurrency exchange platform, for $10 million, representing a 1.4% ownership share on a fully-diluted, as-converted basis. On April 14, 2021, Coinbase completed an initial public offering, or IPO. On April 15, 2021, we completed the sale of our investment in Coinbase for $1.24 billion and recorded a gain of $1.23 billion, or $898 million net of tax, as other income in our consolidated statement of income.
Investment in OCC
We own a 40% interest in the Options Clearing Corporation, or OCC, through a direct investment by the NYSE and which is regulated by the SEC and the Commodity Futures Trading Commission, or CFTC, that we treat as an equity method investment. OCC is included in other non-current assets in the accompanying consolidated balance sheet. We recognized $42 million and $84 million during the nine months ended September 30, 2021 and 2020, respectively, and $8 million and $49 million during the three months ended September 30, 2021 and 2020, respectively, of equity earnings as our share of OCC's estimated profits, which is included in other income. Included within the amount recognized during the nine months ended September 30, 2021 is a $16 million earnings adjustment to reflect higher than reported 2020 net income than originally estimated by OCC. Similarly, included within the amount recognized during the nine months ended September 30, 2020 is a $7 million earnings adjustment to reflect higher than reported 2019 net income than originally estimated. Included within the amount recognized during the three months ended September 30, 2020 is a $36 million earnings adjustment to reflect higher than reported 2020 net income than originally estimated.
Investment in BondLink, Inc.
On May 12, 2021, we made a 35.0% strategic investment in BondLink, Inc., or BondLink, a financial technology company that provides cloud-based debt management software solutions to governments financing infrastructure in the municipal bond market. The Series B investment is designed to accelerate BondLink’s growth and product development, including by providing a variety of our market-leading data sets to municipalities as they prepare to issue bonds. We treat BondLink as an equity method investment which is included in other non-current assets in the accompanying consolidated balance sheet, and we record equity earnings of our share of BondLink's estimated profits, which we include in other income.
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Investment in Euroclear
We own a 9.8% stake in Euroclear as of September 30, 2021 that we originally purchased for $631 million, and we participate on the Euroclear Board of Directors. Euroclear is a provider of post-trade services, including settlement, central securities depositories and related services for cross-border transactions across asset classes. We classify our investment in Euroclear as equity investment.
During the three months ended September 30, 2021, we became aware of an observable price change in orderly transactions of similar Euroclear investments by a third party. The transactions resulted in a fair value adjustment of our Euroclear investment, and we recorded a gain of $34 million in other income, including the impact of foreign currency translation.
During the second quarter of 2021, we began to explore a sale of our equity investment in Euroclear, and as a result, we reclassified the carrying value of our Euroclear investment at that time, from other non-current assets to other current assets within our accompanying consolidated balance sheet. As of September 30, 2021, the adjusted fair value of our Euroclear investment in other current assets is $701 million. On October 18, 2021, we announced that we had reached an agreement to sell our entire 9.8% stake in Euroclear for €709 million ($821 million based on the euro/U.S. dollar exchange rate of 1.1578 as of September 30, 2021). The sale is subject to customary closing conditions and regulatory approval.
Additionally, we recognized dividend income of $60 million and $30 million during the nine and three months ended September 30, 2021, respectively, from Euroclear, which is included in other income. As a result of a 2020 European regulation limiting dividend payments, we did not receive a Euroclear dividend in 2020, but have now received two dividend payments during the nine months ended September 30, 2021.

6. Revenue Recognition
Substantially all of our revenues are considered to be revenues from contracts with customers. The related accounts receivable balances are recorded in our balance sheets as customer accounts receivable. We do not have obligations for warranties, returns or refunds to customers, other than rebates, which are settled each period and therefore do not result in variable consideration. We do not have significant revenue recognized from performance obligations that were satisfied in prior periods, and we do not have any transaction price allocated to unsatisfied performance obligations other than in our deferred revenue.
Deferred revenue represents our contract liabilities related to our annual, original and other listings revenues, certain data services, clearing services, mortgage technology services and other revenues. Deferred revenue is our only significant contract liability. See Note 8 for our discussion of deferred revenue balances, activity, and expected timing of recognition.
We have elected not to provide disclosures about the transaction price allocated to unsatisfied performance obligations if contract durations are less than one year, or if we are not required to estimate the transaction price. For all of our contracts with customers, except for listings and certain data, clearing and mortgage services, our performance obligations are short term in nature and there is no significant variable consideration. In addition, we have elected the practical expedient of excluding sales taxes from transaction prices. We have assessed the costs incurred to obtain or fulfill a contract with a customer and determined them to be immaterial.
Certain judgments and estimates are used in the identification and timing of satisfaction of performance obligations and the related allocation of transaction price. We believe that these represent a faithful depiction of the transfer of services to our customers. Refer to Note 5 to the consolidated financial statements included in Part II, Item 8 of our 2020 Form 10-K where our primary revenue contract classifications are described in detail.

The following table depicts the disaggregation of our revenue according to business line and segment (in millions). Amounts here have been aggregated as they follow consistent revenue recognition patterns, and are consistent with the segment information in Note 16:
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  Exchanges Segment Fixed Income and Data Services Segment Mortgage Technology Segment Total Consolidated
Nine Months Ended September 30, 2021:
Total revenues $ 4,376  $ 1,403  $ 1,061  $ 6,840 
Transaction-based expenses 1,534  —  —  1,534 
Total revenues, less transaction-based expenses $ 2,842  $ 1,403  $ 1,061  $ 5,306 
Timing of Revenue Recognition
Services transferred at a point in time $ 1,590  $ 162  $ 631  $ 2,383 
Services transferred over time 1,252  1,241  430  2,923 
Total revenues, less transaction-based expenses $ 2,842  $ 1,403  $ 1,061  $ 5,306 

  Exchanges Segment Fixed Income and Data Services Segment Mortgage Technology Segment Total Consolidated
Nine Months Ended September 30, 2020:
Total revenues $ 4,406  $ 1,360  $ 245  $ 6,011 
Transaction-based expenses 1,646  —  —  1,646 
Total revenues, less transaction-based expenses $ 2,760  $ 1,360  $ 245  $ 4,365 
Timing of Revenue Recognition
Services transferred at a point in time $ 1,571  $ 199  $ 207  $ 1,977 
Services transferred over time 1,189  1,161  38  2,388 
Total revenues, less transaction-based expenses $ 2,760  $ 1,360  $ 245  $ 4,365 


  Exchanges Segment Fixed Income and Data Services Segment Mortgage Technology Segment Total Consolidated
Three Months Ended September 30, 2021:
Total revenues $ 1,434  $ 477  $ 366  $ 2,277 
Transaction-based expenses 475  —  —  475 
Total revenues, less transaction-based expenses $ 959  $ 477  $ 366  $ 1,802 
Timing of Revenue Recognition
Services transferred at a point in time $ 534  $ 55  $ 214  $ 803 
Services transferred over time 425  422  152  999 
Total revenues, less transaction-based expenses $ 959  $ 477  $ 366  $ 1,802 


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  Exchanges Segment Fixed Income and Data Services Segment Mortgage Technology Segment Total Consolidated
Three Months Ended September 30, 2020:
Total revenues $ 1,337  $ 450  $ 143  $ 1,930 
Transaction-based expenses 519  —  —  519 
Total revenues, less transaction-based expenses $ 818  $ 450  $ 143  $ 1,411 
Timing of Revenue Recognition
Services transferred at a point in time $ 429  $ 55  $ 109  $ 593 
Services transferred over time 389  395  34  818 
Total revenues, less transaction-based expenses $ 818  $ 450  $ 143  $ 1,411 
The Exchanges segment revenues above include $623 million and $589 million of data services revenues for the nine months ended September 30, 2021 and 2020, respectively, and $208 million and $201 million during the three months ended September 30, 2021 and 2020, respectively. Fixed Income and Data Services segment revenues above include $1.2 billion and $1.1 billion of data services revenues for the nine months ended September 30, 2021 and 2020, respectively, and $414 million and $388 million during the three months ended September 30, 2021 and 2020, respectively. Our data services revenues are transferred over time, and a majority of those revenues are performed over a short period of time of one month or less and relate to subscription-based data services billed monthly, quarterly or annually in advance. These revenues are recognized ratably over time as our data delivery performance obligations are met consistently throughout the period.
The Exchanges segment revenues above also include $356 million and $334 million for the nine months ended September 30, 2021 and 2020, respectively, and $123 million and $111 million during the three months ended September 30, 2021 and 2020, respectively, of services transferred over time related to listings, as well as $190 million and $186 million for the nine months ended September 30, 2021 and 2020, respectively, and $65 million and $50 million during the three months ended September 30, 2021 and 2020, respectively, for services transferred over time related to risk management of open interest performance obligations. In addition, the Exchanges segment revenues include $83 million and $80 million for the nine months ended September 30, 2021 and 2020, respectively, and $29 million and $27 million during the three months ended September 30, 2021 and 2020, respectively, of services transferred over time related to regulatory fees, trading permits, and software licenses.
The Fixed Income and Data Services segment revenues above also include $21 million and $23 million for the nine months ended September 30, 2021 and 2020, respectively, and $8 million and $7 million during the three months ended September 30, 2021 and 2020, respectively, for services transferred over time related to risk management of open interest performance obligations, primarily in our CDS business.
The Mortgage Technology segment revenues above include $26 million of professional services revenues for the nine months ended September 30, 2021 and $9 million during the three months ended September 30, 2021, for services transferred over time. The remaining Mortgage Technology segment revenues transferred over time in the table above primarily relate to our origination technology revenue where performance obligations consist of a series of distinct services and are recognized over the contract terms as subscription performance obligations are satisfied. Contracts generally range from one year to five years.

7. Goodwill and Other Intangible Assets
The following is a summary of the activity in the goodwill balance for the nine months ended September 30, 2021 (in millions):
Goodwill balance at December 31, 2020
$ 21,291 
Acquisitions
Foreign currency translation
(7)
  Other activity, net
22 
Goodwill balance at September 30, 2021
$ 21,309 
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The following is a summary of the activity in the other intangible assets balance for the nine months ended September 30, 2021 (in millions):
Other intangible assets balance at December 31, 2020
$ 14,408 
Acquisitions
Foreign currency translation
(8)
Amortization of other intangible assets
(469)
Other activity, net
(11)
Other intangible assets balance at September 30, 2021
$ 13,928 
Foreign currency translation adjustments result from a portion of our goodwill and other intangible assets being held at our U.K., EU and Canadian subsidiaries, whose functional currencies are not the U.S. dollar. The change in other activity, net, primarily relates to adjustments to the fair value of the net tangible and intangible assets made within one year of acquisitions, with a corresponding adjustment to goodwill. We have performed an analysis of impairment indicators and did not recognize any impairment losses on goodwill or other intangible assets during the nine and three months ended September 30, 2021.

8. Deferred Revenue
Our contract liabilities, or deferred revenue, represent consideration received that is yet to be recognized as revenue. Total deferred revenue was $422 million as of September 30, 2021, including $322 million in current deferred revenue and $100 million in other non-current liabilities. The changes in our deferred revenue during the nine months ended September 30, 2021 are as follows (in millions):
Annual Listings Revenues Original Listings Revenues Other Listings Revenues Data Services and Other Revenues Mortgage Technology Total
Deferred revenue balance at December 31, 2020
$ —  $ 13  $ 92  $ 95  $ 59  $ 259 
Additions
397  26  42  352  60  877 
Amortization
(301) (24) (31) (319) (39) (714)
Deferred revenue balance at September 30, 2021
$ 96  $ 15  $ 103  $ 128  $ 80  $ 422 

The changes in our deferred revenue during the nine months ended September 30, 2020 are as follows (in millions):
Annual Listings Revenues Original Listings Revenues Other Listings Revenues Data Services and Other Revenues Mortgage Technology Total
Deferred revenue balance at December 31, 2019
$ —  $ 19  $ 94  $ 88  $ —  $ 201 
Additions
384  34  367  25  819 
Amortization
(288) (15) (31) (326) —  (660)
Deferred revenue balance at September 30, 2020
$ 96  $ 13  $ 97  $ 129  $ 25  $ 360 
Included in the amortization recognized during the nine months ended September 30, 2021 is $128 million related to the deferred revenue balance as of December 31, 2020. Included in the amortization recognized for the nine months ended September 30, 2020 is $92 million related to the deferred revenue balance as of December 31, 2019. As of September 30, 2021, the remaining deferred revenue balance will be recognized over the period of time we satisfy our performance obligations as described in Note 6.

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9. Debt
Our total debt, including short-term and long-term debt, consisted of the following as of September 30, 2021 and December 31, 2020 (in millions):
As of September 30, 2021 As of December 31, 2020
Debt:
Short-term debt:
Commercial Paper $ 1,324  $ 2,405 
2022 Senior Notes (2.35% senior unsecured notes due September 15, 2022)
499  — 
Other short-term debt
Total short-term debt 1,831  2,411 
Long-term debt:
2022 Senior Notes (2.35% senior unsecured notes due September 15, 2022)
—  498 
2023 Senior Notes (floating rate senior unsecured notes due June 15, 2023)
—  1,244 
2023 Senior Notes (0.70% senior unsecured notes due June 15, 2023)
996  995 
2023 Senior Notes (3.45% senior unsecured notes due September 21, 2023)
399  398 
2023 Senior Notes (4.00% senior unsecured notes due October 15, 2023)
797  796 
2025 Senior Notes (3.75% senior unsecured notes due December 1, 2025)
1,246  1,245 
2027 Senior Notes (3.10% senior unsecured notes due September 15, 2027)
497  496 
2028 Senior Notes (3.75% senior unsecured notes due September 21, 2028)
593  593 
2030 Senior Notes (2.10% senior unsecured notes due June 15, 2030)
1,233  1,232 
2032 Senior Notes (1.85% senior unsecured notes due September 15, 2032)
1,483  1,481 
2040 Senior Notes (2.65% senior unsecured notes due September 15, 2040)
1,230  1,229 
2048 Senior Notes (4.25% senior unsecured notes due September 21, 2048)
1,230  1,230 
2050 Senior Notes (3.00% senior unsecured notes due June 15, 2050)
1,220  1,219 
2060 Senior Notes (3.00% senior unsecured notes due September 15, 2060)
1,470  1,470 
Total long-term debt 12,394  14,126 
Total debt $ 14,225  $ 16,537 
Our fixed rate senior notes of $12.9 billion have a weighted average maturity of 15 years and a weighted average cost of 3.0% per annum.
During the three months ended September 30, 2021, we used the proceeds from commercial paper issuances and cash on hand to fund the redemption of $1.25 billion aggregate principal amount of senior floating rate notes due in June 2023, or the Floating Rate Notes. We delivered a notice of redemption of the Floating Rate Notes to Wells Fargo Bank, National Association, as trustee, under the indenture governing the Floating Rate Notes, which was delivered to the holders of the Floating Rate Notes on September 17, 2021, and they were subsequently redeemed on September 27, 2021. In connection with this redemption, we recorded $4 million in accelerated unamortized deferred loan costs, which are included in interest expense in our consolidated statements of income for the three months ended September 30, 2021.
Credit Facilities
We have a $3.8 billion senior unsecured revolving credit facility, or the Credit Facility, with a maturity date of August 21, 2025 and future capacity to increase our borrowings under the Credit Facility by an additional $625 million, subject to the consent of the lenders funding the increase and certain other conditions. No amounts were outstanding under the Credit Facility as of September 30, 2021. On October 15, 2021, we agreed with the lenders to extend the maturity date of the Credit Facility to October 15, 2026, among other items.
As of September 30, 2021, of the $3.8 billion that is currently available for borrowing under the Credit Facility, $1.3 billion is required to back-stop the amount outstanding under our U.S. dollar commercial paper program, or the Commercial Paper Program, and $172 million is required to support certain broker-dealer and other subsidiary commitments. The amount required to back-stop the amounts outstanding under the Commercial Paper Program will fluctuate as we increase or decrease our commercial paper borrowings. The remaining $2.3 billion is available for working capital and general corporate purposes including, but not limited to, acting as a back-stop to future increases in the amounts outstanding under the Commercial Paper Program.
Our India subsidiaries maintain $20 million of credit lines for their general corporate purposes. As of September 30, 2021, they had borrowed $8 million, which is reflected as “other short-term debt” in the table above.
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Commercial Paper Program
Our Commercial Paper Program is currently backed by the borrowing capacity available under the Credit Facility, as described above. The effective interest rate of commercial paper issuances does not materially differ from short-term interest rates, which fluctuate due to market conditions and as a result may impact our interest expense. During the nine months ended September 30, 2021, we had net repayments of $1.1 billion under the Commercial Paper Program. We used $1.2 billion of proceeds received from the sale of our Coinbase investment to pay down the commercial paper balance.
Commercial paper notes of $1.3 billion with original maturities ranging from one to 75 days were outstanding as of September 30, 2021, with a weighted average interest rate of 0.24% per annum, and a weighted average remaining maturity of 28 days.

10. Share-Based Compensation
We currently sponsor employee and director stock option, restricted stock and employee stock purchase plans. Stock options and restricted stock are granted at the discretion of the Compensation Committee of our Board of Directors, or Board, based on the estimated fair value on the date of grant. The fair value of the stock options and restricted stock on the date of grant is recognized as expense over the vesting period, net of forfeitures. The non-cash compensation expenses recognized in our consolidated statements of income for stock options, restricted stock and under our employee stock purchase plan, net of amounts classified as capitalized software, were $112 million and $105 million for the nine months ended September 30, 2021 and 2020, respectively, and $39 million and $32 million during the three months ended September 30, 2021 and 2020, respectively. This includes the expense related to the Bakkt Incentive Units, described below.
Stock Option Plans
We use the Black-Scholes option pricing model to value our stock option awards. During the nine months ended September 30, 2021 and 2020, we used the assumptions in the table below to compute the value:
Nine Months Ended September 30,
Assumptions: 2021 2020
Risk-free interest rate
0.64% 1.46%
Expected life in years
5.7 5.8
Expected volatility
24% 20%
Expected dividend yield
1.16% 1.30%
Estimated weighted-average fair value of options granted per share
$22.70 $16.65
The risk-free interest rate is based on the zero-coupon U.S. Treasury yield curve in effect at the date of grant. The expected life is derived from historical and anticipated future exercise patterns. Expected volatility is based on historical volatility data of our stock.
Restricted Stock Plans
Restricted shares are used as an incentive to attract and retain qualified employees and to align our and our stockholders' interests by linking actual performance to both short and long-term stockholder return. We issue awards that may contain a combination of time, performance and/or market conditions. The grant date fair value of each award is based on the closing stock price of our stock at the date of grant. For time-based restricted stock, we recognize expense ratably over the vesting period, which is typically three years, net of forfeitures.
In February 2021, we reserved a maximum of 0.7 million restricted shares for potential issuance as performance-based restricted shares to certain of our employees. The number of shares ultimately granted under this award will be based on our actual financial performance as compared to financial performance targets set by our Board and the Compensation Committee for the year ending December 31, 2021, and will also be subject to a market condition reduction based on how our 2021 total stockholder return, or TSR, compares to that of the S&P 500 Index. The maximum compensation expense to be recognized under these performance-based restricted shares is $77 million if the maximum financial performance target is met and all 0.7 million shares vest. The compensation expense to be recognized under these performance-based restricted shares will be $38 million if the target financial performance is met, which would result in 0.4 million shares vesting. For these awards with performance conditions, we recognize expense on an accelerated basis over the three-year vesting period based on our quarterly assessment of the probable 2021 actual financial performance as compared to the 2021 financial performance targets. As of September 30, 2021, our best estimate is that the financial performance level will be above target for 2021. Based on this assessment, we recorded non-cash compensation expense of
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$18 million and $9 million for the nine and three months ended September 30, 2021, respectively, related to these awards and the remaining $29 million in non-cash compensation expense will be recorded on an accelerated basis over the remaining vesting period, including $8 million which will be recorded over the remainder of 2021.
We also issue awards with a market condition but no performance condition. The fair value of these awards is estimated based on a simulation of various outcomes and includes inputs such as our stock price on the grant date, the valuation of historical awards with market conditions, the relatively low likelihood that the market condition will affect the number of shares granted (as the market condition only affects shares granted in excess of certain financial performance targets), and our expectation of achieving the financial performance targets.
Bakkt Incentive Units
We sponsor the Bakkt Equity Incentive Plan under which Bakkt issues various Bakkt preferred, common and phantom, or participation, equity unit awards. These awards were made to certain employees and board members of Bakkt. The units are unvested at the issuance date, are subject to the vesting terms in the award agreements and upon vesting are converted into Bakkt equity or cash. Upon the closing of the Bakkt transaction on October 15, 2021 (Note 3), one-third of these units vested with the remaining two-thirds vesting on the first and second anniversaries of the closing.
During the nine months ended September 30, 2020, there was a $300 million capital call related to the acquisition of Bridge2 Solutions that triggered a market condition of certain of these Bakkt equity incentive awards. The market condition is based on numerous possible Bakkt transaction or event scenarios established on the original date of grant, each of which have a fixed fair market value. Over the life of these awards, we are required to estimate the most likely outcome and reflect the cumulative financial statement impact of any changes between outcomes. As a result, during the nine months ended September 30, 2020, we incurred a $10 million compensation expense related to these awards that was recorded as an acquisition-related cost.

11.      Equity
Stock Repurchase Program
In December 2019, our Board approved an aggregate of $2.4 billion for future repurchases of our common stock with no fixed expiration date that became effective on January 1, 2020. We fund repurchases from our operating cash flow or borrowings under our debt facilities or our Commercial Paper Program. Repurchases may be made from time to time on the open market, through established trading plans, in privately-negotiated transactions or otherwise, in accordance with all applicable securities laws, rules and regulations. We may begin or discontinue stock repurchases at any time and may amend or terminate a Rule 10b5-1 trading plan at any time or enter into additional plans. We discontinued stock repurchases and terminated our Rule 10b5-1 trading plan in August 2020 in connection with the Ellie Mae acquisition and had no stock repurchases during the nine months ended September 30, 2021. During the nine months ended September 30, 2020, we repurchased 10.4 million shares of our outstanding common stock at a cost of $948 million under our Rule 10b5-1 trading plan and 3.2 million shares at a cost of $299 million on the open market during an open trading period. As of September 30, 2021, the remaining balance of Board approved funds for future repurchases is $1.2 billion. The approval of our Board for the share repurchases does not obligate us to acquire any particular amount of our common stock. In addition, our Board may increase or decrease the amount available for repurchases from time to time.
Dividends
During the nine months ended September 30, 2021 and 2020, we declared and paid cash dividends per share of $0.99 and $0.90, respectively, for an aggregate payout of $561 million and $500 million, respectively. During the three months ended September 30, 2021 and 2020, we declared and paid cash dividends per share of $0.33 and $0.30, respectively, for an aggregate payout of $187 million and $170 million, respectively. The declaration of dividends is subject to the discretion of our Board. Our Board has adopted a quarterly dividend declaration policy providing that the declaration of any dividends will be determined quarterly by the Board or the Audit Committee, taking into account such factors as our evolving business model, prevailing business conditions, our financial results and capital requirements and other considerations which our Board deems relevant, without a predetermined annual net income payout ratio.
Accumulated Other Comprehensive Income (Loss)
The following tables present changes in the accumulated balances for each component of other comprehensive income (loss) (in millions):
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Changes in Accumulated Other Comprehensive Income (Loss) by Component
Foreign currency translation adjustments Comprehensive income from equity method investment Employee benefit plans adjustments Total
Balance, as of December 31, 2020
$ (134) $ $ (59) $ (192)
Other comprehensive income (loss)
(16) —  (14)
Income tax benefit (expense) (1) —  — 
Net current period other comprehensive income (loss)
(15) —  (14)
Balance, as of September 30, 2021
$ (149) $ $ (59) $ (206)

Changes in Accumulated Other Comprehensive Income (Loss) by Component
Foreign currency translation adjustments Comprehensive income from equity method investment Employee benefit plans adjustments Total
Balance, as of June 30, 2021 $ (117) $ $ (59) $ (174)
Other comprehensive income (loss)
(33) —  —  (33)
Income tax benefit (expense) —  — 
Net current period other comprehensive income (loss)
(32) —  —  (32)
Balance, as of September 30, 2021
$ (149) $ $ (59) $ (206)

Changes in Accumulated Other Comprehensive Income (Loss) by Component
Foreign currency translation adjustments Comprehensive income from equity method investment Employee benefit plans adjustments Total
Balance, as of December 31, 2019
$ (177) $ $ (67) $ (243)
Other comprehensive income (loss)
(29) —  —  (29)
Income tax benefit (expense) (1) —  —  (1)
Net current period other comprehensive income (loss)
(30) —  —  (30)
Balance, as of September 30, 2020
$ (207) $ $ (67) $ (273)

Changes in Accumulated Other Comprehensive Income (Loss) by Component
Foreign currency translation adjustments Comprehensive income from equity method investment Employee benefit plans adjustments Total
Balance, as of June 30, 2020 $ (255) $ $ (67) $ (321)
Other comprehensive income (loss)
49  —  —  49 
Income tax benefit (expense) (1) —  —  (1)
Net current period other comprehensive income (loss)
48  —  —  48 
Balance, as of September 30, 2020
$ (207) $ $ (67) $ (273)


12. Income Taxes
Our effective tax rate was 29% and 24% for the nine months ended September 30, 2021 and 2020, respectively, and 23% and 32% during the three months ended September 30, 2021 and 2020, respectively. The effective tax rate for the nine months ended September 30, 2021 was higher than the effective tax rate for the comparable period in 2020 primarily due to the deferred income tax impact resulting from the U.K. tax law changes enacted in June 2021, which increased the U.K. corporate income tax rate from 19% to 25% effective April 1, 2023. The effective tax rate for the three months ended September 30, 2021 was lower than the effective tax rate for the comparable period in 2020 primarily due to the deferred income tax impact resulting from the U.K. tax law changes enacted in July 2020, which increased the U.K. corporate income tax rate from 17% to 19% effective April 1, 2020.
On March 11, 2021, the American Rescue Plan Act, or ARPA, was signed into law. The ARPA enacted certain provisions that are relevant to corporate income tax. These provisions did not have a material impact on our income tax provision for the nine and three months ended September 30, 2021.

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13. Clearing Operations
We operate six clearing houses, each of which acts as a central counterparty that becomes the buyer to every seller and the seller to every buyer for its clearing members or participants, or Members. Through this central counterparty function, the clearing houses provide financial security for each transaction for the duration of the position by limiting counterparty credit risk.
Our clearing houses are responsible for providing clearing services to each of our futures exchanges, and in some cases to third-party execution venues, and are as follows, referred to herein collectively as "the ICE Clearing Houses":
Clearing House Products Cleared Exchange where Executed Location
ICE Clear Europe Energy, agricultural, interest rates and equity index futures and options contracts and OTC European CDS instruments ICE Futures Europe, ICE Futures U.S., ICE Endex, ICE Futures Abu Dhabi and third-party venues U.K.
ICE Clear U.S. Agricultural, metals, and foreign exchange, or FX, index futures and options contracts, equity futures contracts, and digital assets futures contracts ICE Futures U.S. U.S.
ICE Clear Credit OTC North American, European, Asian-Pacific and Emerging Market CDS instruments Creditex and third-party venues U.S.
ICE Clear Netherlands Derivatives on equities and equity indices traded on regulated markets ICE Endex The Netherlands
ICE Clear Singapore Energy, metals and financial futures products and digital assets futures contracts ICE Futures Singapore Singapore
ICE NGX Physical North American natural gas, electricity and oil futures ICE NGX Canada
Original & Variation Margin
Each of the ICE Clearing Houses generally requires all Members to deposit collateral in cash or certain pledged assets. The collateral deposits are known as “original margin.” In addition, the ICE Clearing Houses may make intraday original margin calls in circumstances where market conditions require additional protection. The daily profits and losses to and from the ICE Clearing Houses due to the marking-to-market of open contracts is known as “variation margin.” With the exception of ICE NGX’s physical natural gas and physical power products discussed separately below, the ICE Clearing Houses mark all outstanding contracts to market, and therefore pay and collect variation margin, at least once daily.
The amounts that Members are required to maintain are determined by proprietary risk models established by each ICE Clearing House and reviewed by the relevant regulators, independent model validators, risk committees and the boards of directors of the respective ICE Clearing House. The amounts required may fluctuate over time. Each of the ICE Clearing Houses is a separate legal entity and is not subject to the liabilities of the others, or the obligations of Members of the other ICE Clearing Houses.
Should a particular Member fail to deposit its original margin or fail to make a variation margin payment, when and as required, the relevant ICE Clearing House may liquidate or hedge the defaulting Member's open positions and use their original margin and guaranty fund deposits to pay any amount owed. In the event that the defaulting Member's deposits are not sufficient to pay the amount owed in full, the ICE Clearing Houses will first use their respective contributions to the guaranty fund, often referred to as Skin In The Game, or SITG, to pay any remaining amount owed. In the event that the SITG is not sufficient, the ICE Clearing Houses may utilize the respective guaranty fund deposits, or collect limited additional funds from their respective non-defaulting Members on a pro-rata basis, to pay any remaining amount owed.
As of September 30, 2021 and December 31, 2020, the ICE Clearing Houses had received or had been pledged $195.2 billion and $154.1 billion, respectively, in cash and non-cash collateral in original margin and guaranty fund deposits to cover price movements of underlying contracts for both periods.
Guaranty Funds & ICE Contribution
As described above, mechanisms have been created, called guaranty funds, to provide partial protection in the event of a Member default. With the exception of ICE NGX, each of the ICE Clearing Houses requires that each Member make deposits into a guaranty fund.
In addition, we have contributed our own capital that could be used if a defaulting Member’s original margin and guaranty fund deposits are insufficient. Such amounts are recorded as long-term restricted cash and cash equivalents in our balance sheets and are as follows (in millions):
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ICE Portion of Guaranty Fund Contribution Default insurance
Clearing House As of September 30, 2021 As of
December 31, 2020
As of September 30, 2021 As of
December 31, 2020
ICE Clear Europe $247 $237 $75 $75
ICE Clear U.S. 83  103  25  25 
ICE Clear Credit 50  50  50  50 
ICE Clear Netherlands N/A N/A
ICE Clear Singapore N/A N/A
ICE NGX 15  15  100  100 
Total $398 $408 $250 $250
Of our total contribution to ICE Clear U.S. above, as of September 30, 2021, $15 million was solely applicable to any losses associated with a default in Bitcoin contracts and other digital asset contracts that ICE Clear U.S. may clear in the future. In February 2021, we decreased our contribution to ICE Clear U.S.’s guaranty fund applicable to any losses associated with a default in Bitcoin contracts and other digital asset contracts by $20 million from $35 million as of December 31, 2020. In March 2021, we increased our contribution to ICE Clear Europe's guaranty fund by $10 million in connection with the launch of ICE Futures Abu Dhabi Limited.
We maintain default insurance as an additional layer of Member default protection. The default insurance was added in September 2019 and has a three-year term for the following clearing houses in the following amounts: ICE Clear Europe - $75 million; ICE Clear U.S. - $25 million and ICE Clear Credit - $50 million. The default insurance layer resides after and in addition to the ICE Clear Europe, ICE Clear U.S. and ICE Clear Credit SITG contributions and before the guaranty fund contributions of the non-defaulting Members.
Similar to SITG, the default insurance layer is not intended to replace or reduce the position risk-based amount of the guaranty fund. As a result, the default insurance layer is not a factor that is included in the calculation of the Members' guaranty fund contribution requirement. Instead, it serves as an additional, distinct, and separate default resource that should serve to further protect the non-defaulting Members’ guaranty fund contributions from being mutualized in the event of a default.
As of September 30, 2021, ICE NGX maintains a guaranty fund utilizing a $115 million letter of credit and a default insurance policy, discussed below.
Cash and Invested Deposits
We have recorded cash and invested margin deposits and amounts due in our balance sheets as current assets with corresponding current liabilities to the Members. As of September 30, 2021, our cash and invested margin deposits were as follows (in millions):
ICE Clear Europe (1)
ICE Clear
Credit
ICE Clear U.S. ICE NGX Other ICE Clearing Houses Total
Original margin
$ 52,515  $ 39,977  $ 6,711  $ —  $ $ 99,207 
Unsettled variation margin, net
—  —  —  357  —  357 
Guaranty fund
4,286  3,373  626  —  8,289 
Delivery contracts receivable/payable, net
—  —  —  845  —  845 
Total
$ 56,801  $ 43,350  $ 7,337  $ 1,202  $ $ 108,698 
As of December 31, 2020, our cash and invested margin deposits were as follows (in millions):
ICE Clear Europe (2)
ICE Clear
Credit
ICE Clear U.S. ICE NGX Other ICE Clearing Houses Total
Original margin
$ 33,726  $ 34,922  $ 7,288  $ —  $ 12  $ 75,948 
Unsettled variation margin, net
—  —  —  99  —  99 
Guaranty fund
4,374  2,574  502  —  7,455 
Delivery contracts receivable/payable, net
—  —  —  581  —  581 
Total
$ 38,100  $ 37,496  $ 7,790  $ 680  $ 17  $ 84,083 
(1) $51.6 billion and $5.2 billion is related to futures/options and CDS, respectively.
(2) $31.8 billion and $6.3 billion is related to futures/options and CDS, respectively.

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Our cash and invested margin and guaranty fund deposits are maintained in accounts with national banks and highly-rated financial institutions or secured through direct investments, primarily in U.S. Treasury securities or reverse repurchase agreements with primarily overnight maturities. Due to the highly liquid nature and the short period of time to maturity, the fair values of our cash and invested deposits are determined to approximate carrying value.
To provide a tool to address the liquidity needs of our clearing houses and manage the liquidation of margin and guaranty fund deposits held in the form of cash and high quality sovereign debt, ICE Clear Europe, ICE Clear Credit and ICE Clear U.S. have entered into Committed Repurchase Agreement Facilities, or Committed Repo. Additionally, ICE Clear Credit and ICE Clear Netherlands have entered into Committed FX Facilities to support these liquidity needs. As of September 30, 2021, the following facilities were in place:
ICE Clear Europe: $1.0 billion in Committed Repo to finance U.S. dollar, euro and pound sterling deposits.
ICE Clear Credit: $300 million in Committed Repo (U.S. dollar based) to finance U.S. dollar denominated sovereign debt and euro deposits, €250 million in Committed Repo (euro based) to finance euro and U.S. dollar denominated sovereign debt deposits, and €1.9 billion in Committed FX Facilities to finance euro payment obligations.
ICE Clear U.S.: $250 million in Committed Repo to finance U.S. dollar denominated sovereign debt deposits.
ICE Clear Netherlands: €10 million in Committed FX Facilities to finance euro payment obligations.
Details of our cash and invested deposits are as follows (in millions):
Clearing House Investment Type As of September 30, 2021 As of
December 31, 2020
ICE Clear Europe
National Bank Account (1)
$ 16,216  $ 10,887 
ICE Clear Europe Reverse repo 28,299  23,696 
ICE Clear Europe Sovereign Debt 11,750  3,501 
ICE Clear Europe Demand deposits 536  16 
ICE Clear Credit National Bank Account 36,702  30,275 
ICE Clear Credit Reverse repo 3,937  4,520 
ICE Clear Credit Demand deposits 2,711  2,701 
ICE Clear U.S. Reverse repo 5,862  5,690 
ICE Clear U.S. Sovereign Debt 1,475  2,100 
Other ICE Clearing Houses Demand deposits 17 
ICE NGX Unsettled Variation Margin and Delivery Contracts Receivable/Payable 1,202  680 
Total $ 108,698  $ 84,083 

(1) As of September 30, 2021, ICE Clear Europe held €11.3 billion ($13.1 billion based on the euro/U.S. dollar exchange rate of 1.1578 as of September 30, 2021) at the European Central Bank, or ECB, £2.3 billion ($3.1 billion based on the pound sterling/U.S. dollar exchange rate of 1.3474 as of September 30, 2021) at the Bank of England, or BOE, and €10 million ($12 million based on the above exchange rate) at the BOE. As of December 31, 2020, ICE Clear Europe held €6.3 billion ($7.7 billion based on the euro/U.S. dollar exchange rate of 1.2216 as of December 31, 2020) at De Nederlandsche Bank, or DNB, £2.3 billion ($3.1 billion based on the pound sterling/U.S. dollar exchange rate of 1.3665 as of December 31, 2020) at the BOE and €10 million ($12 million based on the above exchange rate) at the BOE.
Other Deposits
In addition to the cash and invested deposits above, the ICE Clearing Houses have also received other assets from Members, which include government obligations, and may include other non-cash collateral such as letters of credit at ICE NGX, or gold on rare occasions at ICE Clear Europe, to mitigate credit risk. For certain deposits, we may impose discount or “haircut” rates to ensure adequate collateral if market values fluctuate. The value-related risks and rewards of these assets remain with the Members. Any gain or loss accrues to the Member. The ICE Clearing Houses do not, in the ordinary course, rehypothecate or re-pledge these assets. These pledged assets are not reflected in our balance sheets, and are as follows (in millions):
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  As of September 30, 2021
ICE Clear
Europe
ICE Clear
Credit
ICE Clear U.S. ICE NGX Total
Original margin:
Government securities at face value
$ 57,072  $ 7,543  $ 17,599  $ —  $ 82,214 
Letters of credit
—  —  —  2,696  2,696 
ICE NGX cash deposits
—  —  —  611  611 
Total $ 57,072  $ 7,543  $ 17,599  $ 3,307  $ 85,521 
Guaranty fund:
Government securities at face value
$ 626  $ 163  $ 241  $ —  $ 1,030 
As of December 31, 2020
ICE Clear
Europe
ICE Clear
Credit
ICE Clear U.S. ICE NGX Total
Original margin:
Government securities at face value
$ 36,295  $ 9,523  $ 20,216  $ —  $ 66,034 
Letters of credit
—  —  —  2,329  2,329 
ICE NGX cash deposits
—  —  —  405  405 
Total $ 36,295  $ 9,523  $ 20,216  $ 2,734  $ 68,768 
Guaranty fund:
Government securities at face value
$ 508  $ 515  $ 250  $ —  $ 1,273 
ICE NGX
ICE NGX is the central counterparty to Members on opposite sides of its physically-settled contracts, and the balance related to delivered but unpaid contracts is recorded as a delivery contract net receivable, with an offsetting delivery contract net payable in our balance sheets. Unsettled variation margin equal to the fair value of open contracts is recorded as of each balance sheet date. ICE NGX marks all outstanding contracts to market daily, but only collects variation margin when a Member's open position falls outside a specified percentage of its pledged collateral. Due to the highly liquid nature and the short period of time to maturity, the fair values of our delivery contract net payable and net receivable are determined to approximate carrying value.
ICE NGX requires Members to maintain cash or letters of credit to serve as collateral in the event of default. The cash is maintained in a segregated bank account, held in trust and remains the property of the Member, therefore, it is not included in our balance sheets. ICE NGX maintains the following accounts with a third-party Canadian chartered bank which are available in the event of physical settlement shortfalls, subject to certain conditions:
Account Type
As of September 30, 2021
(In C$ millions)
As of September 30, 2021
(In $USD millions)
Daylight liquidity facility C$300 $237
Overdraft facility 20  16 
Total C$320 $253
As of September 30, 2021, ICE NGX maintains a guaranty fund of $115 million funded by a $100 million letter of credit issued by a major Canadian chartered bank, and backed by default insurance underwritten by Export Development Canada, or EDC, a Crown corporation operated at arm’s length from the Canadian government, plus $15 million held as restricted cash to fund the first loss amount that ICE NGX is responsible for under the default insurance policy. In the event of a participant default where the Member’s collateral is depleted, the shortfall would be covered by a draw down on the letter of credit following which ICE NGX would file a claim under the default insurance to recover additional losses up to $100 million beyond the $15 million first-loss amount that ICE NGX is responsible for under the default insurance policy.
Clearing House Exposure
Each ICE Clearing House bears financial counterparty credit risk and provides a central counterparty guarantee, or performance guarantee, to its Members. To reduce their exposure, the ICE Clearing Houses have a risk management program with both initial and ongoing membership standards. Excluding the effects of original and variation margin, guaranty fund and collateral requirements and default insurance, the ICE Clearing Houses’ maximum estimated exposure for this guarantee is $172.2 billion as of September 30, 2021, which represents the maximum estimated value by the ICE Clearing Houses of a hypothetical one-day movement in pricing of the underlying unsettled contracts. This value was
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determined using proprietary risk management software that simulates gains and losses based on historical market prices, volatility and other factors present at that point in time for those particular unsettled contracts. Future actual market price volatility could result in the exposure being significantly different than this amount.

14. Legal Proceedings
In the ordinary course of our business, from time to time we are subject to legal proceedings, lawsuits, government investigations and other claims with respect to a variety of matters. In addition, we are subject to periodic reviews, inspections, examinations and investigations by regulators in the U.S. and other jurisdictions, any of which may result in claims, legal proceedings, assessments, fines, penalties, restrictions on our business or other sanctions. We record estimated expenses and reserves for legal or regulatory matters or other claims when these matters present loss contingencies that are probable and the related amount is reasonably estimable. Any such accruals may be adjusted as circumstances change. Assessments of losses are inherently subjective and involve unpredictable factors. While the outcome of legal and regulatory matters is inherently difficult to predict and/or the range of loss often cannot be reasonably estimable, we do not believe that the liabilities, if any, which may ultimately result from the resolution of the various legal and regulatory matters that arise in the ordinary course of our business, including the matter described below and those described in Note 15 to the consolidated financial statements in Part II, Item 8 of our 2020 Form 10-K, are likely to have a material adverse effect on our consolidated financial condition, results of operations, or liquidity. It is possible, however, that future results of operations for any particular quarterly or annual period could be materially and adversely affected by any developments relating to these legal and regulatory matters. Other than a $30 million accrual for potential legal settlements recorded as of December 31, 2020, a range of possible losses related to certain cases cannot be reasonably estimated at this time, except as otherwise disclosed below and in Note 15 to the consolidated financial statements in Part II, Item 8 of our 2020 Form 10-K. Individual matter disclosures in this Form 10-Q are limited to new significant matters or significant updates on existing matters since our most recent Form 10-K.
SPAN Trademark Dispute
As described at greater length in Note 15 to the consolidated financial statements in Part II, Item 8 of our 2020 Form 10-K, CME Group, Inc., or CME, filed suit against two of ICE’s clearing houses (ICE Clear U.S. and ICE Clear Europe Limited) in 2018 in the U.S. District Court for the Northern District of Illinois, alleging infringement of CME’s trademark for SPAN, which is a name generally used to refer to a type of initial margining approach that assesses risk for a variety of financial instruments on a portfolio-wide basis, as well as breach of contract and counterfeiting. A bench trial was held on the matter in September 2020.
On August 17, 2021, the trial court issued findings of fact and conclusions of law, in which, among other things, the court found in favor of ICE on CME’s counterfeiting and breach of contract claims; held that ICE had a valid implied license defense for significant periods of time of the alleged infringement; and, excluding the periods to which the implied license applied, awarded CME a judgment for infringement of approximately $16 million. In October 2021, this matter was resolved.
ICE Data Pricing & Reference Data Matter
As described at greater length in Note 15 to the consolidated financial statements in Part II, Item 8 of our 2020 Form 10-K, our subsidiary ICE Data Pricing & Reference Data, LLC, or PRD, is a registered investment advisor in the business of, among other things, providing clients with evaluated pricing and other information for fixed-income securities.
Until October 1, 2020, PRD had a business practice of passing through third-party price quotes, or broker quotes, in certain fixed income securities as-is to its clients when PRD did not believe it had sufficient information to produce an evaluated price for such securities. PRD’s legacy business practices with respect to broker quotes received from a now-bankrupt entity named Live Well Financial, Inc., or Live Well, had led to assertions of liability against PRD by Live Well’s bankruptcy trustee, or the Trustee, and certain of Live Well’s financial institution creditors. As of September 30, 2021, PRD has resolved the potential claims of the Trustee and all but one of the financial institution creditors. PRD continues to deny any wrongdoing, and to the extent any unresolved assertions relating to broker quotes PRD received from Live Well become litigated matters, we plan to vigorously defend any such litigation.
For further information on our legal and regulatory matters, please see Note 15 to the consolidated financial statements in Part II, Item 8 of our 2020 Form 10-K.

15. Fair Value Measurements
Fair value is the price that would be received from selling an asset or paid to transfer a liability (an exit price) in the principal or most advantageous market for the asset or liability in an orderly transaction between market participants at the
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measurement date. Our financial instruments consist primarily of certain short-term and long-term assets and liabilities, customer accounts receivable, margin deposits and guaranty funds, equity investments, and short-term and long-term debt.
The fair value of our financial instruments is measured based on a three-level hierarchy:
Level 1 inputs — quoted prices for identical assets or liabilities in active markets.
Level 2 inputs — observable inputs other than Level 1 inputs 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 — unobservable inputs supported by little or no market activity and that are significant to the fair value of the assets or liabilities.
Financial assets and liabilities recorded or disclosed at fair value in the accompanying consolidated balance sheets as of September 30, 2021 and December 31, 2020 were classified in their entirety based on the lowest level of input that is significant to the asset or liability’s fair value measurement.
Our mutual funds are equity and fixed income mutual funds held for the purpose of providing future payments for the supplemental executive savings plan and the supplemental executive retirement plan. These mutual funds are classified as equity investments and measured at fair value using Level 1 inputs with adjustments recorded in net income.
Excluding our equity investments without a readily determinable fair value, the fair values of all other financial instruments are determined to approximate carrying value due to the short period of time to their maturities.
We did not use Level 3 inputs to determine the fair value of assets or liabilities measured at fair value on a recurring basis as of September 30, 2021 or December 31, 2020.
We measure certain assets, such as intangible assets, at fair value on a non-recurring basis. These assets are recognized at fair value if they are deemed to be impaired. As of September 30, 2021, none of our intangible assets were required to be recorded at fair value since no impairments were recorded.
We measure certain equity investments at fair value on a non-recurring basis using our policy election under ASU 2016-01. During the nine months ended September 30, 2021, we evaluated these investments and concluded that certain fair value adjustments were required under this election related to our investment in Euroclear (Note 5).
See Note 13 for the fair value considerations related to our margin deposits, guaranty funds and delivery contracts receivable.
The table below displays the fair value of our debt as of September 30, 2021. The fair values of our fixed rate notes were estimated using quoted market prices for these instruments. The fair value of our commercial paper includes a discount and other short-term debt approximates par value since the interest rates on this short-term debt approximate market rates as of September 30, 2021.
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As of September 30, 2021
(in millions)
Debt:
Carrying Amount
Fair value
Commercial Paper
$ 1,324  $ 1,324 
2022 Senior Notes (2.35% senior unsecured notes due September 15, 2022)
499  509 
Other short-term debt
2023 Senior Notes (0.70% senior unsecured notes due June 15, 2023)
996  1,005 
2023 Senior Notes (3.45% senior unsecured notes due September 21, 2023)
399  422 
2023 Senior Notes (4.00% senior unsecured notes due October 15, 2023)
797  856 
2025 Senior Notes (3.75% senior unsecured notes due December 1, 2025)
1,246  1,374 
2027 Senior Notes (3.10% senior unsecured notes due September 15, 2027)
497  542 
2028 Senior Notes (3.75% senior unsecured notes due September 21, 2028)
593  670 
2030 Senior Notes (2.10% senior unsecured notes due June 15, 2030)
1,233  1,238 
2032 Senior Notes (1.85% senior unsecured notes due September 15, 2032)
1,483  1,419 
2040 Senior Notes (2.65% senior unsecured notes due September 15, 2040)
1,230  1,198 
2048 Senior Notes (4.25% senior unsecured notes due September 21, 2048)
1,230  1,493 
2050 Senior Notes (3.00% senior unsecured notes due June 15, 2050)
1,220  1,234 
2060 Senior Notes (3.00% senior unsecured notes due September 15, 2060)
1,470  1,420 
Total debt
$ 14,225  $ 14,712 

16. Segment Reporting
We previously operated as two reportable business segments, but effective October 1, 2020, we realigned our businesses as part of a review of, and changes in, our organizational structure following our acquisition of Ellie Mae. As a result, we changed our internal financial reporting and determined that a change in reportable segments had occurred. This presentation is reflective of how our chief operating decision maker reviews and operates our business.
In addition, beginning in the first quarter of 2021, origination technology revenues include those related to our ICE Mortgage Technology network (previously reported in closing solutions revenues) and closing solutions revenues now include registration revenues related to MERS (previously reported in other revenues). We believe these changes more accurately reflect how we operate the business. The prior year periods have been adjusted to reflect these changes.
As of September 30, 2021, our business is conducted through three reportable business segments, comprised of the following:
Our Exchanges segment includes our global futures platforms for trade execution and clearing, NYSE trading and listings and various data services related to those platforms;
Our Fixed Income and Data Services segment includes our fixed income and data analytics offerings, including pricing and reference data, analytics and indices, fixed income execution, or ICE Bonds, CDS clearing, our consolidated feeds, ICE Global Network businesses, other multi-asset class data and network services; and
Our Mortgage Technology segment provides mortgage technology solutions for the U.S. residential mortgage market from application through closing and the secondary market.
While revenues are recorded specifically in the segment in which they are earned or to which they relate, a significant portion of our operating expenses are not solely related to a specific segment because the expenses serve functions that are necessary for the operation of more than one segment. We directly allocate expenses when reasonably possible to do so. Otherwise, we use a pro-rata revenue approach as the allocation method for the expenses that do not relate solely to one segment and serve functions that are necessary for the operation of all segments. Our October 1, 2020 change in business segment presentation triggered a reallocation of our segment operating expenses. Prior periods have been adjusted to reflect this change.
Our chief operating decision maker does not review total assets or statements of income below operating income by segments; therefore, such information is not presented below. Our three segments do not engage in intersegment transactions.

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Financial data for our business segments is as follows for the nine and three months ended September 30, 2021 and 2020 (in millions):
Nine Months Ended September 30, 2021
Exchanges Fixed Income and Data Services Mortgage Technology Consolidated
Revenues:
Energy futures and options $ 900  $ —  $ —  $ 900 
Agricultural and metals futures and options 177  —  —  177 
Financial futures and options 281  —  —  281 
Cash equities and equity options 1,800  —  —  1,800 
OTC and other 239  —  —  239 
Data and connectivity services 623  —  —  623 
Listings 356  —  —  356 
Fixed income execution —  39  —  39 
CDS clearing —  144  —  144 
Fixed income data and analytics —  804  —  804 
Other data and network services —  416  —  416 
Origination technology —  —  740  740 
Closing solutions —  —  227  227 
Data and analytics —  —  55  55 
Other —  —  39  39 
Revenues 4,376  1,403  1,061  6,840 
Transaction-based expenses 1,534  —  —  1,534 
Revenues, less transaction-based expenses 2,842  1,403  1,061  5,306 
Operating expenses 977  1,010  750  2,737 
Operating income $ 1,865  $ 393  $ 311  $ 2,569 

Nine Months Ended September 30, 2020
Exchanges Fixed Income and Data Services Mortgage Technology Consolidated
Revenues:
Energy futures and options $ 858  $ —  $ —  $ 858 
Agricultural and metals futures and options 197  —  —  197 
Financial futures and options 275  —  275 
Cash equities and equity options 1,934  —  —  1,934 
OTC and other 219  —  —  219 
Data and connectivity services 589  —  —  589 
Listings 334  —  —  334 
Fixed income execution —  56  —  56 
CDS clearing —  166  —  166 
Fixed income data and analytics —  756  —  756 
Other data and network services —  382  —  382 
Origination technology —  —  67  67 
Closing solutions —  —  165  165 
Data and analytics —  — 
Other —  — 
Revenues 4,406  1,360  245  6,011 
Transaction-based expenses 1,646  —  —  1,646 
Revenues, less transaction-based expenses 2,760  1,360  245  4,365 
Operating expenses 919  987  206  2,112 
Operating income $ 1,841  $ 373  $ 39  $ 2,253 
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Three Months Ended September 30, 2021
Exchanges Fixed Income and Data Services Mortgage Technology Consolidated
Revenues:
Energy futures and options $ 316  $ —  $ —  $ 316 
Agricultural and metals futures and options 56  —  —  56 
Financial futures and options 93  —  —  93 
Cash equities and equity options 554  —  —  554 
OTC and other 84  —  —  84 
Data and connectivity services 208  —  —  208 
Listings
123  —  —  123 
Fixed income execution —  12  —  12 
CDS clearing —  51  —  51 
Fixed income data and analytics —  272  —  272 
Other data and network services —  142  —  142 
Origination technology —  —  245  245 
Closing solutions —  —  88  88 
Data and analytics —  —  19  19 
Other —  —  14  14 
Revenues 1,434  477  366  2,277 
Transaction-based expenses 475  —  —  475 
Revenues, less transaction-based expenses 959  477  366  1,802 
Operating expenses 330  338  256  924 
Operating income $ 629  $ 139  $ 110  $ 878 
Three Months Ended September 30, 2020
Exchanges Fixed Income and Data Services Mortgage Technology Consolidated
Revenues:
Energy futures and options $ 229  $ —  $ —  $ 229 
Agricultural and metals futures and options 54  —  —  54 
Financial futures and options 76  —  —  76 
Cash equities and equity options 593  —  —  593 
OTC and other 73  —  —  73 
Data and connectivity services 201  —  —  201 
Listings
111  —  —  111 
Fixed income execution —  15  —  15 
CDS clearing —  47  —  47 
Fixed income data and analytics —  259  —  259 
Other data and network services —  129  —  129 
Origination technology —  —  67  67 
Closing solutions —  —  67  67 
Data and analytics —  — 
Other —  — 
Revenues 1,337  450  143  1,930 
Transaction-based expenses 519  —  —  519 
Revenues, less transaction-based expenses 818  450  143  1,411 
Operating expenses 297  331  156  784 
Operating income $ 521  $ 119  $ (13) $ 627 
Revenue from one clearing member of the Exchanges segment comprised $326 million, or 12%, and $118 million, or 12%, of our Exchanges revenue less transaction-based expenses during the nine and three months ended September 30, 2021, respectively. Revenue from one clearing member of the Exchanges segment comprised $276 million, or 10% of our Exchanges revenues less transaction-based expenses during the nine months ended September 30, 2020. Clearing members are primarily intermediaries and represent a broad range of principal trading firms. If a clearing member ceased
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its operations, we believe that the trading firms would continue to conduct transactions and would clear those transactions through another clearing member firm. No additional customers or clearing members accounted for more than 10% of our segment revenues or consolidated revenues during the nine and three months ended September 30, 2021 or 2020.

17. Earnings Per Common Share
The following is a reconciliation of the numerators and denominators of the basic and diluted earnings per common share computations for the nine and three months ended September 30, 2021 and 2020 (in millions, except per share amounts):
Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 2021 2020
Basic:
Net income attributable to Intercontinental Exchange, Inc.
$ 2,531  $ 1,563  $ 633  $ 390 
Weighted average common shares outstanding
563  549  563  548 
Basic earnings per common share
$ 4.50  $ 2.85  $ 1.12  $ 0.71 
Diluted:
Weighted average common shares outstanding
563  549  563  548 
Effect of dilutive securities - stock options and restricted stock
Diluted weighted average common shares outstanding
565  552  566  551 
Diluted earnings per common share
$ 4.48  $ 2.83  $ 1.12  $ 0.71 
Basic earnings per common share is calculated using the weighted average common shares outstanding during the period. The weighted average common shares outstanding increased during the nine and three months ended September 30, 2021 from the comparable periods in 2020 primarily due to the stock issued for the Ellie Mae acquisition, and by 2020 stock repurchases. Common equivalent shares from stock options and restricted stock awards, calculated using the treasury stock method, are included in the diluted per share calculations unless the effect of their inclusion would be antidilutive. During the nine months ended September 30, 2021 and 2020, 271,000 and 358,000 outstanding stock options, respectively, were not included in the computation of diluted earnings per common share, because to do so would have had an antidilutive effect. In addition, we have excluded warrants and preferred and common incentive units under the Bakkt Equity Incentive Plan because they are also antidilutive. Certain figures in the table above may not recalculate due to rounding.

18. Subsequent Events
We have evaluated subsequent events, and determined that aside from the October 2021 Bakkt transaction (Note 3), the agreement to sell our Euroclear stake (Note 5), and the amendment to our Credit Facility (Note 9), no other events or transactions met the definition of a subsequent event for purposes of recognition or disclosure in the accompanying consolidated financial statements.
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ITEM 2.    MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS

In this Quarterly Report on Form 10-Q, or Quarterly Report, unless otherwise indicated, the terms “Intercontinental Exchange,” “ICE,” “we,” “us,” “our,” “our company” and “our business” refer to Intercontinental Exchange, Inc., together with its consolidated subsidiaries. References to “ICE Products” mean products listed on one or more of our markets. All references to “options” or “options contracts” in the context of our futures products refer to options on futures contracts. Solely for convenience, references in this Quarterly Report to any trademarks, service marks and trade names owned by ICE are listed without the ®, ™ and © symbols, but we will assert, to the fullest extent under applicable law, our rights to these trademarks, service marks and trade names.
We also include references to third-party trademarks, trade names and service marks in this Quarterly Report. Except as otherwise expressly noted, our use or display of any such trademarks, trade names or service marks is not an endorsement or sponsorship and does not indicate any relationship between us and the parties that own such marks and names.
The following discussion should be read in conjunction with our consolidated financial statements and related notes included elsewhere in this Quarterly Report. Due to rounding, figures in tables may not sum exactly.
Forward-Looking Statements
This Quarterly Report, including the sections entitled “Notes to Consolidated Financial Statements,” “Legal Proceedings” and “Management’s Discussion and Analysis of Financial Condition and Results of Operations,” contains “forward-looking statements” as defined in the Private Securities Litigation Reform Act of 1995. Any statements contained herein that are not statements of historical fact may be forward-looking statements.
These forward-looking statements relate to future events or our future financial performance and are based on our present beliefs and assumptions as well as the information currently available to us. They involve known and unknown risks, uncertainties and other factors that may cause our results, levels of activity, performance, cash flows, financial position or achievements to differ materially from those expressed or implied by these statements.
Forward-looking statements may be introduced by or contain terminology such as “may,” “will,” “should,” “could,” “would,” “targets,” “goal,” “expect,” “intend,” “plan,” “anticipate,” “believe,” “estimate,” “predict,” “potential,” “continue,” or the antonyms of these terms or other comparable terminology. Although we believe that the expectations reflected in the forward-looking statements are reasonable, we cannot guarantee future results, levels of activity, performance, cash flows, financial position or achievements. Accordingly, we caution you not to place undue reliance on any forward-looking statements we may make.
Factors that may affect our performance and the accuracy of any forward-looking statements include, but are not limited to, those listed below:
conditions in global financial markets and domestic and international economic and social conditions, political uncertainty and discord;
the impact of the introduction of or any changes in laws, regulations, rules or government policies with respect to financial markets, climate change, increased regulatory scrutiny or enforcement actions and our ability to comply with these requirements;
volatility in commodity prices, equity prices and price volatility of financial benchmarks and instruments such as interest rates, credit spreads, equity indices, foreign exchange rates, and mortgage origination trends;
the business environment in which we operate and trends in our industry, including trading volumes, prevalence of clearing, demand for data services, mortgage lending activity, fees, changing regulations, competition and consolidation;
our ability to minimize the risks associated with operating clearing houses in multiple jurisdictions;
our exchanges’ and clearing houses' compliance with their respective regulatory and oversight responsibilities;
the resilience of our electronic platforms and soundness of our business continuity and disaster recovery plans;
our ability to execute our growth strategy, identify and effectively pursue, implement and integrate acquisitions and strategic alliances and realize the synergies and benefits of such transactions within the expected time frame;
the performance and reliability of our trading, clearing and mortgage technologies and those of third-party service providers;
our ability to keep pace with technological developments and client preferences;
our ability to ensure that the technology we utilize is not vulnerable to cyberattacks, hacking and other cybersecurity risks or other disruptive events or to minimize the impact of any such events;
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our ability to keep information and data relating to the customers of the users of the software and services provided by our ICE Mortgage Technology business confidential;
the impacts of the COVID-19 pandemic on our business, results of operations and financial condition as well as the broader business environment;
our ability to identify trends and adjust our business to benefit from such trends, including trends in the U.S. mortgage industry such as interest rates, new home purchases, refinancing activity, and home builder and buyer sentiment, among others;
our ability to evolve our benchmarks and indices in a manner that maintains or enhances their reliability and relevance;
the accuracy of our cost and other financial estimates and our belief that cash flows from operations will be sufficient to service our debt and to fund our operational and capital expenditure needs;
our ability to incur additional debt and pay off our existing debt in a timely manner;
our ability to maintain existing market participants and data and mortgage technology customers, and to attract new ones;
our ability to offer additional products and services, leverage our risk management capabilities and enhance our technology in a timely and cost-effective fashion;
our ability to attract and retain key talent;
our ability to protect our intellectual property rights and to operate our business without violating the intellectual property rights of others;
potential adverse results of threatened or pending litigation and regulatory actions and proceedings;
our ability to realize the expected benefits of our acquisition of Ellie Mae and our investment in Bakkt, which could result in additional unanticipated costs and risks; and
our ability to detect illegal activity such as fraud, money laundering, tax evasion and ransomware scams through digital currency transactions that are easily exploited.

These risks and other factors include those set forth in Part 1, Item 1(A) under the caption “Risk Factors” in our 2020 Form 10-K, as filed with the SEC on February 4, 2021. Due to the uncertain nature of these factors, management cannot assess the impact of each factor on the business or the extent to which any factor, or combination of factors, may cause actual results to differ materially from those contained in any forward-looking statements.
Any forward-looking statement speaks only as of the date on which such statement is made, and we undertake no obligation to update any of these statements to reflect events or circumstances occurring after the date of this Quarterly Report. New factors may emerge and it is not possible to predict all factors that may affect our business and prospects.
Overview
We are a provider of market infrastructure, data services and technology solutions to a broad range of customers including financial institutions, corporations and government entities. These products, which span major asset classes including futures, equities, fixed income and U.S. residential mortgages, provide our customers with access to mission critical tools that are designed to increase asset class transparency and workflow efficiency. Prior to October 2020, we reported our results in two segments. We now report our results in three segments: Exchanges, Fixed Income and Data Services, and Mortgage Technology. The majority of our identifiable assets are located in the U.S. and U.K.
In our Exchanges segment, we operate regulated marketplaces for the listing, trading and clearing of a broad array of derivatives contracts and financial securities.
In our Fixed Income and Data Services segment, we provide fixed income pricing, reference data, indices and execution services, as well as global CDS clearing and multi-asset class data delivery solutions.
In our Mortgage Technology segment, we provide an end-to-end technology platform that offers customers comprehensive, digital workflow tools that aim to address the inefficiencies that exist in the U.S. residential mortgage market.
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Recent Developments
Bakkt Transaction
On October 15, 2021, Bakkt, a trusted digital asset marketplace we launched in 2018 enabling institutions and consumers to buy, sell, store and spend digital assets, completed its merger with VIH, a special purpose acquisition company sponsored by VPC.
The business combination between Bakkt and VIH results in an enterprise value of approximately $2.1 billion, including approximately $479 million of cash on the combined company’s balance sheet, reflecting a contribution of approximately $123 million of cash held in VIH’s trust account, a $325 million PIPE of Class A common stock of the combined company, and $31 million of cash held in Bakkt accounts. The PIPE was priced at $10.00 per share and included a $47 million commitment from us. The newly combined company has been renamed Bakkt Holdings, Inc. and is listed on the NYSE.
As part of the transaction, Bakkt’s existing equity holders and management rolled 100% of their equity into the combined company and are subject to a six-month lockup period. Certain shareholders of VIH exercised their redemption rights, and at closing, Bakkt equity holders, including ICE, owned approximately 81% of the combined company, VIH’s public shareholders owned approximately 5%, VPC owned 2%, and PIPE investors (a group that also includes us) owned approximately 12% of the issued and outstanding common stock of the combined company.
Following the transaction, we continue to maintain an approximately 68% economic interest and a minority voting interest in the combined company. Following the closing, as a consequence of holding a minority voting interest in the combined company, during the fourth quarter of 2021 we expect to deconsolidate Bakkt and treat it as an equity method investment within our financial statements. We expect to record a pre-tax gain on the transaction of approximately $1.3 billion during the fourth quarter of 2021, which will be included in other non-operating income within our consolidated income statement.
Agreement to Sell Stake in Euroclear
We originally purchased our 9.8% stake in Euroclear for $631 million, and as of September 30, 2021, the adjusted fair value of our Euroclear investment was $701 million. On October 18, 2021, we announced that we had reached an agreement to sell our entire 9.8% stake in Euroclear for €709 million ($821 million based on the euro/U.S. dollar exchange rate of 1.1578 as of September 30, 2021). The sale is subject to customary closing conditions and regulatory approval.
Launch of ICE Futures Abu Dhabi
On March 29, 2021, we launched trading in ICE Murban crude oil futures, the world’s first Murban futures contract on our new exchange, ICE Futures Abu Dhabi Limited, or IFAD. IFAD was launched with the Abu Dhabi National Oil Company, or ADNOC, and nine of the world’s largest energy traders.
ICE Murban crude oil futures opened for trading along with 18 Murban-related cash settled derivatives and inter-commodity spreads. Murban futures investors from jurisdictions including Abu Dhabi Global Market, or ADGM, the U.S., Singapore, the U.K., Switzerland, the Netherlands, France, Norway, Australia, Japan and South Korea, are able to trade on IFAD. As of September 30, 2021 IFAD had 33 Exchange Members and 23 Clearing Members. Contracts traded on IFAD are cleared at ICE Clear Europe alongside ICE’s global energy futures platform, allowing customers to benefit from critical margin offsets to enhance capital efficiency. As of September 30, 2021, open interest was 41,055 contracts and a total of 832,925 contracts had traded with 78 firms having traded on IFAD since the launch.
Regulation
Our activities and the markets in which we operate are subject to regulations that impact us as well as our customers, and, in turn, meaningfully influence our activities, the manner in which we operate and our strategy. We are primarily subject to the jurisdiction of regulatory agencies in the U.S., U.K., EU, Canada, Singapore and Abu Dhabi. Failure to satisfy regulatory requirements can or may give rise to sanctions by the applicable regulator.
Global policy makers have undertaken reviews of their existing legal framework governing financial markets in connection with regulatory reform, and have either passed new laws and regulations, or are in the process of debating and/or enacting new laws and regulations that apply to our business and to our customers’ businesses. Legislative and regulatory actions may impact the way in which we or our customers conduct business and may create uncertainty, which could affect trading volumes or demand for market data. See Part 1, Item 1 “Business - Regulation” and Part 1, Item 1(A) "Risk Factors" included in our 2020 Form 10-K for a discussion of the primary regulations applicable to our business and certain risks associated with those regulations.
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Domestic and foreign policy makers continue to review their legal frameworks governing financial markets, and periodically change the laws and regulations that apply to our business and to our customers’ businesses. Our key areas of focus on these evolving efforts are:
Brexit implications. On January 1, 2021, the U.K. completed its withdrawal from the EU, commonly referred to as Brexit. As a result, as of January 1, 2021, EU law no longer applies in and to the U.K. In connection with the completion of the U.K.'s withdrawal, the U.K. and EU finalized a trade and cooperation agreement, which is now in force. The trade and cooperation agreement does not cover financial services. The EU and U.K. continue discussions to agree on a memorandum of understanding, or MoU, on financial services cooperation. This MoU, once signed and ratified by both parties, will establish a Joint U.K.-EU Financial Regulatory forum, which will serve as a platform to facilitate dialogue on financial services issues. Although the MoU does not lead to any market access or equivalence decisions, it is a necessary condition for any future equivalence determinations by the European Commission or the U.K. Accordingly, there continues to be uncertainty surrounding specific terms that may impact the financial services industry and our business operations.
Requirement that European and U.K. exchanges and CCPs offer non-discriminatory access. The non-discriminatory access provisions of the U.K.'s Markets in Financial Instruments Directive II, or U.K. MiFID II, and the EU Markets in Financial Instruments Directive II, or EU MiFID II, required both our U.K. and European exchanges and central counterparties, or CCPs, to offer access to third parties on commercially reasonable terms. In addition, both the U.K. MiFID II and the EU MiFID II could require our U.K. and European exchanges and CCPs to allow participants to trade and/or clear at other venues, which may encourage competing venues to offer lookalikes of our products. In May 2021, the U.K. Treasury concluded that the non-discriminatory access requirements for exchange-traded derivatives are not suitable in a U.K.-only context and the U.K. government therefore intends to permanently remove the open access regime for U.K. exchange-traded derivatives when parliamentary time allows. With regard to EU MiFID II, in July 2021, the European Securities and Markets Authority, or ESMA, issued no-action guidance to the national competent authorities until the European Parliament and Council formalize a further delay in the application of these non-discriminatory access requirements for EU exchange-traded derivatives under EU MiFID II until July 2023.
Continued access by EU market participants to U.K. CCPs and exchanges. The European Commission adopted an 18-month temporary equivalence decision for U.K. CCPs, which began to apply as of January 1, 2021. ICE Clear Europe has been recognized by ESMA as a third-country CCP in accordance with the European Markets Infrastructure Regulation, or EMIR. ESMA is conducting a comprehensive review of the systemic importance of ICE Clear Europe, currently designated as a Tier 2 U.K. CCP, under Article 25(2c) of EMIR before the expiry of the equivalence decision. Separately, ICE Futures Europe and ICE Endex will continue to be able to permit access by EU and U.K. persons to transact on their platforms. The absence of an equivalence decision by the EU for U.K. trading venues, however, may result in increased costs for certain EU market participants, which could impact trading on ICE Futures Europe. In June 2021, ICE completed the transition of ICE EU Emission Allowance futures and options from ICE Futures Europe to ICE Endex. Additional impacts to our business and the potential for regulatory changes remain uncertain at this time.
Benchmarks Regulation. In April 2021, as part of the U.K.'s Financial Services Act 2021, the U.K. Parliament approved amendments to the U.K. Benchmarks Regulation, or U.K. BMR, to provide the Financial Conduct Authority, or FCA, with new and enhanced powers to manage and direct any wind-down period prior to a cessation of critical benchmarks, such as the London Interbank Offered Rate, or LIBOR, including powers to direct a methodology change for a critical benchmark and extend its publication on a basis that is no longer representative of its original underlying market or economic reality. The exercise of these powers could result in increased risks to ICE Benchmark Administration and users of LIBOR. In September 2021, the FCA announced that it would compel LIBOR's administrator, ICE Benchmark Administration, to publish 1-, 3-, and 6-month Sterling and Japanese Yen LIBOR settings under a "synthetic" change methodology until the end of 2022.
In February 2021, amendments to the EU Benchmarks Regulation, or EU BMR came into force to provide the European Commission the power to designate a replacement benchmark that covers all references to a widely used reference rate that is phased out, including LIBOR, when necessary to avoid disruption of the financial markets in the EU and to further extend the transition period for the use of benchmarks provided by third-country administrators until at least December 31, 2023.
In April 2021, New York State enacted a law designed to reduce uncertainty and economic impacts of the permanent cessation of LIBOR for specified contracts, securities, and other agreements that are economically linked to LIBOR that are governed by New York state law. The New York law generally tracks the legislation proposed by the Alternative Reference Rates Committee, or ARRC, and received broad industry support.
U.S. Listing and Trading Prohibitions on Certain Foreign Companies. On November 12, 2020, the former President of the United States issued an Executive Order that prohibits, subject to certain exceptions, transactions by
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U.S. persons in the securities of certain Chinese companies identified as having ties to the People's Liberation Army, and in securities that are derivatives of, or any securities that are designated to provide investment exposure to, such Chinese companies. To comply with the Executive Order and guidance from the U.S. Department of the Treasury, the NYSE suspended trading in four of its listed companies and commenced delisting proceedings. All of these companies were subsequently delisted by the NYSE.
On December 18, 2020, the Holding Foreign Companies Accountable Act became U.S. law. For each company required to file periodic reports with the SEC, this Act requires the SEC to identify any company that retains a registered public accounting firm that is located in a foreign jurisdiction and that the Public Company Accounting Oversight Board, or PCAOB, is unable to inspect or investigate because of a position taken in such foreign jurisdiction. If the SEC determines that the PCAOB has been unable to inspect or investigate such accounting firm for three consecutive years, it is required to prohibit such company from trading its securities on a U.S. securities exchange or in any “over-the-counter” market. As a consequence, the NYSE exchanges may be required to suspend trading in certain of their listed companies. On March 24, 2021, the SEC adopted rules to implement certain disclosure requirements of the Holding Foreign Companies Accountable Act for foreign registrants.
On June 3, 2021, President Biden signed an Executive Order, or the June Order, that, beginning on August 2, 2021, prohibits U.S. persons from purchasing or selling the publicly traded securities of 59 companies determined to (i) operate in defense and related material sector, or the surveillance technology sector, of China, or (ii) to own or control, or be owned or controlled by, an individual or entity that operates in such sectors. President Biden’s June Order supersedes the operative provisions of President Trump’s November 2020 Executive Order. There is one NYSE-listed company that is covered by the prohibitions in President Biden’s June Order and, in the future, there may be other NYSE-listed companies covered by the prohibitions, though the impact is not expected to be material.
Consolidated Financial Highlights
The following summarizes our results and significant changes in our consolidated financial performance for the periods presented (dollars in millions, except per share amounts and YTD represents the nine-month periods ended September 30th).
ICE-20210930_G1.JPG ICE-20210930_G2.JPG ICE-20210930_G3.JPG
ICE-20210930_G4.JPG ICE-20210930_G5.JPG ICE-20210930_G6.JPG
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Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Revenues, less transaction-based expenses
$ 5,306  $ 4,365  22 % $ 1,802  $ 1,411  28 %
Operating expenses $ 2,737  $ 2,112  30 % $ 924  $ 784  18 %
Adjusted operating expenses(1)
$ 2,228  $ 1,783  25 % $ 755  $ 611  24 %
Operating income $ 2,569  $ 2,253  14 % $ 878  $ 627  40 %
Adjusted operating income(1)
$ 3,078  $ 2,582  19% $ 1,047  $ 800  31%
Operating margin
48  % 52  % (4 pts) 49  % 44  % 5 pts
Adjusted operating margin(1)
58   % 59   % (1 pt) 58   % 57   % 1 pt
Other income (expense), net $ 1,020  $ (161) n/a $ (54) $ (44) 22 %
Income tax expense
$ 1,049  $ 512  105 % $ 187  $ 189  (1) %
Effective tax rate 29  % 24  % 5 pts 23  % 32  % (9 pts)
Net income attributable to ICE
$ 2,531  $ 1,563  62 % $ 633  $ 390  62 %
Adjusted net income attributable to ICE(1)
$ 2,150  $ 1,800  19 % $ 735  $ 533  38 %
Diluted earnings per share attributable to ICE common stockholders
$ 4.48  $ 2.83  58 % $ 1.12  $ 0.71  58 %
Adjusted diluted earnings per share attributable to ICE common stockholders(1)
$ 3.80  $ 3.26  17 % $ 1.30  $ 0.97  34 %
Cash flows from operating activities
$ 2,130  $ 1,815  17 %
(1) The adjusted figures exclude items that are not reflective of our ongoing core operations and business performance. Adjusted net income attributable to ICE and adjusted diluted earnings per share attributable to ICE common stockholders are presented net of taxes. These adjusted numbers are not calculated in accordance with U.S. GAAP. See “- Non-GAAP Financial Measures” below.
Revenues, less transaction-based expenses, increased $941 million and $391 million for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. See "-Exchanges Segment", "Fixed Income and Data Services Segment" and "Mortgage Technology Segment" below for a discussion of the significant changes in our revenues. The increase in revenues during the nine and three months ended September 30, 2021 includes $47 million and $9 million, respectively, in favorable foreign exchange effects arising from fluctuations in the U.S. dollar from the comparable period in 2020. See Item 3 "Quantitative and Qualitative Disclosures About Market Risk-Foreign Currency Exchange Rate Risk" below for additional information on the impact of currency fluctuations.
Operating expenses increased $625 million and $140 million for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. See "-Consolidated Operating Expenses" below for a discussion of the significant changes in our operating expenses. The increase in operating expenses during the nine and three months ended September 30, 2021 includes $21 million and $5 million, respectively, in unfavorable foreign exchange effects arising from fluctuations in the U.S. dollar from the comparable periods in 2020. See Item 3 "Quantitative and Qualitative Disclosures About Market Risk-Foreign Currency Exchange Rate Risk" below for additional information on the impact of currency fluctuations.
Variability in Quarterly Comparisons
Our business environment has been characterized by:
globalization of marketplaces, customers and competitors;
growing customer demand for workflow efficiency and automation;
commodity, interest rate and financial markets uncertainty;
growing demand for data to inform customers' risk management and investment decisions;
evolving, increasing and disparate regulation across multiple jurisdictions;
price volatility increasing customers' demand for risk management services;
increasing focus on capital and cost efficiencies;
customers' preference to manage risk in markets demonstrating the greatest depth of liquidity and product diversity;
the evolution of existing products and new product innovation to serve emerging customer needs and changing industry agreements;
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rising demand for speed, data, data capacity and connectivity by market participants, necessitating increased investment in technology; and
consolidation and increasing competition among global markets for trading, clearing and listings.
For additional information regarding the factors that affect our results of operations, see Item 1(A) “Risk Factors” included in our 2020 Form 10-K, and Part II, Item 1(A) "Risk Factors" below.
Segment Results
We previously operated as two reportable business segments, but effective October 1, 2020, we realigned our businesses as part of a review of, and changes in, our organizational structure following our acquisition of Ellie Mae. As a result, we changed our internal financial reporting and determined that a change in reportable segments had occurred. Prior periods have been adjusted to reflect this change. Our segments do not engage in intersegment transactions.
Our business is now conducted through three reportable business segments, comprised of the following:
Our Exchanges segment includes our trade execution and clearing within our global futures network and NYSE businesses, various data and connectivity services that are directly related to those exchange platforms, administration fees and our NYSE listings business. Trade execution and clearing products include energy, agricultural and metals, financial futures and options, cash equities, equity options, OTC and other;
Our Fixed Income and Data Services segment includes pricing and reference data, analytics, indices, trade execution and clearing within our ICE Bonds and CDS businesses, consolidated feeds and our ICE Global Network businesses; and
Our Mortgage Technology segment includes our ICE Mortgage Technology businesses. This segment includes origination technology, closing solutions, data and analytics and other. In addition, beginning in the first quarter of 2021, origination technology revenues include those related to our ICE Mortgage Technology network (previously reported in closing solutions revenues) and closing solutions revenues now include registration revenues related to MERSCORP Holdings, Inc., or MERS, (previously reported in other revenues). We believe these changes more accurately reflect how we operate the business. The prior year periods have been adjusted to reflect these changes.
While revenues are recorded specifically in the segment in which they are earned or to which they relate, a significant portion of our operating expenses are not solely related to a specific segment because the expenses serve functions that are necessary for the operation of more than one segment. We directly allocate expenses when reasonably possible to do so. Otherwise, we use a pro-rata revenue approach as the allocation method for the expenses that do not relate solely to one segment and serve functions that are necessary for the operation of all segments. Our October 1, 2020 change in business segment presentation triggered a reallocation of our segment operating expenses. Prior periods have been adjusted to reflect this change.
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Exchanges Segment
The following presents selected statements of income data for our Exchanges segment (dollars in millions and YTD represents the nine-month periods ended September 30th):
ICE-20210930_G7.JPG
ICE-20210930_G8.JPG ICE-20210930_G9.JPG ICE-20210930_G10.JPG ICE-20210930_G11.JPG
(1) The adjusted numbers in the charts above are calculated by excluding items that are not reflective of our cash operations and core business performance. As a result, these adjusted numbers are not calculated in accordance with U.S. GAAP. See “- Non-GAAP Financial Measures” below.
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Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Revenues:
Energy futures and options $ 900  $ 858  % $ 316  $ 229  38  %
Agricultural and metals futures and options 177  197  (10) 56  54 
Financial futures and options 281  275  93  76  24 
Futures and options 1,358  1,330  465  359  30 
Cash equities and equity options 1,800  1,934  (7) 554  593  (7)
OTC and other 239  219  84  73  14 
Transaction and clearing, net 3,397  3,483  (2) 1,103  1,025 
Data and connectivity services 623  589  208  201 
Listings 356  334  123  111  10 
Revenues 4,376  4,406  (1) 1,434  1,337 
Transaction-based expenses(1)
1,534  1,646  (7) 475  519  (8)
Revenues, less transaction-based expenses 2,842  2,760  959  818  17 
Other operating expenses 778  717  265  236  12 
Depreciation and amortization 186  189  (2) 62  62  — 
Acquisition-related transaction and integration costs 13  13  (1) n/a
Operating expenses 977  919  330  297  11 
Operating income $ 1,865  $ 1,841  % $ 629  $ 521  21  %
(1)Transaction-based expenses are largely attributable to our cash equities and options business.

Exchanges Revenues
Our Exchanges segment includes transaction and clearing revenues from our futures and NYSE exchanges, related data and connectivity services, and our listings business. Transaction and clearing revenues consist of fees collected from derivatives, cash equities and equity options trading and derivatives clearing, and are reported on a net basis, except for the NYSE transaction-based expenses discussed below. Rates per-contract, or RPC, are driven by the number of contracts or securities traded and the fees charged per contract, net of certain rebates. Our per-contract transaction and clearing revenues will depend upon many factors, including, but not limited to, market conditions, transaction and clearing volume, product mix, pricing, applicable revenue sharing and market making agreements, and new product introductions. Because transaction and clearing revenues are generally assessed on a per-contract basis, revenues and profitability fluctuate with changes in contract volume and product mix. Our data and connectivity services revenues are recurring subscription fees related to the various data and connectivity services that we provide which are directly attributable to our exchange venues. Our listings revenues are also recurring subscription fees that we earn for the provision of NYSE listings services for public companies and ETFs, and related corporate actions for listed companies.
For the nine months ended September 30, 2021 and 2020, 16% and 14%, respectively, of our Exchanges segment revenues, less transaction-based expenses, were billed in pounds sterling or euros. For the three months ended September 30, 2021 and 2020, 18% and 14%, respectively, of our Exchanges segment revenues, less transaction-based expenses, were billed in pounds sterling or euros. Due to the fluctuations of the pound sterling and euro compared to the U.S. dollar, our Exchanges segment revenues, less transaction-based expenses, were higher by $32 million and $6 million for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020.
Our exchange transaction and clearing revenues are presented net of rebates. We recorded rebates of $790 million and $742 million for the nine months ended September 30, 2021 and 2020, respectively, and $264 million and $217 million for the three months ended September 30, 2021 and 2020, respectively. We offer rebates in certain of our markets primarily to support market liquidity and trading volume by providing qualified participants in those markets a discount to the applicable commission rate. Such rebates are calculated based on volumes traded. The increase in rebates for the nine and three months ended September 30, 2021 is primarily due to the launch of new products, including ICE Murban crude oil futures and Sterling Overnight Index Average, or SONIA.
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Energy Futures and Options: Total energy volume decreased 3% and revenues increased 5% for the nine months ended September 30, 2021 from the comparable period in 2020 and volume increased 23% and revenues increased 38% for the three months ended September 30, 2021 from the comparable period in 2020.
Total oil volume decreased 3% and increased 26% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020, as the first half of 2020 benefited from a sharp increase in price volatility related to various geopolitical events as well as the emergence of COVID-19. The third quarter of 2021 benefited from price volatility related to oil supply and demand dynamics and macroeconomic uncertainty.
Our global natural gas futures and options volume decreased 7% and increased 17% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. Similar to oil volumes, the first half of 2020 benefited from elevated volatility related to COVID-19. The third quarter of 2021 benefited from continued growth in our TTF and Asian JKM gas complexes driven by price volatility related to natural gas supply and demand dynamics in the U.K. and Europe.
Our environmentals and other futures and options volume increased 13% and 29% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020, driven by an increase in the price of carbon and continued demand for market-based mechanisms to price climate risk and help enable greenhouse gas reduction goals.
Agricultural and Metals Futures and Options: Total volume in our agricultural and metals futures and options markets decreased 12% for the nine months ended September 30, 2021 and increased 1% for the three months ended September 30, 2021 from the comparable periods in 2020 and revenues decreased 10% for the nine months ended September 30, 2021 and increased 5% for the three months ended September 30, 2021 from the comparable periods in 2020. The first half of 2020 benefited from elevated volatility related to COVID-19 and a sharp decline in oil prices. Revenues increased in the third quarter of 2021 due to elevated price volatility as a result of weather-related supply and demand dynamics impacting our Coffee and Cotton markets, as well as geopolitical events impacting our Cocoa markets.
Sugar futures and options volumes decreased 23% and 6% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020.
Other agricultural and metal futures and options volume decreased 2% for the nine months ended September 30, 2021 from the comparable period in 2020 and increased 6% for the three months ended September 30, 2021 from the comparable period in 2020.
Financial Futures and Options: Total volume decreased 2% for the nine months ended September 30, 2021 from the comparable period in 2020 and increased 15% for the three months ended September 30, 2021 from the comparable period in 2020, and revenues increased 2% and 24% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020 in our financial futures and options markets.
Interest rate futures and options volume increased 1% and 18% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020, and revenue increased 8% and 38% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. The increases in volume and revenue were driven by interest rate volatility from increased speculation of central bank activity due to post-pandemic global economic reopening and inflation concerns. Interest rate futures and options revenues were $163 million and $151 million for the nine months ended September 30, 2021 and 2020, respectively, and $55 million and $40 million for the three months ended September 30, 2021 and 2020, respectively.
Other financial futures and options volume, which includes our MSCI®, FTSE® and NYSE FANG+ equity index products, decreased 13% for the nine months ended September 30, 2021, and increased 2% for the three months ended September 30, 2021, from the comparable periods in 2020. Financial futures and options revenue decreased 5% for the nine months ended September 30, 2021, and increased 7% for the three months ended September 30, 2021, from the comparable periods in 2020. The first half of 2020 benefited from elevated volatility across global equity markets driven by the emergence of COVID-19. The third quarter of 2021 benefited from higher equity market volatility and record volume in our NYSE FANG+ complex. Other financial futures and options revenues were $118 million and $124 million for the nine
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months ended September 30, 2021 and 2020, respectively, and $38 million and $36 million for the three months ended September 30, 2021 and 2020, respectively.
Cash Equities and Equity Options: Cash equities volume decreased 7% and 6% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. The first half of 2020 benefited from elevated volatility across global equity markets driven by the emergence of COVID-19. Cash equities revenues, net of transaction-based expenses, were $184 million and $216 million for the nine months ended September 30, 2021 and 2020, respectively, and $54 million and $53 million for the three months ended September 30, 2021 and 2020, respectively. Equity options volume increased 43% and 33% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020 driven by increased participation and higher market share. Equity options revenues, net of transaction-based expenses, were $81 million and $72 million for the nine months ended September 30, 2021 and 2020, respectively, and $24 million and $21 million for the three months ended September 30, 2021 and 2020, respectively.
OTC and Other: OTC and other transactions include revenues from our OTC energy business and other trade confirmation services, as well as interest income on certain clearing margin deposits, regulatory penalties and fines, fees for use of our facilities, regulatory fees charged to member organizations of our U.S. securities exchanges, designated market maker service fees, exchange membership fees and agricultural grading and certification fees. Our OTC and other revenues increased 9% for the nine months ended September 30, 2021 from the comparable period in 2020 primarily due to the February 2020 acquisition of Bridge2 Solutions. Our OTC and other revenues increased 14% for the three months ended September 30, 2021 from the comparable period in 2020. Following the October 2021 Bakkt transaction, Bakkt revenues will no longer be included within our OTC and other revenues.
Data and Connectivity Services: Our data and connectivity services revenues increased 6% and 3% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. The increase in revenue was driven by the strong retention rate of existing customers and increased purchases by existing customers.
Listings Revenues: Through NYSE, NYSE American and NYSE Arca, we generate listings revenue related to the provision of listings services for public companies and ETFs, and related corporate actions for listed companies. Listings revenues increased 7% and 10% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020, driven by equity capital markets activity, including an increase in demand for special purpose acquisition company, or SPAC, listings.
Listings revenues in our securities markets arise from fees applicable to companies listed on our cash equities exchanges– original listing fees and annual listing fees. Original listing fees consist of two components: initial listing fees and fees related to corporate actions. Initial listing fees, subject to a minimum and maximum amount, are based on the number of shares that a company initially lists. All listings fees are billed upfront and the identified performance obligations are satisfied over time. Revenue related to the investor relations performance obligation is recognized ratably over the period these services are provided, with the remaining revenue recognized ratably over time as customers continue to list on our exchanges.
In addition, we earn corporate actions-related listing fees in connection with actions involving the issuance of new shares, such as stock splits, rights issues and sales of additional securities, as well as mergers and acquisitions. Listings fees related to other corporate actions are considered contract modifications of our listing contracts and are recognized ratably over time as customers continue to list on our exchanges.
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Selected Operating Data
The following charts and tables present trading activity in our futures and options markets by commodity type based on the total number of contracts traded, as well as futures and options rate per contract (in millions, except for percentages and rate per contract amounts and YTD represents the nine-month periods ended September 30th):
Volume and Rate per Contract
ICE-20210930_G12.JPG ICE-20210930_G13.JPG ICE-20210930_G14.JPG
Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Number of contracts traded (in millions):
Energy futures and options 581  600  (3) % 200  163  23  %
Agricultural and metals futures and options 76  86  (12) 24  24 
Financial futures and options 477  487  (2) 152  133  15 
Total
1,134  1,173  (3) % 376  320  18  %
Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Average Daily Volume of contracts traded
(in thousands):
Energy futures and options 3,089  3,176  (3) % 3,126  2,545  23  %
Agricultural and metals futures and options 404  456  (11) 379  376 
Financial futures and options 2,495  2,531  (1) 2,320  2,024  15 
Total
5,988  6,163  (3) % 5,825  4,945  18  %
Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Rate per contract:
Energy futures and options $ 1.55  $ 1.43  % $ 1.58  $ 1.40  12  %
Agricultural and metals futures and options $ 2.33  $ 2.29  % $ 2.33  $ 2.23  %
Financial futures and options $ 0.58  $ 0.56  % $ 0.61  $ 0.56  %
            
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Open interest is the aggregate number of contracts (long or short) that clearing members hold either for their own account or on behalf of their clients. Open interest refers to the total number of contracts that are currently “open,” – in other words, contracts that have been entered into but not yet liquidated by either an offsetting trade, exercise, expiration or assignment. Open interest is also a measure of the future activity remaining to be closed out in terms of the number of contracts that members and their clients continue to hold in the particular contract and by the number of contracts held for each contract month listed by the exchange. The following charts and table present our quarter-end open interest for our futures and options contracts (in thousands, except for percentages):
Open Interest
ICE-20210930_G15.JPG ICE-20210930_G16.JPG ICE-20210930_G17.JPG
As of September 30,
2021 2020 Change
Open interest — in thousands of contracts:
Energy futures and options 44,625  41,358  %
Agricultural and metals futures and options 4,056  3,607  12 
Financial futures and options 32,318  29,109  11 
Total
80,999  74,074  %
The following charts and table present selected cash and equity options trading data (all trading volume below is presented as average net daily trading volume, or ADV, and is single counted and YTD represents the nine-month periods ended September 30th):
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ICE-20210930_G18.JPG ICE-20210930_G19.JPG ICE-20210930_G20.JPG ICE-20210930_G21.JPG
Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
NYSE cash equities (shares in millions):
Total cash handled volume 2,375  2,552  (7) % 2,022  2,151  (6) %
  Total cash market share matched 20.0  % 22.6  % (2.6 pts) 20.3  % 21.2  % (0.9 pts)
NYSE equity options (contracts in thousands):
NYSE equity options volume 6,967  4,862  43  % 7,078  5,328  33  %
Total equity options volume 36,684  26,701  37  % 35,546  28,085  27  %
  NYSE share of total equity options 19.0  % 18.2  % 0.8 pts 19.9  % 19.0  % 0.9 pts
Revenue capture or rate per contract:
Cash equities rate per contract (per 100 shares) $0.041 $0.045 (8) % $0.042 $0.038 %
Equity options rate per contract $0.06 $0.08 (22) % $0.05 $0.06 (15) %
Handled volume represents the total number of shares of equity securities, ETFs and crossing session activity internally matched on our exchanges or routed to and executed on an external market center. Matched volume represents the total number of shares of equity securities, ETFs and crossing session activity executed on our exchanges.
Transaction-Based Expenses
Our equities and equity options markets pay fees to the SEC pursuant to Section 31 of the Exchange Act. Section 31 fees are recorded on a gross basis as a component of transaction and clearing fee revenue. These Section 31 fees are assessed to recover the government’s costs of supervising and regulating the securities markets and professionals and are subject to change. We, in turn, collect corresponding activity assessment fees from member organizations clearing or settling trades on the equities and options exchanges, and recognize these amounts in our transaction and clearing revenues when invoiced. The activity assessment fees are designed to equal the Section 31 fees. As a result, activity assessment fees and the corresponding Section 31 fees do not have an impact on our net income, although the timing of payment by us will vary from collections. Section 31 fees were $204 million and $465 million for the nine months
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ended September 30, 2021 and 2020, respectively, and $38 million and $145 million for the three months ended September 30, 2021 and 2020, respectively. The decrease in Section 31 fees was primarily due to a decline in rates, which were revised in February of each year. The fees we collect are included in cash at the time of receipt and we remit the amounts to the SEC semi-annually as required. The total amount is included in accrued liabilities and was $14 million as of September 30, 2021.
We make liquidity payments to cash and options trading customers, as well as routing charges made to other exchanges which are included in transaction-based expenses. We incur routing charges when we do not have the best bid or offer in the market for a security that a customer is trying to buy or sell on one of our securities exchanges. In that case, we route the customer’s order to the external market center that displays the best bid or offer. The external market center charges us a fee per share (denominated in tenths of a cent per share) for routing to its system. We record routing charges on a gross basis as a component of transaction and clearing fee revenue. Cash liquidity payments, routing and clearing fees were $1.3 billion and $1.2 billion for the nine months ended September 30, 2021 and 2020, respectively, and $437 million and $374 million for the three months ended September 30, 2021 and 2020, respectively.
Operating Expenses, Operating Income and Operating Margin
The following chart summarizes our Exchanges segment's operating expenses, operating income and operating margin (dollars in millions). See “- Consolidated Operating Expenses” below for a discussion of the significant changes in our operating expenses.
Exchanges Segment: Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Operating expenses $ 977  $ 919  % $ 330  $ 297  11  %
Adjusted operating expenses(1)
$ 909  $ 856  % $ 309  $ 279  11  %
Operating income
$ 1,865  $ 1,841  % $ 629  $ 521  21  %
Adjusted operating income(1)
$ 1,933  $ 1,904  % $ 650  $ 539  20  %
Operating margin
66   % 67   % (1 pt) 66   % 64   % 2 pts
Adjusted operating margin(1)
68   % 69   % (1 pt) 68   % 66   % 2 pts

























(1) The adjusted figures exclude items that are not reflective of our ongoing core operations and business performance. These adjusted numbers are not calculated in accordance with U.S. GAAP. See “- Non-GAAP Financial Measures” below.
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Fixed Income and Data Services Segment
The following charts and table present our selected statements of income data for our Fixed Income and Data Services segment (dollars in millions and YTD represents the nine-month periods ended September 30th):
ICE-20210930_G22.JPG

ICE-20210930_G23.JPG ICE-20210930_G24.JPG ICE-20210930_G25.JPG ICE-20210930_G26.JPG


(1) The adjusted figures in the charts above are calculated by excluding items that are not reflective of our cash operations and core business performance. As a result, these adjusted numbers are not calculated in accordance with U.S. GAAP. See “- Non-GAAP Financial Measures” below.
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Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Revenues:
Fixed income execution $ 39  $ 56  (29) % $ 12  $ 15  (18) %
CDS clearing 144  166  (14) 51  47 
Fixed income data and analytics 804  756  272  259 
Fixed income and credit 987  978  335  321 
Other data and network services 416  382  142  129  10 
Revenues
1,403  1,360  477  450 
Other operating expenses
752  725  252  244 
Depreciation and amortization
257  262  (2) 85  87  (3)
Acquisition-related transaction and integration costs —  78  —  n/a
Operating expenses
1,010  987  338  331 
Operating income $ 393  $ 373  % $ 139  $ 119  17  %
Our Fixed Income and Data Services segment represents fixed income and credit trading and clearing as well as subscription-based, or recurring, revenues related to our fixed income data and analytics offerings as well as other multi-asset class data and network services.
For the nine months ended September 30, 2021 and 2020, 14% and 13%, respectively, of our Fixed Income and Data Services segment revenues were billed in pounds sterling or euros and for both the three months ended September 30, 2021 and 2020, 13% of our Fixed Income and Data Services segment revenues were billed in pounds sterling or euros. As the pound sterling or euro exchange rate changes, the U.S. equivalent of revenues denominated in foreign currencies changes accordingly. Due to the fluctuations of the pound sterling and euro compared to the U.S. dollar, our Fixed Income and Data Services revenues were higher by $14 million and $3 million for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020.
Fixed Income and Data Services Revenues
Our Fixed Income and Data Services revenues increased 3% and 6% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020, primarily due to growth in our fixed income data and analytics products and our other data and network services.
Fixed Income Execution: Fixed income execution includes revenues from ICE Bonds. Execution fees are reported net of rebates, which were nominal for both the nine and three months ended September 30, 2021 and 2020. Our fixed income execution revenues decreased 29% and 18% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020 as 2020 had benefited from the price volatility related to COVID-19, as well as due to decreased retail activity, particularly in municipal and corporate bonds, in the first half of 2021 as a result of low interest rates.
CDS Clearing: CDS clearing revenues decreased 14% for the nine months ended September 30, 2021 from the comparable period in 2020 and increased 9% for the three months ended September 30, 2021 from the comparable period in 2020. The notional value of CDS cleared was $12.6 trillion and $14.6 trillion for the nine months ended September 30, 2021 and 2020, respectively, and $4.5 trillion and $3.6 trillion for the three months ended September 30, 2021 and 2020, respectively. Elevated volatility in 2020 related to COVID-19 benefited first and second quarter 2020 revenues, with volatility and cleared volumes generally returning to more normal levels in the second and third quarters of 2021.
Fixed Income Data and Analytics: Our fixed income data and analytics revenues increased 6% and 5% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. The increase in revenue was due to strength in our index business and continued growth in our pricing and reference data business driven by the strong retention rate of existing customers, the addition of new customers and increased purchases by existing customers.
Other Data and Network Services: Our other data and network services revenues increased 9% and 10% for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. The increase in revenues was driven primarily by growth in our ICE Global Network offering, coupled with strength in our consolidated feeds and stronger desktop revenues.
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Annual Subscription Value, or ASV, represents, at a point in time, the data services revenues, which includes fixed income data and analytics as well as other data and network services, subscribed for the succeeding 12 months. ASV does not include new sales, contract terminations or price changes that may occur during that 12-month period. However, while it is an indicative forward-looking metric, it does not provide a precise growth forecast of the next 12 months of data services revenues.
As of September 30, 2021, ASV was $1.624 billion, which increased 5.6% compared to the ASV as of September 30, 2020. ASV represents nearly 100% of total data services revenues for this segment. This does not adjust for year-over-year foreign exchange fluctuations.
Operating Expenses, Operating Income and Operating Margin
The following chart summarizes our Fixed Income and Data Services segment's operating expenses, operating income and operating margin (dollars in millions). See “- Consolidated Operating Expenses” below for a discussion of the significant changes in our operating expenses.
Fixed Income and Data Services Segment: Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Operating expenses $ 1,010  $ 987  % $ 338  $ 331  %
Adjusted operating expenses(1)
$ 874  $ 835  % $ 293  $ 280  %
Operating income
$ 393  $ 373  % $ 139  $ 119  17  %
Adjusted operating income(1)
$ 529  $ 525  % $ 184  $ 170  %
Operating margin
28   % 27   % 1 pt 29   % 26   % 3 pts
Adjusted operating margin(1)
38   % 39   % (1 pt) 39   % 38   % 1 pt


















(1) The adjusted figures exclude items that are not reflective of our ongoing core operations and business performance. These adjusted numbers are not calculated in accordance with U.S. GAAP. See “- Non-GAAP Financial Measures” below.
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Mortgage Technology Segment
The following charts and table present our selected statements of income data for our Mortgage Technology segment (dollars in millions and YTD represents the nine-month periods ended September 30th):
ICE-20210930_G27.JPG
*Data and analytics and Other revenues were $5 million and $8 million for the nine months ended September, 2020, respectively.
ICE-20210930_G28.JPG ICE-20210930_G29.JPG
ICE-20210930_G30.JPG ICE-20210930_G31.JPG
(1) The adjusted figures in the charts above are calculated by excluding items that are not reflective of our cash operations and core business performance. As a result, these adjusted numbers are not calculated in accordance with U.S. GAAP. See “- Non-GAAP Financial Measures” below.
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Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change* 2021 2020 Change*
Revenues:
Origination technology 740  67  n/a 245  67  n/a
Closing solutions 227  165  37% 88  67  31
Data and analytics 55  n/a 19  n/a
Other 39  n/a 14  n/a
Revenues
1,061  245  n/a 366  143  n/a
Other operating expenses
406  86  n/a 140  48  n/a
Depreciation and amortization
316  43  n/a 106  31  n/a
Acquisition-related transaction and integration costs
28  77  (63) 10  77  (85)
Operating expenses
750  206  n/a 256  156  n/a
Operating income
$ 311  $ 39  n/a $ 110  $ (13) n/a
*Percentage changes in the table above deemed "n/a" are not meaningful due to the acquisition of Ellie Mae in September 2020.
Mortgage Technology Revenues
Our mortgage technology revenues are derived from our comprehensive, end-to-end U.S. residential mortgage platform. Our mortgage technology business is intended to enable greater workflow efficiency for customers focused on originating U.S. residential mortgage loans. Mortgage technology revenues increased $816 million for the nine months ended September 30, 2021 from the comparable period in 2020 and $223 million for the three months ended September 30, 2021 from the comparable period in 2020. In September 2020, we acquired Ellie Mae and, as a result, our Mortgage Technology segment results for the nine months ended September 30, 2020 only include a contribution from this acquisition from the acquisition date.
Beginning in the first quarter of 2021, origination technology revenues include those related to our ICE Mortgage Technology network (previously reported in closing solutions revenues) and closing solutions revenues now include registration revenues related to MERS, (previously reported in other revenues) with prior periods restated to reflect these changes.
Origination technology: Our origination technology acts as a system of record for the mortgage origination, automating the gathering, reviewing, and verifying of mortgage-related information and enabling automated enforcement of rules and business practices designed to help ensure that each completed loan transaction is of high quality and adheres to secondary market standards. These revenues are based on recurring Software as a Service, or SaaS, subscription fees, with an additive Success-Based Pricing fee as lenders exceed the number of loans closed that are included with their monthly base subscription.
In addition, the ICE Mortgage Technology network provides originators connectivity to the mortgage supply chain and facilitates the secure exchange of information between our customers and a broad ecosystem of third-party service providers, as well as lenders and investors that are critical to consummating the millions of loan transactions that occur on our origination network each year. Revenue from the ICE Mortgage Technology network is largely transaction-based.
Closing solutions: Our closing solutions uniquely connect key participants, such as lenders, title and settlement agents and individual county recorders, to digitize the traditionally manual and paper-based closing and recording process. Our closing solutions also include revenues from the MERS database, a leading system of record for recording and tracking changes in mortgage servicing rights and beneficial ownership interests in loans secured by U.S. residential real estate. Revenues from closing solutions are largely transaction-based.
Data and Analytics: Revenues include those related to ICE Mortgage Technology’s Automation, Intelligence, Quality,
or AIQ offering, which applies machine learning and artificial intelligence, or AI, to the entire loan origination process, offering customers greater efficiency by streamlining data collection and validation through our automated document recognition and data extraction capabilities. AIQ revenues can be both recurring and transaction-based in nature. In addition, our data offerings include real-time industry and peer benchmarking tools, which provide originators a granular view into the real-time trends of nearly half the U.S. residential mortgage market. We also provide a Data as a Service, or DaaS, offering through private data clouds for lenders to access their own data and origination information. Revenues related to our data products are largely subscription-based and recurring in nature.
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Other: Other revenues include professional services fees, as well as revenues from ancillary products. Other revenues are transaction-based.
The following chart summarizes our Mortgage Technology segment's operating expenses, operating income and operating margin (dollars in millions). See “- Consolidated Operating Expenses” below for a discussion of the significant changes in our operating expenses.
Mortgage Technology Segment: Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Operating expenses $ 750  $ 206  n/a $ 256  $ 156  n/a
Adjusted operating expenses(1)
$ 445  $ 92  n/a $ 153  $ 52  n/a
Operating income
$ 311  $ 39  n/a $ 110  $ (13) n/a
Adjusted operating income(1)
$ 616  $ 153  n/a $ 213  $ 91  n/a
Operating margin
29   % 16   % 13 pts 30   % (9)  % 39 pts
Adjusted operating margin(1)
58   % 62   % (4 pts) 58   % 64   % (6 pts)
*Percentage changes in the table above deemed "n/a" are not meaningful due to the acquisition of Ellie Mae in September 2020.




































(1) The adjusted figures exclude items that are not reflective of our ongoing core operations and business performance. These adjusted numbers are not calculated in accordance with GAAP. See “- Non-GAAP Financial Measures”

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Consolidated Operating Expenses
The following presents our consolidated operating expenses (dollars in millions and YTD represents the nine-month periods ended September 30th):
ICE-20210930_G32.JPG
Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Compensation and benefits
$ 1,093  $ 849  29  % $ 374  $ 298  25  %
Professional services
124  100  24  43  37  15 
Acquisition-related transaction and integration costs
42  90  (53) 14  76  (81)
Technology and communication
495  388  28  168  131  28 
Rent and occupancy
61  59  20  19 
Selling, general and administrative
163  132  23  52  43  22 
Depreciation and amortization
759  494  54  253  180  41 
Total operating expenses
$ 2,737  $ 2,112  30  % $ 924  $ 784  18  %
The majority of our operating expenses do not vary directly with changes in our volume and revenues, except for certain technology and communication expenses, including data acquisition costs, licensing and other fee-related arrangements and a portion of our compensation expense that is tied directly to our data sales or overall financial performance. The results of our September 2020 Ellie Mae acquisition are included in our consolidated operating expenses for the nine and three months ended September 30, 2021, but only in partial comparable pre-acquisition prior year periods.
We expect our operating expenses to increase in absolute terms in future periods in connection with the growth of our business, and to vary from year-to-year based on the type and level of our acquisitions, our integrations and other investments.
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For the nine months ended September 30, 2021 and 2020, 10% and 11%, respectively, of our operating expenses were billed in pounds sterling or euros and for both the three months ended September 30, 2021 and 2020, 10% of our operating expenses were billed in pounds sterling or euros. Due to fluctuations in the U.S. dollar compared to the pound sterling and euro, our consolidated operating expenses increased $21 million and $5 million during the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. See Item 3 “— Quantitative and Qualitative Disclosures About Market Risk - Foreign Currency Exchange Rate Risk” below for additional information.
Compensation and Benefits Expenses
Compensation and benefits expense is our most significant operating expense and includes non-capitalized employee wages, bonuses, non-cash or stock compensation, certain severance costs, benefits and employer taxes. The bonus component of our compensation and benefits expense is based on both our financial performance and individual employee performance. The performance-based restricted stock compensation expense is also based on our financial performance. Therefore, our compensation and benefits expense will vary year-to-year based on our financial performance and fluctuations in our number of employees. The below chart summarizes the significant drivers of our compensation and benefits expense results for the periods presented (dollars in millions, except employee headcount).
Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Employee headcount 9,381  8,445  11  %
Stock-based compensation expenses $ 112  $ 95  18  % $ 39  $ 32  22  %

Headcount increases were primarily driven by 538 new employees at Ellie Mae and 288 new employees at Bakkt. Ellie Mae compensation and benefits expenses increased $169 million and $46 million for the nine and three months ended September 30, 2021, respectively, from the comparable periods in the prior year, following our September 2020 acquisition. Bakkt compensation and benefits costs increased $23 million and $8 million for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020, due to the acquisition of Bridge2 Solutions in February 2020 and other increases in employee headcount.
In addition, compensation and benefits expense increased for the nine and three months ended September 30, 2021, due to merit pay increases, above target performance-based compensation and higher employee insurance costs than in 2020 due to the impact of COVID-19. The stock-based compensation expenses in the table above relate to employee stock option and restricted stock awards and exclude stock-based compensation related to acquisition-related transaction and integration costs.
Professional Services Expenses
Professional services expense includes fees for consulting services received on strategic and technology initiatives, temporary labor, as well as regulatory, legal and accounting fees, and may fluctuate as a result of changes in the use of these services in our business.
Professional services expenses increased due to the inclusion of Ellie Mae expenses, which were $25 million and $8 million higher for the nine and three months ended September 30, 2021, respectively, than the comparable periods in 2020. In addition, professional service expenses related to Bakkt increased $6 million and $2 million during the nine and three months ended September 30, 2021. These increases were offset by lower legal expenses for 2021.
Acquisition-Related Transaction and Integration Costs
Acquisition-related transaction and integration costs during the nine and three months ended September 30, 2021 were primarily related to our integration of Ellie Mae and the Bakkt transaction. Acquisition-related transaction costs for the nine and three months ended September 30, 2020 were primarily related to our acquisition of Ellie Mae in September 2020. Acquisition-related transaction and integration costs for the nine months ended September 30, 2020 were also related to the February 2020 Bakkt acquisition of Bridge2 Solutions. The Bridge2 Solutions acquisition costs include $10 million of expenses resulting from a Bakkt incentive award market condition estimation adjustment that was directly related to the March 2020 capital call to fund the acquisition of Bridge2 Solutions.
We expect to continue to explore and pursue various potential acquisitions and other strategic opportunities to strengthen our competitive position and support our growth. As a result, we may incur acquisition-related transaction costs in future periods.
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Technology and Communication Expenses
Technology support services consist of costs for running our wholly-owned data centers, hosting costs paid to third-party data centers and maintenance of our computer hardware and software required to support our technology and cybersecurity. These costs are driven by system capacity, functionality and redundancy requirements. Communication expenses consist of costs of network connections for our electronic platforms and telecommunications costs.
Technology and communications expense also includes fees paid for access to external market data, licensing and other fee agreement expenses. Technology and communications expenses may be impacted by growth in electronic contract volume, our capacity requirements, changes in the number of telecommunications hubs and connections with customers to access our electronic platforms directly.
Technology and communications expenses increased due to the inclusion of Ellie Mae expenses, which were $81 million and $23 million higher for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. In addition, technology and communication expenses increased $20 million and $10 million for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020, due to increased license fees and data acquisition costs.
Rent and Occupancy Expenses
Rent and occupancy expense relates to leased and owned property and includes rent, maintenance, real estate taxes, utilities and other related costs. We have significant operations located in and around Atlanta, New York, Pleasanton, London and Hyderabad with smaller offices located throughout the world.
Rent and occupancy expenses include the expenses of Ellie Mae, which increased $7 million and $2 million for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020. These expenses were partially offset by a decrease due to the early termination expense of our NYSE Chicago office lease during the nine months ended September 30, 2020, as well as a reduction in other occupancy expenses during the nine months ended September 30, 2021.
Selling, General and Administrative Expenses
Selling, general and administrative expenses include marketing, advertising, public relations, insurance, bank service charges, dues and subscriptions, travel and entertainment, non-income taxes and other general and administrative costs.
Selling, general and administrative expenses increased, due to the inclusion of Ellie Mae expenses, which were $12 million and $3 million higher for the nine and three months ended September 30, 2021 from the comparable periods in 2020. Bakkt related expenses were $15 million and $3 million higher for the nine and three months ended September 30, 2021 from the comparable periods in 2020 due to increased marketing expenses related to the launch of Bakkt's digital wallet, Bakkt App.
In addition, marketing expenses increased $13 million and $3 million for the nine and three months ended September 30, 2021 from the comparable periods in 2020 primarily due to higher NYSE initial public offering, or IPO, marketing expenses, which were partially offset by a charitable contribution in support of COVID-19 relief efforts of $10 million during the nine months ended September 30, 2020.
Depreciation and Amortization Expenses
Depreciation and amortization expense results from depreciation of long-lived assets such as buildings, leasehold improvements, aircraft, hardware and networking equipment, software, furniture, fixtures and equipment over their estimated useful lives. This expense includes amortization of intangible assets obtained in our acquisitions of businesses, as well as on various licensing agreements, over their estimated useful lives. Intangible assets subject to amortization consist primarily of customer relationships, trading products with finite lives and technology. This expense also includes amortization of internally-developed and purchased software over its estimated useful life.
We recorded amortization expenses on intangible assets acquired as part of our acquisitions, as well as on other intangible assets, of $470 million and $236 million for the nine months ended September 30, 2021 and 2020, respectively and $156 million and $95 million for the three months ended September 30, 2021 and 2020, respectively. The increase in amortization expense was primarily due to amortization of Ellie Mae intangible assets of $240 million and $64 million for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020.
We recorded depreciation expenses on our fixed assets of $289 million and $258 million for the nine months ended September 30, 2021 and 2020, respectively, and $97 million and $85 million for the three months ended September 30, 2021 and 2020, respectively. The increase in depreciation expense was primarily due to depreciation of Ellie Mae fixed
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assets of $26 million and $9 million for the nine and three months ended September 30, 2021, respectively, from the comparable periods in 2020.
Consolidated Non-Operating Income (Expense)
Income and expenses incurred through activities outside of our core operations are considered non-operating. The following tables present our non-operating income (expenses) (dollars in millions):
Nine Months Ended September 30, Three Months Ended September 30,
2021 2020 Change 2021 2020 Change
Other income (expense):
Interest income
$ —  $ (95)% $ —  $ (88)%
Interest expense
(321) (245) 31 (108) (89) 22
Other income (expense), net
1,341  75  n/a 54  44  25
Total other income (expense), net
$ 1,020  $ (161) n/a $ (54) $ (44) 22%
Net income attributable to non-controlling interest
$ (9) $ (17) (47)% $ (4) $ (4) (6)%

Interest Income
Interest income decreased for the nine and three months ended September 30, 2021 from the comparable periods in 2020 primarily due to a decrease in short-term interest rates on various investments.
Interest Expense
Interest expense increased for the nine and three months ended September 30, 2021 from the comparable periods in 2020 primarily due to the issuance of senior notes in May 2020 to refinance existing debt and the issuance of senior notes in August 2020 related to the Ellie Mae acquisition, and $4 million in accelerated unamortized costs related to the early payoff of the June 2023 floating rate notes, partially offset by a $14 million extinguishment payment we incurred related to the June 2020 early redemption of senior notes with an original maturity of December 1, 2020, or the December 2020 Senior Notes. See “- Debt” below.
Other income (expense), net
During the nine months ended September 30, 2021, Coinbase completed an IPO and we sold our investment in Coinbase for $1.24 billion, and recorded a gain of $1.23 billion as other income.
During the nine months ended September 30, 2021, we recorded a gain of $7 million related to the settlement of an acquisition-related indemnification claim from a prior acquisition as other income.
During the nine and three months ended September 30, 2021, we accrued approximately $16 million related to a legal settlement.
We own a 40% interest in OCC which we treat as an equity method investment. OCC is regulated by the SEC and the CFTC. We recognized $42 million and $84 million during the nine months ended September 30, 2021 and 2020, respectively, and $8 million and $49 million for the three months ended September 30, 2021 and 2020, respectively, of equity earnings as our share of OCC's estimated profits, which is included in other income. Included within the amount recognized during the nine months ended 2021 is a $16 million earnings adjustment to reflect higher than reported 2020 net income than originally estimated by OCC. Similarly, included within the amount recognized during the nine months ended 2020 is a $7 million earnings adjustment to reflect higher than reported 2019 net income than originally estimated. Included within the amount recognized during the three months ended September 30, 2020 is a $36 million earnings adjustment to reflect higher than reported 2020 net income than originally estimated.
In connection with our equity investment in Euroclear, we recognized dividend income of $60 million and $30 million during the nine and three months ended September 30, 2021, respectively, which is included in other income. As a result of a 2020 European regulation limiting dividend payments, we did not receive a Euroclear dividend in 2020, but have now received two dividend payments during the nine months ended September 30, 2021. In addition, during the three months ended September 30, 2021 we became aware of an observable price change in orderly transactions of similar Euroclear investments by a third party. The transactions resulted in a fair value adjustment of our Euroclear investment, and we recorded a gain of $34 million in other income, including the impact of foreign currency exchange.
We incurred foreign currency transaction losses of $11 million and $2 million for the nine months ended September 30, 2021 and 2020, respectively, and $2 million and $3 million and for the three months ended September 30, 2021 and 2020,
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respectively, primarily attributable to the fluctuations of the pound sterling and euro relative to the U.S. dollar. Foreign currency transaction gains and losses are recorded in other income (expense), net, when the settlement of foreign currency assets, liabilities and payables occur in non-functional currencies and there is an increase or decrease in the period-end foreign currency exchange rates between periods. See Item 3 “- Quantitative and Qualitative Disclosures About Market Risk - Foreign Currency Exchange Rate Risk” included elsewhere in this Quarterly Report for more information on these items.
Non-controlling Interest
For consolidated subsidiaries in which our ownership is less than 100%, and for which we have control over the assets, liabilities and management of the entity, the outside stockholders’ interests are shown as non-controlling interests. As of September 30, 2021, our non-controlling interests included those related to the non-ICE limited partners' 26.7% ownership interest in our CDS clearing subsidiaries, non-controlling interests in ICE Futures Abu Dhabi and redeemable non-controlling interests of the non-ICE partners in Bakkt. On October 15, 2021, Bakkt completed its merger with VIH and we no longer hold a majority interest.
Consolidated Income Tax Provision
Consolidated income tax expense was $1.0 billion and $512 million for the nine months ended September 30, 2021 and 2020, respectively, and $187 million and $189 million for the three months ended September 30, 2021 and 2020, respectively. The change in consolidated income tax expense between periods is primarily due to the tax impact of changes in our pre-tax income and the changes in our effective tax rate each period.
Our effective tax rate was 29% and 24% for the nine months ended September 30, 2021 and 2020, respectively, and 23% and 32% for the three months ended September 30, 2021 and 2020, respectively. The effective tax rate for the nine months ended September 30, 2021 was higher than the effective tax rate for the comparable period in 2020 primarily due to the deferred income tax impact resulting from the U.K. tax law changes enacted in June 2021, which increased the U.K. corporate income tax rate from 19% to 25% effective April 1, 2023. The effective tax rate for the three months ended September 30, 2021 was lower than the effective tax rate for the comparable period in 2020 primarily due to the deferred income tax impact resulting from the U.K. tax law changes enacted in July 2020, which increased the U.K. corporate income tax rate from 17% to 19% effective April 1, 2020.
On March 11, 2021, the American Rescue Plan Act, or ARPA, was signed into law. The ARPA enacted certain provisions that are relevant to corporate income tax. These provisions did not have a material impact on our income tax provision for the nine and three months ended September 30, 2021.
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Quarterly Results of Operations
The following quarterly unaudited condensed consolidated statements of income data has been prepared on substantially the same basis as our audited consolidated financial statements and includes all adjustments, consisting only of normal recurring adjustments, necessary for the fair presentation of our consolidated results of operations for the quarters presented. The historical results for any quarter do not necessarily indicate the results expected for any future period. The following table sets forth quarterly consolidated statements of income data (in millions):
Three Months Ended
September 30, 2021 June 30, 2021 March 31,
2021
December 31, 2020 September 30, 2020
Revenues:
Energy futures and options $ 316  $ 274  $ 310  $ 262  $ 229 
Agricultural and metals futures and options 56  62  59  48  54 
Financial futures and options 93  83  105  82  76 
Cash equities and equity options 554  512  734  651  593 
OTC and other 84  78  77  77  73 
Data and connectivity services 208  208  207  201  201 
Listings 123  119  114  112  111 
Total exchanges revenues 1,434  1,336  1,606  1,433  1,337 
Fixed income execution 12 13 14 14 15
CDS Clearing 51 38 55 42 47
Fixed income data and analytics 272  268  264  262  259 
Other data and network services 142  139  135  132  129 
Total fixed income and data services revenues 477  458  468  450  450 
Origination technology 245 241 254 249 67
Closing solutions 88 69 70 73 67
Data and analytics 19 18 18 17 5
Other 14 12 13 11 4
Total mortgage technology revenues 366  340  355  350  143 
Total revenues
2,277  2,134  2,429  2,233  1,930 
Transaction-based expenses 475  427  632  562  519 
Total revenues, less transaction-based expenses
1,802  1,707  1,797  1,671  1,411 
Compensation and benefits 374  365  354  339  298 
Professional services 43  37  44  44  37 
Acquisition-related transaction and integration costs 14  10  18  15  76 
Technology and communication 168  165  162  161  131 
Rent and occupancy 20  20  21  22  19 
Selling, general and administrative 52  60  51  53  43 
Depreciation and amortization 253  251  255  257  180 
Total operating expenses
924  908  905  891  784 
Operating income
878  799  892  780  627 
Other income (expense), net (54) 1,133  (59) (106) (44)
Income tax expense
187  679  183  146  189 
Net income
$ 637  $ 1,253  $ 650  $ 528  $ 394 
Net income attributable to non-controlling interest
(4) (1) (4) (2) (4)
Net income attributable to Intercontinental Exchange, Inc.
$ 633  $ 1,252  $ 646  $ 526  $ 390 

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Liquidity and Capital Resources
Below are charts that reflect our outstanding debt and capital allocation. The acquisition and integration costs in the chart below include cash paid for acquisitions, net of cash received for divestitures, cash paid for equity and equity method investments, cash paid for non-controlling interest and redeemable non-controlling interest, and acquisition-related transaction and integration costs, in each period (YTD represents the nine-month periods ended September 30th).
ICE-20210930_G33.JPG ICE-20210930_G34.JPG ICE-20210930_G35.JPG
ICE-20210930_G36.JPG ICE-20210930_G37.JPG ICE-20210930_G38.JPG ICE-20210930_G39.JPG
We have financed our operations, growth and cash needs primarily through income from operations and borrowings under our various debt facilities. Our principal capital requirements have been to fund capital expenditures, working capital, strategic acquisitions and investments, stock repurchases, dividends and the development of our technology platforms. We believe that our cash on hand and cash flows from operations will be sufficient to repay our outstanding debt, but we
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may also need to incur additional debt or issue additional equity securities in the future. See “- Future Capital Requirements” below.
See “– Cash Flow” below for a discussion of our capital expenditures and capitalized software development costs.
Consolidated cash and cash equivalents were $618 million and $583 million as of September 30, 2021 and December 31, 2020, respectively. We had $1.4 billion in short-term and long-term restricted cash and cash equivalents as of both September 30, 2021 and December 31, 2020.
As of September 30, 2021, the amount of unrestricted cash held by our non-U.S. subsidiaries was $400 million. Due to U.S. tax reform, the majority of our foreign earnings since January 1, 2018 have been subject to immediate U.S. income taxation, and the existing non-U.S. unrestricted cash balance can be distributed to the U.S. in the future with no material additional income tax consequences.
Our cash and cash equivalents and financial investments are managed as a global treasury portfolio of non-speculative financial instruments that are readily convertible into cash, such as overnight deposits, term deposits, money market funds, mutual funds for treasury investments, short duration fixed income investments and other money market instruments, thus ensuring high liquidity of financial assets. We may invest a portion of our cash in excess of short-term operating needs in investment-grade marketable debt securities, including government or government-sponsored agencies and corporate debt securities. As of September 30, 2021, we held $17 million of unrestricted cash that was set aside for legal, regulatory, and surveillance operations at NYSE.
Cash Flow
The following table presents the major components of net changes in cash, cash equivalents, and restricted cash and cash equivalents (in millions):
Nine Months Ended September 30,
2021 2020
Net cash provided by (used in):
Operating activities
$ 2,130  $ 1,815 
Investing activities
872  (9,702)
Financing activities
(2,928) 7,709 
Effect of exchange rate changes
(4)
Net increase/(decrease) in cash, cash equivalents and restricted cash and cash equivalents
$ 70  $ (177)
Operating Activities
Net cash provided by operating activities primarily consists of net income adjusted for certain items, including depreciation and amortization, deferred taxes, stock based compensation and the effects of changes in working capital.
The $315 million increase in net cash provided by operating activities during the nine months ended September 30, 2021 from the comparable period in 2020 was driven by the timing of accounts receivable collections of $119 million, primarily due to a prior period COVID-19-related decision to allow customers to defer payment of their 2020 listings invoices, as well as a $407 million increase in net income, adjusted for depreciation and amortization, deferred taxes and the gain from the sale of our Coinbase investment, net of taxes, of $898 million. These increases were partially offset by a decrease in Section 31 fee collections of $108 million, primarily due to lower rates, which were revised in February of each year. The remaining change is due to fluctuations in our working capital and the timing of various payments such as transaction-related expenses and taxes payable on the sale of our Coinbase investment.
Investing Activities
Consolidated net cash provided by investing activities for the nine months ended September 30, 2021 primarily relates to $1.2 billion of proceeds from the sale of our Coinbase investment, partially offset by $117 million of capital expenditures, $211 million of capitalized software development costs, and $23 million for the purchase of an equity method investment.

Consolidated net cash used in investing activities for the nine months ended September 30, 2020 primarily relates to $9.4 billion cash paid for acquisitions, primarily Ellie Mae, net of cash acquired, $114 million of capital expenditures and $154 million of capitalized software development costs.
The capital expenditures primarily relate to hardware and software purchases to continue the development and expansion of our electronic platforms, data services and clearing houses, and leasehold improvements. The software development
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expenditures primarily relate to the development and expansion of our electronic trading platforms, data services, mortgage services and clearing houses.
Financing Activities
Consolidated net cash used in financing activities for the nine months ended September 30, 2021 primarily relates to $1.2 billion in repayments of debt facilities, $1.1 billion in net repayments under our Commercial Paper Program, $561 million in dividend payments to stockholders and $69 million in cash payments related to treasury shares received for restricted stock tax payments and stock option exercises.
Consolidated net cash provided by financing activities for the nine months ended September 30, 2020 primarily relates to $9.6 billion in net proceeds from the issuances of our senior notes issued in May 2020 (i.e., the 2030 Senior Notes and the 2050 Senior Notes) and the August 2020 Notes, borrowings under our term loan facility maturing on February 21, 2022 and $1.1 billion in net issuances under our Commercial Paper Program, partially offset by $1.3 billion in repayments of our December 2020 Senior Notes, $1.2 billion in repurchases of common stock, $500 million in dividend payments to stockholders and $72 million in cash payments related to treasury shares received for restricted stock tax payments and stock option exercises.
Debt
As of September 30, 2021, we had $14.2 billion in outstanding debt, consisting of $12.9 billion of fixed rate senior notes, $1.3 billion under the Commercial Paper Program and $8 million under credit lines at our India subsidiaries. Our fixed rate senior notes of $12.9 billion have a weighted average maturity of 15 years and a weighted average cost of 3.0% per annum. The commercial paper notes had original maturities ranging from one to 75 days as of September 30, 2021, with a weighted average interest rate of 0.24% per annum, and a weighted average remaining maturity of 28 days. As of December 31, 2020, we had $16.5 billion in outstanding debt, consisting of $12.9 billion of fixed rate senior notes, $1.2 billion of floating rate senior notes, $2.4 billion under the Commercial Paper Program and $6 million under credit lines at our India subsidiaries. The commercial paper notes had original maturities ranging from four to 266 days as of December 31, 2020, with a weighted average interest rate of 0.40% per annum, and a weighted average remaining maturity of 82 days.
During the three months ended September 30, 2021, we used the proceeds from commercial paper issuances and cash on hand to fund the redemption of our $1.25 billion aggregate principal amount of senior floating rate notes due in June 2023, or the Floating Rate Notes. We delivered a notice of redemption of the Floating Rate Notes to Wells Fargo Bank, National Association, as trustee, under the indenture governing the Floating Rate Notes, which was delivered to the holders of the Floating Rate Notes on September 17, 2021, and they were subsequently redeemed on September 27, 2021. In connection with this redemption, we recorded $4 million in accelerated unamortized costs, which are included in interest expense in our consolidated statements of income for the three months ended September 30, 2021.
We have a $3.8 billion senior unsecured revolving credit facility, or the Credit Facility, pursuant to a credit agreement with Wells Fargo Bank, N.A., as primary administrative agent, issuing lender and swing-line lender, Bank of America, N.A., as syndication agent, backup administrative agent and swing-line lender, and the other lenders party thereto. As of September 30, 2021, of the $3.8 billion that is currently available for borrowing under the Credit Facility, $1.3 billion is required to back-stop the amount outstanding under our Commercial Paper Program and $172 million is required to support certain broker-dealer and other subsidiary commitments. The amount required to back-stop the amounts outstanding under the Commercial Paper Program will fluctuate as we increase or decrease our commercial paper borrowings. The remaining $2.3 billion is available for working capital and general corporate purposes including, but not limited to, acting as a back-stop to future increases in the amounts outstanding under the Commercial Paper Program. On October 15, 2021, we agreed with the lenders to extend the maturity date of the Credit Facility to October 15, 2026, among other items.
Our Commercial Paper Program enables us to borrow efficiently at reasonable short-term interest rates and provides us with the flexibility to de-lever using our strong annual cash flows from operating activities whenever our leverage becomes elevated as a result of investment or acquisition activities. We had net repayments of $1.1 billion under our Commercial Paper Program during the nine months ended September 30, 2021. We used $1.2 billion of proceeds received from the sale of our Coinbase investment to pay down the commercial paper balance.
Upon maturity of our commercial paper and to the extent old issuances are not repaid by cash on hand, we are exposed to the rollover risk of not being able to issue new commercial paper. To mitigate this risk, we maintain the Credit Facility for an aggregate amount which meets or exceeds the amount issued under our Commercial Paper Program at any time. If we were not able to issue new commercial paper, we have the option of drawing on the back-stop revolving facility. However, electing to do so would result in higher interest expense.
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For additional details of our debt instruments, refer to Note 9 to our consolidated unaudited financial statements, included in this Quarterly Report, and Note 10 to our consolidated financial statements included in our 2020 Form 10-K.
Capital Return
In December 2019, our Board approved an aggregate of $2.4 billion for future repurchases of our common stock with no fixed expiration date that became effective January 1, 2020. The $2.4 billion replaced the previous amount approved by the Board.
For the nine months ended September 30, 2021, we did not repurchase any of our outstanding common stock. For the nine months ended September 30, 2020, we repurchased 13.6 million shares of our outstanding common stock at a cost of $1.2 billion, including 10.4 million shares at a cost of $948 million under our Rule 10b5-1 trading plan and 3.2 million shares at a cost of $299 million on the open market. Shares repurchased are held in treasury stock.
We discontinued stock repurchases and terminated our Rule 10b5-1 trading plan in August 2020 in connection with the Ellie Mae acquisition. The remaining balance of Board approved funds for future repurchase as of September 30, 2021 is $1.2 billion. The approval of our Board for the share repurchases does not obligate us to acquire any particular amount of our common stock. In addition, our Board may increase or decrease the amount available for repurchases from time to time.
From time to time, we enter into Rule 10b5-1 trading plans, as authorized by our Board, to govern some or all of the repurchases of our shares of common stock. The timing and extent of future repurchases that are not made pursuant to a Rule 10b5-1 trading plan will be at our discretion and will depend upon many conditions. In making a determination regarding any stock repurchases, management considers multiple factors, including overall stock market conditions, our common stock price performance, the remaining amount authorized for repurchases by our Board, the potential impact of a stock repurchase program on our corporate debt ratings, our expected free cash flow and working capital needs, our current and future planned strategic growth initiatives, and other potential uses of our cash and capital resources.
During the third quarter of 2021, we paid a quarterly dividend of $0.33 per share of our common stock for an aggregate payout of $187 million, which includes the payment of dividend equivalents on unvested employee restricted stock units.
Future Capital Requirements
Our future capital requirements will depend on many factors, including the rate of growth across our segments, strategic plans and acquisitions, available sources for financing activities, required and discretionary technology and clearing initiatives, regulatory requirements, the timing and introduction of new products and enhancements to existing products, the geographic mix of our business and potential stock repurchases.
We currently expect to incur capital expenditures (including operational and real estate capital expenditures) and to incur software development costs that are eligible for capitalization ranging in the aggregate between $430 million and $450 million in 2021, which we believe will support the enhancement of our technology, business integration and the continued growth of our businesses.
As of September 30, 2021, we had $1.2 billion authorized for future repurchases of our common stock. Refer to Note 11 to our consolidated financial statements included in this Quarterly Report for additional details on our stock repurchase program.
Our Board has adopted a quarterly dividend policy providing that dividends will be approved quarterly by the Board or the Audit Committee taking into account factors such as our evolving business model, prevailing business conditions, our current and future planned strategic growth initiatives and our financial results and capital requirements, without a predetermined net income payout ratio. On October 28, 2021, we announced a $0.33 per share dividend for the fourth quarter of 2021 with the dividend payable on December 31, 2021 to stockholders of record as of December 17, 2021.
Other than the facilities for the ICE Clearing Houses, our Credit Facility and our Commercial Paper Program are currently the only significant agreements or arrangements that we have for liquidity and capital resources with third parties. See Notes 9 and 13 to our consolidated financial statements for further discussion. In the event of any strategic acquisitions, mergers or investments, or if we are required to raise capital for any reason or desire to return capital to our stockholders, we may incur additional debt, issue additional equity to raise necessary funds, repurchase additional shares of our common stock or pay a dividend. However, we cannot provide assurance that such financing or transactions will be available or successful, or that the terms of such financing or transactions will be favorable to us. See “—Debt" above.
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Non-GAAP Measures
We use certain financial measures internally to evaluate our performance and make financial and operational decisions that are presented in a manner that adjusts from their equivalent GAAP measures or that supplement the information provided by our GAAP measures. We use these adjusted results because we believe they more clearly highlight trends in our business that may not otherwise be apparent when relying solely on GAAP financial measures, since these measures eliminate from our results specific financial items that have less bearing on our core operating performance.
We use these measures in communicating certain aspects of our results and performance, including in this Quarterly Report, and believe that these measures, when viewed in conjunction with our GAAP results and the accompanying reconciliation, can provide investors with greater transparency and a greater understanding of factors affecting our financial condition and results of operations than GAAP measures alone. In addition, we believe the presentation of these measures is useful to investors for making period-to-period comparisons of results because the adjustments to GAAP are not reflective of our core business performance.
These financial measures are not presented in accordance with, or as an alternative to, GAAP financial measures and may be different from non-GAAP measures used by other companies. We encourage investors to review the GAAP financial measures included in this Quarterly Report, including our consolidated financial statements, to aid in their analysis and understanding of our performance and in making comparisons.
The table below outlines our adjusted operating expenses, adjusted operating income, adjusted operating margin, adjusted net income attributable to ICE common stockholders and adjusted earnings per share, which are non-GAAP measures that are calculated by making adjustments for items we view as not reflective of our cash operations and core business performance. These measures, including the adjustments and their related income tax effect and other tax adjustments (in millions, except for percentages and per share amounts), are as follows:
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Exchanges Segment Fixed Income and Data Services Segment Mortgage Technology Segment Consolidated
Nine Months Ended September 30,
2021 2020 2021 2020 2021 2020 2021 2020
Total revenues, less transaction-based expenses
$ 2,842  $ 2,760  $ 1,403  $ 1,360  $ 1,061  $ 245  $ 5,306  $ 4,365 
Operating expenses
977  919  1,010  987  750  206  2,737  2,112 
Less: Amortization of acquisition-related intangibles 56  53  136  144  277  38  469  235 
Less: Transaction and integration costs and acquisition-related success fees 12  10  —  —  28  76  40  86 
Less: Accrual relating to regulatory settlement —  —  —  —  —  — 
Adjusted operating expenses
$ 909  $ 856  $ 874  $ 835  $ 445  $ 92  $ 2,228  $ 1,783 
Operating income
$ 1,865  $ 1,841  $ 393  $ 373  $ 311  $ 39  $ 2,569  $ 2,253 
Adjusted operating income
$ 1,933  $ 1,904  $ 529  $ 525  $ 616  $ 153  $ 3,078  $ 2,582 
Operating margin
66  % 67  % 28  % 27  % 29  % 16  % 48  % 52  %
Adjusted operating margin
68  % 69  % 38  % 39  % 58  % 62  % 58  % 59  %
Net income attributable to ICE common stockholders
$ 2,531  $ 1,563 
Add: Amortization of acquisition-related intangibles 469  235 
Add: Transaction and integration costs and acquisition-related success fees 40  86 
Add: Accelerated unamortized costs related to the early payoff of the June 2023 floating rate senior notes — 
Add: Extinguishment of December 2020 Senior Notes —  14 
Add: Pre-acquisition interest expense on debt issued for Ellie Mae acquisition — 
Add: Accrual relating to legal settlement 16  — 
Add: Accrual relating to regulatory settlement — 
Add: Impairment of CAT promissory notes — 
Less: Gain on sale of Coinbase equity investment (1,227) — 
Less: Gain on value of equity investment (34) — 
Less: Gain related to the settlement of an acquisition-related indemnification claim
(7) — 
Less: Net income from unconsolidated investees (42) (84)
Add/(Less): Income tax effect for the above items 204  (62)
Add: Deferred tax adjustments on acquisition-related intangibles 196  33 
Adjusted net income attributable to ICE common stockholders $ 2,150  $ 1,800 
Basic earnings per share attributable to ICE common stockholders $ 4.50  $ 2.85 
Diluted earnings per share attributable to ICE common stockholders $ 4.48  $ 2.83 
Adjusted basic earnings per share attributable to ICE common stockholders $ 3.82  $ 3.28 
Adjusted diluted earnings per share attributable to ICE common stockholders $ 3.80  $ 3.26 
Basic weighted average common shares outstanding
563  549 
Diluted weighted average common shares outstanding 565  552 

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Exchanges Segment Fixed Income and Data Services Segment Mortgage Technology Segment Consolidated
Three Months Ended September 30,
2021 2020 2021 2020 2021 2020 2021 2020
Total revenues, less transaction-based expenses
$ 959  $ 818  $ 477  $ 450  $ 366  $ 143  $ 1,802  $ 1,411 
Operating expenses
330  297  338  331  256  156  924  784 
Less: Amortization of acquisition-related intangibles 19  18  45  48  92  28  156  94 
Less: Transaction and integration costs —  —  —  11  76  13  76 
Less: Accrual relating to regulatory settlement —  —  —  —  —  — 
Adjusted operating expenses
$ 309  $ 279  $ 293  $ 280  $ 153  $ 52  $ 755  $ 611 
Operating income
$ 629  $ 521  $ 139  $ 119  $ 110  $ (13) $ 878  $ 627 
Adjusted operating income
$ 650  $ 539  $ 184  $ 170  $ 213  $ 91  $ 1,047  $ 800 
Operating margin
66  % 64  % 29  % 26  % 30  % (9) % 49  % 44  %
Adjusted operating margin
68  % 66  % 39  % 38  % 58  % 64  % 58  % 57  %
Net income attributable to ICE common stockholders
$ 633  $ 390 
Add: Amortization of acquisition-related intangibles 156  94 
Add: Transaction and integration costs 13  76 
Add: Accrual related to legal settlement 16  — 
Add: Accrual related to regulatory settlement — 
Add: Accelerated unamortized costs related to the early payoff of the June 2023 floating rate senior notes — 
Add: Pre-acquisition interest expense on debt issued for Ellie Mae acquisition — 
Less: Gain on value of equity investment (34) — 
Less: Net income from unconsolidated investees (8) (49)
Less: Income tax effect for the above items (44) (29)
Add/(Less): Deferred tax adjustments on acquisition-related intangibles (1) 43 
Adjusted net income attributable to ICE common stockholders $ 735  $ 533 
Basic earnings per share attributable to ICE common stockholders $ 1.12  $ 0.71 
Diluted earnings per share attributable to ICE common stockholders $ 1.12  $ 0.71 
Adjusted basic earnings per share attributable to ICE common stockholders $ 1.31  $ 0.97 
Adjusted diluted earnings per share attributable to ICE common stockholders $ 1.30  $ 0.97 
Basic weighted average common shares outstanding
563  548 
Diluted weighted average common shares outstanding 566  551 
Amortization of acquisition-related intangibles are included in non-GAAP adjustments as excluding these non-cash expenses provides greater clarity regarding our financial strength and stability of cash operating results.
Acquisition-related transaction and integration costs are included as part of our core business expenses, except for those that are directly related to the announcement, closing, financing, or termination of a transaction. However, we adjust for the acquisition-related transaction and integration costs for acquisitions such as Ellie Mae given the magnitude of the $11.4 billion purchase price of the acquisition. We also adjust for the acquisition-related transaction costs related to the merger between Bakkt and VIH due to the significance of the transaction. During the nine months ended September 30, 2020, we included a $10 million adjustment for Bridge2 Solutions acquisition costs resulting from a Bakkt incentive award market condition estimation adjustment as an acquisition-related success fee. This adjustment was directly related to the March 2020 capital call to fund the acquisition of Bridge2 Solutions and we believe is therefore appropriate since we exclude costs directly related to financing a transaction.
The acceleration of unamortized costs related to the early payoff of the June 2023 floating rate senior notes is included as a non-GAAP adjustment during the three months ended September 30, 2021 as it relates to the September 2021 early redemption of our June 2023 floating rate senior notes. The extinguishment payment on the December 2020 Senior Notes is included as a non-GAAP adjustment during the nine months ended September 30, 2020 as it relates to the June 2020 early redemption of the December 2020 Senior Notes, which had an original maturity of December 1, 2020, as a result of our new senior notes offering in May 2020. Those costs included both a make-whole redemption payment and duplicative interest. We also adjust for pre-acquisition interest expense on the August 2020 debt issued to fund a portion of the purchase price of our Ellie Mae acquisition. We do not consider any of these adjustments to be reflective of our normal operations.
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We also include accruals relating to legal and regulatory settlements as non-GAAP adjustments, and during the nine months ended September 30, 2021, we adjust for a gain related to the settlement of an acquisition-related indemnification claim from a prior acquisition. We do not consider any of these events to be reflective of our core business operations.
During the nine months ended September 30, 2020, we included an additional consolidated audit trail, or CAT, promissory note impairment charge on work performed by a subsequent plan processor. Consistent with past practice, this is included as a non-GAAP adjustment as this is not considered a part of our core business operations.
During the nine months ended September 30, 2021, we exclude the gain on the sale of our Coinbase investment, and during the nine and three months ended September 30, 2021 we also exclude the fair value adjustment gain on our Euroclear equity investment. Such transactions are not considered a part of our core business operations.
Effective during the nine months ended September 30, 2021, we exclude net income from our unconsolidated equity method investees for purposes of calculating non-GAAP measures, and have retroactively restated the prior year periods for comparability purposes. As of September 30, 2021, this adjustment includes our share of net income from OCC and BondLink, and as of September 30, 2020, it included only OCC. Similar to the treatment of our investment in OCC, following the merger between Bakkt and VIH, we will exclude our equity method investment in Bakkt. This is consistent with how we treat changes in the fair value of our equity investments. We believe these adjustments provide greater clarity of our performance given that equity investments are non-cash and not a part of our core operations.
The income tax effects relating to all non-GAAP adjustments above are included as non-GAAP adjustments. We also include non-GAAP adjustments for deferred tax adjustments on acquisition-related intangibles. The deferred tax adjustment of $196 million for the nine months ended September 30, 2021 relates primarily to current year U.K. corporate income tax rate increase from 19% to 25% effective April 1, 2023. The deferred tax adjustments of $33 million and $43 million for the nine and three months ending September 30, 2020, respectively, were due to the prior year U.K. corporate income tax rate increase from 17% to 19% effective April 1, 2020 and to U.S. state apportionment changes.
For additional information on these items, refer to our consolidated financial statements included in this Quarterly Report and “—Consolidated Operating Expenses”, above.
Contractual Obligations and Commercial Commitments
During the nine months ended September 30, 2021, there were no significant changes to our contractual obligations and commercial commitments from those disclosed in the section “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in our 2020 Form 10-K.
Off-Balance Sheet Arrangements
As described in Note 13 to our consolidated financial statements, which are included elsewhere in this Quarterly Report, certain clearing house collateral is reported off-balance sheet. In addition, and as described in Note 3 of our 2020 Form 10-K, Bakkt custodial assets are reported off-balance sheet. We do not have any relationships with unconsolidated entities or financial partnerships, often referred to as structured finance or special purpose entities.
New and Recently Adopted Accounting Pronouncements
During the nine months ended September 30, 2021, there were no significant changes to the new and recently adopted accounting pronouncements applicable to us from those disclosed in Note 2 of our 2020 Form 10-K.
Critical Accounting Policies
During the nine months ended September 30, 2021, there were no significant changes to our critical accounting policies and estimates from those disclosed in the section “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in our 2020 Form 10-K.
ITEM 3.     QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK
As a result of our operating and financing activities, we are exposed to market risks such as interest rate risk, foreign currency exchange rate risk and credit risk. We have implemented policies and procedures designed to measure, manage, monitor and report risk exposures, which are regularly reviewed by the appropriate management and supervisory bodies.
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Interest Rate Risk
We have exposure to market risk for changes in interest rates relating to our cash and cash equivalents, short-term and long-term restricted cash and cash equivalents, short-term and long-term investments and indebtedness. As of September 30, 2021 and December 31, 2020, our cash and cash equivalents and short-term and long-term restricted cash and cash equivalents were $2.1 billion and $2.0 billion, respectively, of which $287 million and $245 million, respectively, were denominated in pounds sterling, euros or Canadian dollars, and the remaining amounts are denominated in U.S. dollars. We do not use our investment portfolio for trading or other speculative purposes. A hypothetical 50% decrease in short-term interest rates would have an immaterial impact on our annual pre-tax earnings as of September 30, 2021, assuming no change in the amount or composition of our cash and cash equivalents and short-term and long-term restricted cash and cash equivalents.
As of September 30, 2021, we had $14.2 billion in outstanding debt, of which $12.9 billion relates to our fixed rate senior notes. The remaining amount outstanding of $1.3 billion relates to $1.3 billion outstanding under our Commercial Paper Program which bears interest at fluctuating rates, and $8 million under credit lines at our India subsidiaries. A hypothetical 100 basis point increase in short-term interest rates relating to the amounts outstanding under our Commercial Paper Program as of September 30, 2021 would decrease annual pre-tax earnings by $13 million, assuming no change in the volume or composition of our outstanding indebtedness and no hedging activity. See Part I, Item 2 "Management's Discussion and Analysis of Financial Condition and Results of Operations - Debt" included in this Quarterly Report.
The interest rates on our Commercial Paper Program are currently evaluated based upon current maturities and market conditions. The weighted average interest rate on our Commercial Paper Program decreased from 0.40% as of December 31, 2020 to 0.24% as of September 30, 2021. The effective interest rate of commercial paper issuances will continue to fluctuate based on the movement in short-term interest rates along with shifts in supply and demand within the commercial paper market.
Foreign Currency Exchange Rate Risk
As an international business, we are subject to foreign currency exchange rate risk. We may experience gains or losses from foreign currency transactions in the future given that a significant part of our assets and liabilities are recorded in pounds sterling, Canadian dollars or euros, and a significant portion of our revenues and expenses are recorded in pounds sterling or euros. Certain assets, liabilities, revenues and expenses of foreign subsidiaries are denominated in the local functional currency of such subsidiaries. Our exposure to foreign denominated earnings for the nine and three months ended September 30, 2021 and 2020 is presented by primary foreign currency in the following table (dollars in millions, except exchange rates):
  Nine Months Ended September 30, 2021 Three Months Ended September 30, 2021 Nine Months Ended September 30, 2020 Three Months Ended September 30, 2020
  Pound Sterling Euro Pound Sterling Euro Pound Sterling Euro Pound Sterling Euro
Average exchange rate to the U.S. dollar in the current year period 1.3854  1.1967  1.3784  1.1788  1.2708  1.1242  1.2916  1.1691 
Average exchange rate to the U.S. dollar in the same period in the prior year 1.2708  1.1242  1.2916  1.1691  1.2734  1.1237  1.2330  1.1118 
Average exchange rate increase (decrease) % % % % —  % —  % % %
Foreign denominated percentage of:            
Revenues, less transaction-based expenses % % % % % % % %
Operating expenses % % % % % % % %
Operating income % 10  % % 11  % % % % 10  %
Impact of the currency fluctuations (1) on:
   
Revenues, less transaction-based expenses $ 29  $ 18  $ $ $ (1) $ (1) $ $
Operating expenses $ 18  $ $ $ —  $ —  $ —  $ $
Operating income $ 11  $ 15  $ $ $ (1) $ (1) $ $
(1)    Represents the impact of currency fluctuation for the nine and three months ended September 30, 2021 and 2020 compared to the same periods in the prior year.
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We have a significant part of our assets, liabilities, revenues and expenses recorded in pounds sterling or euros. For both the nine and three months ended September 30, 2021, 13% of our consolidated revenues, less transaction-based expenses were denominated in pounds sterling or euros and for both the nine and three months ended September 30, 2021, 10% of our consolidated operating expenses were denominated in pounds sterling or euros. As the pound sterling or euro exchange rate changes, the U.S. equivalent of revenues and expenses denominated in foreign currencies changes accordingly.
Foreign currency transaction risk related to the settlement of foreign currency denominated assets, liabilities and payables occurs through our operations, which are received in or paid in pounds sterling, Canadian dollars, or euros, due to the increase or decrease in the foreign currency exchange rates between periods. We incurred foreign currency transaction losses of $11 million and $2 million for the nine months ended September 30, 2021 and 2020, respectively, and $2 million and $3 million for the three months ended September 30, 2021 and 2020, respectively, inclusive of the impact of foreign currency transactions. The foreign currency transaction losses were primarily attributable to the fluctuations of the pound sterling and euro relative to the U.S. dollar. A 10% adverse change in the underlying foreign currency exchange rates as of September 30, 2021, assuming no change in the composition of the foreign currency denominated assets, liabilities and payables and assuming no hedging activity, would result in a foreign currency transaction loss of $19 million.
We entered into foreign currency hedging transactions during the nine and three months ended September 30, 2021 and 2020 as economic hedges to help mitigate a portion of our foreign exchange risk exposure and may enter into additional hedging transactions in the future to help mitigate our foreign exchange risk exposure. Although we may enter into additional hedging transactions in the future, these hedging arrangements may not be effective, particularly in the event of imprecise forecasts of the levels of our non-U.S. denominated assets and liabilities.
We have foreign currency translation risk equal to our net investment in our foreign subsidiaries. The financial statements of these subsidiaries are translated into U.S. dollars using a current rate of exchange, with gains or losses included in the cumulative translation adjustment account, a component of equity. Our exposure to the net investment in foreign currencies is presented by primary foreign currencies in the table below (in millions):
  As of September 30, 2021
  Position in 
pounds sterling
  Position in 
Canadian dollars
Position in euros
Assets £ 739  C$ 2,071  216 
   of which goodwill represents 572  400  92 
Liabilities 91  1,656  56 
Net currency position £ 648  C$ 415  160 
Net currency position, in $USD $ 872  $ 327  $ 184 
Negative impact on consolidated equity of a 10% decrease in foreign currency exchange rates $ 87  $ 33  $ 18 
Foreign currency translation adjustments are included as a component of accumulated other comprehensive income/(loss) within our balance sheet. See the tables below for the portion of equity attributable to foreign currency translation adjustments as well as the activity for the nine and three months ended September 30, 2021 included within our statement of other comprehensive income. The impact of the foreign currency exchange rate differences in the tables below were primarily driven by fluctuations of the pound sterling as compared to the U.S. dollar which were 1.3474, 1.3831 and 1.3665 as of September 30, 2021, June 30, 2021 and December 31, 2020, respectively, and by fluctuations of the euro as compared to the U.S. dollar which were 1.1578, 1.1857 and 1.2216 as of September 30, 2021, June 30, 2021 and December 31, 2020, respectively.
Changes in Accumulated Other Comprehensive Income/(Loss) from Foreign Currency Translation Adjustments
(in millions)
Balance, as of December 31, 2020
$ (134)
Net current period other comprehensive income/(loss)
(15)
Balance, as of September 30, 2021
$ (149)

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Changes in Accumulated Other Comprehensive Income/(Loss) from Foreign Currency Translation Adjustments
(in millions)
Balance, as of June 30, 2021 $ (117)
Net current period other comprehensive income/(loss)
(32)
Balance, as of September 30, 2021 $ (149)
The future impact on our business relating to the U.K. leaving the EU and the corresponding regulatory changes are uncertain at this time, including future impacts on currency exchange rates.
Credit Risk
We are exposed to credit risk in our operations in the event of a counterparty default. We limit our exposure to credit risk by rigorously selecting the counterparties with which we make our investments, monitoring them on an ongoing basis and executing agreements to protect our interests.
Clearing House Cash Deposit Risks
The ICE Clearing Houses hold material amounts of clearing member cash and invested deposits which are held or invested primarily to provide security of capital while minimizing credit, market and liquidity risks. Refer to Note 13 to our consolidated financial statements for more information on the ICE Clearing Houses' cash and invested deposits, which were $108.7 billion as of September 30, 2021. While we seek to achieve a reasonable rate of return which may generate interest income for our clearing members, we are primarily concerned with preservation of capital and managing the risks associated with these deposits. As the ICE Clearing Houses may pass on interest revenues (minus costs) to the clearing members, this could include negative or reduced yield due to market conditions. For a summary of the risks associated with these deposits and how these risks are mitigated, see Part II, Item 7(A) “Quantitative and Qualitative Disclosures About Market Risk” in our 2020 Form 10-K.
ITEM 4.        CONTROLS AND PROCEDURES
(a)  Evaluation of Disclosure Controls and Procedures.  As of the end of the period covered by this report, an evaluation was carried out by our management, with the participation of our Chief Executive Officer and Chief Financial Officer, of the effectiveness of our disclosure controls and procedures (as defined in Rule 13a-15(e) under the Exchange Act). Based upon that evaluation, our Chief Executive Officer and Chief Financial Officer concluded that these disclosure controls and procedures were effective as of the end of the period covered by this report.
(b)  Changes in Internal Controls over Financial Reporting. There were no changes in our internal controls over financial reporting that occurred during our most recent fiscal quarter that have materially affected, or are reasonably likely to materially affect, our internal controls over financial reporting. As a result, no corrective actions were taken.

PART II. Other Information
ITEM 1.    LEGAL PROCEEDINGS
See Note 14 to the consolidated financial statements and related notes, which are incorporated by reference herein.
ITEM 1(A).     RISK FACTORS
During the nine months ended September 30, 2021, there were no significant new risk factors from those disclosed in Part I, Item 1A, "Risk Factors" in our 2020 Form 10-K. In addition to the other information set forth in this Quarterly Report, including the information in the "- Regulation" section of Item 2 - Management’s Discussion and Analysis of Financial Condition and Results of Operations, you should carefully consider the factors discussed under “Risk Factors” and the regulation discussion under “Business - Regulation” in our 2020 Form 10-K. These risks could materially and adversely affect our business, financial condition and results of operations. The risks and uncertainties in our 2020 Form 10-K are not the only ones facing us. Additional risks and uncertainties not presently known to us, or that we currently believe to be immaterial, may also adversely affect our business.
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ITEM 2.    UNREGISTERED SALES OF EQUITY SECURITIES AND USE OF PROCEEDS
Stock Repurchases
We discontinued stock repurchases and terminated our Rule 10b5-1 trading plan in August 2020 in connection with the Ellie Mae acquisition. Refer to Note 11 to our consolidated financial statements and related notes, which are included elsewhere in this Quarterly Report for details on our stock repurchase plans.

ITEM 3.    DEFAULTS UPON SENIOR SECURITIES

None.

ITEM 4.    MINE SAFETY DISCLOSURES
Not applicable.

ITEM 5.        OTHER INFORMATION
Not applicable.

ITEM 6.        EXHIBITS
Exhibit Number   Description of Document
2.1
31.1
31.2
32.1
32.2
101   
The following materials from Intercontinental Exchange, Inc.’s Quarterly Report on Form 10-Q for the quarter ended September 30, 2021, formatted in Inline XBRL (Extensible 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 Changes in Equity and Redeemable Non-Controlling Interest (v) Consolidated Statements of Cash Flows and (vi) Notes to Consolidated Financial Statements, tagged as blocks of text.
104
The cover page from Intercontinental Exchange, Inc.'s Quarterly Report on Form 10-Q for the quarter ended September 30, 2021 formatted in Inline XBRL.
* Certain exhibits and similar attachments to this agreement have been omitted in accordance with Item 601(b)(2) of
Regulation S-K. A copy of any omitted exhibit or other attachment will be furnished supplementally to the SEC upon request.
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SIGNATURES
Pursuant to the requirements of Section 13 or 15(d) 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.
 
Intercontinental Exchange, Inc.
(Registrant)
Date: October 28, 2021
By: /s/ A. Warren Gardiner
 A. Warren Gardiner
Chief Financial Officer
(Principal Financial Officer)
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