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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 June 30, 2023
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)
 
Delaware46-2286804
(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)
(770857-4700
Registrant’s telephone number, including area code 
Securities registered pursuant to Section 12(b) of the Act:
Title of Each ClassTrading Symbol(s)Name of Each Exchange on Which Registered
Common Stock, $0.01 par value per shareICENew 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 August 1, 2023, the number of shares of the registrant’s Common Stock outstanding was 560,301,373 shares.




 
 
INTERCONTINENTAL EXCHANGE, INC.
Form 10-Q
Quarterly Period Ended June 30, 2023
TABLE OF CONTENTS
 
 
PART I.
Financial Statements
Item 1.
Consolidated Balance Sheets as of June 30, 2023 and December 31, 2022
Consolidated Statements of Income for the six months and three months ended June 30, 2023 and 2022
Consolidated Statements of Comprehensive Income for the six months and three months ended June 30, 2023 and 2022
Consolidated Statements of Changes in Equity and Redeemable Non-Controlling Interest for the six months and three months ended June 30, 2023 and 2022
Consolidated Statements of Cash Flows for the six months ended June 30, 2023 and 2022
Item 2.
Item 3.
Item 4.
PART II.
Other Information
Item 1.
Item 1A.
Item 2.
Item 3.
Item 4.
Item 5.
Item 6.



PART I. Financial Statements
Item 1.    Consolidated Financial Statements

Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Balance Sheets
(In millions, except per share amounts)
As ofAs of
December 31, 2022
June 30, 2023
(Unaudited)
Assets:
Current assets:
Cash and cash equivalents
$2,877 $1,799 
Short-term restricted cash and cash equivalents
5,413 6,149 
Restricted short-term investments735  
Cash and cash equivalent margin deposits and guaranty funds86,917 141,990 
Invested deposits, delivery contracts receivable and unsettled variation margin1,412 5,382 
Customer accounts receivable, net of allowance for doubtful accounts of $25 and $22 at June 30, 2023 and December 31, 2022, respectively
1,313 1,169 
Prepaid expenses and other current assets
555 458 
Total current assets
99,222 156,947 
Property and equipment, net
1,718 1,767 
Other non-current assets:
Goodwill
21,134 21,111 
Other intangible assets, net
12,814 13,090 
Long-term restricted cash and cash equivalents
205 405 
Long-term restricted investments199  
Other non-current assets
991 1,018 
Total other non-current assets
35,343 35,624 
Total assets
$136,283 $194,338 
Liabilities and Equity:
Current liabilities:
Accounts payable and accrued liabilities
$919 $866 
Section 31 fees payable
173 223 
Accrued salaries and benefits
226 352 
Deferred revenue
437 170 
Short-term debt
 4 
Margin deposits and guaranty funds
86,917 141,990 
Invested deposits, delivery contracts payable and unsettled variation margin1,412 5,382 
Other current liabilities
120 184 
Total current liabilities
90,204 149,171 
Non-current liabilities:
Non-current deferred tax liability, net
3,256 3,493 
Long-term debt
18,128 18,118 
Accrued employee benefits
156 160 
Non-current operating lease liability
218 254 
Other non-current liabilities
432 381 
Total non-current liabilities
22,190 22,406 
Total liabilities
112,394 171,577 
Commitments and contingencies
2


Equity:
Intercontinental Exchange, Inc. stockholders’ equity:
Preferred stock, $0.01 par value; 100 shares authorized; none issued or outstanding
  
Common stock, $0.01 par value; 1,500 shares authorized; 636 and 634 issued at June 30, 2023 and December 31, 2022, respectively, and 560 and 559 shares outstanding at June 30, 2023 and December 31, 2022, respectively
6 6 
Treasury stock, at cost; 76 and 75 shares at June 30, 2023 and December 31, 2022, respectively
(6,276)(6,225)
Additional paid-in capital
14,449 14,313 
Retained earnings
15,925 14,943 
Accumulated other comprehensive loss
(284)(331)
Total Intercontinental Exchange, Inc. stockholders’ equity
23,820 22,706 
Non-controlling interest in consolidated subsidiaries
69 55 
Total equity
23,889 22,761 
Total liabilities and equity
$136,283 $194,338 

See accompanying notes.
3


Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Statements of Income
(In millions, except per share amounts)
(Unaudited)

Six Months Ended June 30,Three Months Ended June 30,
2023202220232022
Revenues:
Exchanges
$3,214 $3,247 $1,541 $1,604 
Fixed income and data services
1,109 1,021 546 512 
Mortgage technology
485 604 249 297 
Total revenues
4,808 4,872 2,336 2,413 
Transaction-based expenses:
Section 31 fees
175 174 56 123 
Cash liquidity payments, routing and clearing
849 985 392 476 
Total revenues, less transaction-based expenses
3,784 3,713 1,888 1,814 
Operating expenses:
Compensation and benefits
703 714 351 355 
Professional services
57 69 29 35 
Acquisition-related transaction and integration costs
46 62 25 53 
Technology and communication
345 344 173 169 
Rent and occupancy
45 41 25 20 
Selling, general and administrative
137 112 63 57 
Depreciation and amortization
527 510 267 256 
Total operating expenses
1,860 1,852 933 945 
Operating income
1,924 1,861 955 869 
Other income/(expense):
Interest income
193 9 102 8 
Interest expense
(351)(264)(175)(161)
Other income/(expense), net
(70)(35)(35)23 
Total other income/(expense), net
(228)(290)(108)(130)
Income before income tax expense
1,696 1,571 847 739 
Income tax expense
207 338 32 173 
Net income
$1,489 $1,233 $815 $566 
Net income attributable to non-controlling interest
(35)(21)(16)(11)
Net income attributable to Intercontinental Exchange, Inc.
$1,454 $1,212 $799 $555 
Earnings per share attributable to Intercontinental Exchange, Inc. common stockholders:
Basic
$2.60 $2.17 $1.43 $0.99 
Diluted
$2.59 $2.16 $1.42 $0.99 
Weighted average common shares outstanding:
Basic
560 560 560 558 
Diluted
561 562 561 560 

See accompanying notes.
4


Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Statements of Comprehensive Income
(In millions)
(Unaudited)
Six Months Ended June 30,Three Months Ended June 30,
2023202220232022
Net income$1,489 $1,233 $815 $566 
Other comprehensive income/(loss):
Foreign currency translation adjustments47 (109)31 (84)
Other comprehensive income/(loss)47 (109)31 (84)
Comprehensive income$1,536 $1,124 $846 $482 
Comprehensive income attributable to non-controlling interest
(35)(21)(16)(11)
Comprehensive income attributable to Intercontinental Exchange, Inc.$1,501 $1,103 $830 $471 
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’ EquityNon-
Controlling
Interest in
Consolidated
Subsidiaries
Total
Equity
Common
 Stock
Treasury StockAdditional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income/(Loss)
SharesValueSharesValue
Balance, as of December 31, 2022
634 $6 (75)$(6,225)$14,313 $14,943 $(331)$55 $22,761 
Other comprehensive income
— — — — — — 47 — 47 
Exercise of common stock options
— — — — 24 — — — 24 
Payments relating to treasury shares
— — (1)(51)— — — — (51)
Stock-based compensation
— — — — 94 — — — 94 
Issuance under the employee stock purchase plan
— — — — 18 — — — 18 
Contribution from equity partners
— — — — — — — 9 9 
Issuance of restricted stock
2 — — — — — — — — 
Distributions of profits
— — — — — — — (30)(30)
Dividends paid to stockholders
— — — — — (472)— — (472)
Net income/(loss) attributable to non-controlling interest
— — — — — (35)— 35  
Net income
— — — — — 1,489 — — 1,489 
Balance, as of June 30, 2023
636 $6 (76)$(6,276)$14,449 $15,925 $(284)$69 $23,889 



Intercontinental Exchange, Inc. Stockholders’ EquityNon-
Controlling
Interest in
Consolidated
Subsidiaries
Total
Equity
Common
 Stock
Treasury StockAdditional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income/(Loss)
SharesValueSharesValue
Balance, as of March 31, 2023635 $6 (76)$(6,274)$14,388 $15,362 $(315)$44 $23,211 
Other comprehensive income
— — — — — — 31 — 31 
Exercise of common stock options
— — — — 14 — — — 14 
Payments relating to treasury shares
— — — (2)— — — — (2)
Stock-based compensation
— — — — 47 — — — 47 
Contribution from equity partners
— — — — — — — 9 9 
Issuance of restricted stock
1 — — — — — — — — 
Dividends paid to stockholders
— — — — — (236)— — (236)
Net income/(loss) attributable to non-controlling interest
— — — — — (16)— 16  
Net income
— — — — — 815 — — 815 
Balance, as of June 30, 2023
636 $6 (76)$(6,276)$14,449 $15,925 $(284)$69 $23,889 



















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’ EquityNon-
Controlling
Interest in
Consolidated
Subsidiaries
Total
Equity
Common
 Stock
Treasury StockAdditional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income/(Loss)
SharesValueSharesValue
Balance, as of December 31, 2021
631 $6 (70)$(5,520)$14,069 $14,350 $(196)$39 $22,748 
Other comprehensive loss
— — — — — — (109)— (109)
Exercise of common stock options
— — — — 20 — — — 20 
Repurchases of common stock
— — (4)(632)— — — — (632)
Payments relating to treasury shares
— — (1)(71)— — — — (71)
Stock-based compensation
— — — — 88 — — — 88 
Issuance under the employee stock purchase plan
— — — — 24 — — — 24 
Issuance of restricted stock
2 — — — — — — — — 
Distributions of profits
— — — — — — — (13)(13)
Dividends paid to stockholders
— — — — — (427)— — (427)
Net income/(loss) attributable to non-controlling interest
— — — — — (21)— 21  
Net income
— — — — — 1,233 — — 1,233 
Balance, as of June 30, 2022
633 $6 (75)$(6,223)$14,201 $15,135 $(305)$47 $22,861 



Intercontinental Exchange, Inc. Stockholders’ EquityNon-
Controlling
Interest in
Consolidated
Subsidiaries
Total
Equity
Common
 Stock
Treasury StockAdditional
Paid-in
Capital
Retained
Earnings
Accumulated
Other
Comprehensive
Income/(Loss)
SharesValueSharesValue
Balance, as of March 31, 2022633 $6 (74)$(6,064)$14,153 $14,793 $(221)$36 $22,703 
Other comprehensive loss
— — — — — — (84)— (84)
Exercise of common stock options
— — — — 5 — — — 5 
Repurchases of common stock— — (1)(157)— — — — (157)
Payments relating to treasury shares
— — — (2)— — — — (2)
Stock-based compensation
— — — — 43 — — — 43 
Dividends paid to stockholders
— — — — — (213)— — (213)
Net income/(loss) attributable to non-controlling interest
— — — — — (11)— 11  
Net income
— — — — — 566 — — 566 
Balance, as of June 30, 2022
633 $6 (75)$(6,223)$14,201 $15,135 $(305)$47 $22,861 

See accompanying notes.



7


Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Statements of Cash Flows
(In millions)
(Unaudited)
Six Months Ended June 30,
20232022
Operating activities:
Net income
$1,489 $1,233 
Adjustments to reconcile net income to net cash provided by operating activities:
Depreciation and amortization
527 510 
Stock-based compensation
85 76 
Deferred taxes
(239)(147)
Gain on sale of Euroclear investment (41)
Net losses from unconsolidated investees65 57 
Other
26 21 
Changes in assets and liabilities:
Customer accounts receivable
(181)(177)
  Other current and non-current assets(66)(48)
Section 31 fees payable
(50)115 
Deferred revenue
279 292 
Other current and non-current liabilities
(130)(166)
Total adjustments
316 492 
Net cash provided by operating activities
1,805 1,725 
 Investing activities:
Capital expenditures
(61)(70)
Capitalized software development costs
(142)(134)
Purchases of invested margin deposits(771)(1,431)
Proceeds from sales of invested margin deposits3,078 3,815 
Cash paid for acquisitions, net of cash acquired
(5)(36)
Purchases of equity and equity method investments(6)(43)
Proceeds from sale of Euroclear investment 741 
Purchases of investments(949) 
Other
 1 
Net cash provided by investing activities
1,144 2,843 
Financing activities:
 Proceeds from/(repayments of) debt facilities, net(4)5,186 
 Redemption of commercial paper, net (1,012)
Capital contributions from non-controlling interests9  
Repurchases of common stock
 (632)
Dividends to stockholders
(472)(427)
 Change in cash and cash equivalent margin deposits and guaranty funds(57,380)16,163 
Payments relating to treasury shares received for restricted stock tax payments and stock option exercises
(50)(71)
Other
11 31 
Net cash provided by/(used in) financing activities
(57,886)19,238 
Effect of exchange rate changes on cash, cash equivalents, restricted cash and cash equivalents, and cash and cash equivalent margin deposits and guaranty funds6 (19)
Net increase/(decrease) in cash, cash equivalents, restricted cash and cash equivalents, and cash and cash equivalent margin deposits and guaranty funds
(54,931)23,787 
Cash, cash equivalents, restricted cash and cash equivalents, and cash and cash equivalent margin deposits and guaranty funds at beginning of period
150,343 147,976 
Cash, cash equivalents, restricted cash and cash equivalents, and cash and cash equivalent margin deposits and guaranty funds at end of period
$95,412 $171,763 





Intercontinental Exchange, Inc. and Subsidiaries
Consolidated Statements of Cash Flows (Continued)
(In millions)
(Unaudited)

As of
June 30, 2023
As of
 June 30, 2022
Supplemental cash flow disclosure:
Cash paid for income taxes
$536 $524 
Cash paid for interest
$341 $226 
Reconciliation of the components of cash, cash equivalents, restricted cash and cash equivalents, and cash and cash equivalent margin deposits and guaranty funds to the balance sheet:
Cash and cash equivalents$2,877 $830 
Short-term restricted cash and cash equivalents5,413 6,045 
Long-term restricted cash and cash equivalents205 405 
Cash and cash equivalent margin deposits and guaranty funds86,917 164,483 
Total$95,412 $171,763 

See accompanying notes.
8


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

1.Description of Business
Nature of Business and Organization
Intercontinental Exchange, Inc. is 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. Our business is conducted through three reportable business segments:
Exchanges: We operate regulated marketplaces for the listing, trading and clearing of a broad array of derivatives contracts and financial securities.
Fixed Income and Data Services: We provide fixed income pricing, reference data, indices, analytics and execution services as well as global credit default swap, or CDS, clearing and multi-asset class data delivery solutions.
Mortgage Technology: We provide a technology platform that offers customers comprehensive, digital workflow tools that aim to address the inefficiencies that exist in the U.S. residential mortgage market, from application through closing and the secondary 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
The accompanying unaudited consolidated financial statements have been prepared 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, 2022. 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 six months and three months ended June 30, 2023 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.
We have considered the impacts of macroeconomic conditions during the quarter, including interest rates, the inflationary environment, geopolitical events and military conflicts, including repercussions from the conflict in Ukraine, and the impact that any of the foregoing may have on the global economy and on our business. As of June 30, 2023, our businesses and operations, including our exchanges, clearing houses, listings venues, data services businesses and mortgage platforms, have not suffered a material negative impact as a result of these events. There continues to be uncertainty surrounding the current macroeconomic environment and the impact that it may have on the global economy and on our business.
Recently Adopted Accounting Pronouncements
During the six months ended June 30, 2023, 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, 2022, or the 2022 Form 10-K.

9


3.     Pending Acquisition
Pending Acquisition of Black Knight, Inc.
On May 4, 2022, we announced that we had entered into a definitive agreement to acquire Black Knight, Inc., or Black Knight, a software, data and analytics company that serves the housing finance continuum, including real estate data, mortgage lending and servicing, as well as the secondary markets. Pursuant to that certain Agreement and Plan of Merger, dated as of May 4, 2022, among ICE, Sand Merger Sub Corporation, a wholly owned subsidiary of ICE, or Sub, and Black Knight, which we refer to as the “merger agreement,” Sub will merge with and into Black Knight, which we refer to as the “merger,” with Black Knight surviving as a wholly owned subsidiary of ICE.
On March 7, 2023, ICE and Black Knight announced that, in connection with the merger agreement, Black Knight has entered into an agreement to sell its Empower loan origination business. On March 7, 2023, ICE and Black Knight also entered into an amendment to the merger agreement to reduce the value of the aggregate transaction consideration to approximately $11.7 billion as of March 7, 2023, or $75 per share of Black Knight common stock, with cash comprising 90% of the value of the aggregate transaction consideration and shares of our common stock comprising 10% of the value of the aggregate transaction consideration. The aggregate cash component of the transaction consideration is fixed at $10.5 billion, and the value of the aggregate stock component of the transaction consideration will fluctuate with the market price of our common stock and will be determined based on the average of the volume weighted averages of the trading prices of our common stock on each of the ten consecutive trading days ending three trading days prior to the closing of the merger. If consummated, we expect that this transaction will build on our position as a provider of end-to-end electronic workflow solutions for the rapidly evolving U.S. residential mortgage industry. We believe the Black Knight ecosystem adds value for clients of all sizes across the mortgage and real estate lifecycles by helping organizations lower costs, increase efficiencies, grow their businesses, and reduce risk.
On March 30, 2023, our amended proxy statement/prospectus on Form S-4 was declared effective by the SEC, and on April 28, 2023, Black Knight stockholders approved the amendment to the merger agreement.
On July 17, 2023, we announced that we have agreed to sell Black Knight’s Optimal Blue business to the same purchaser as that of the Empower business for $700 million. The structure of this proposed transaction includes a payment of $200 million in cash, with the remainder financed by a $500 million promissory note issued by the purchaser to Black Knight, as a subsidiary of ICE, at the closing of the transaction. The closing of the proposed Optimal Blue divestiture transaction is subject to the closing of our acquisition of Black Knight, the closing of the acquisition of Black Knight’s Empower loan origination system business, and the satisfaction of other customary closing conditions.
The transaction is expected to close in the second half of 2023 following the receipt of regulatory approvals, a favorable resolution of the FTC litigation concerning this transaction, and the satisfaction of customary closing conditions. See Note 13 where additional details of this transaction are discussed.

4. Investments
Equity Investments Subject to ASU 2016-01
Our equity investments are subject to valuation under Accounting Standards Update, or ASU, 2016-01, Financial Instruments- Overall (Subtopic 825-10): Recognition and Measurement of Financial Assets and Financial Liabilities, or ASU 2016-01. See Note 14 for a discussion of our determination of fair value of our financial instruments, which were not material as of June 30, 2023.
Investment in Euroclear
We previously owned a 9.8% stake in Euroclear, plc, or Euroclear, that we originally purchased for $631 million. We participated on the Euroclear Board of Directors, and we classified our investment in Euroclear as an equity investment.
During the three months ended June 30, 2022, we completed the sale of our 9.8% stake in Euroclear. The carrying value of our investment was $700 million at the time of the sale and was classified within other current assets on our balance sheet. We recorded a net gain on the sale of $41 million, which was included in other income, during the three months ended June 30, 2022.
Equity Method Investments
Our equity method investments include the Options Clearing Corporation, or OCC, and Bakkt Holdings, LLC, or Bakkt, among others. Our equity method investments are included in other non-current assets in the accompanying consolidated
10


balance sheet. We initially record our equity method investments at cost. At the end of each reporting period, we record our share of profits or losses of our equity method investments as equity earnings included in other income, and adjust the carrying value of our equity method investment accordingly. In addition, if and when our equity method investments issue cash dividends to us, we deduct the amount of these dividends from the carrying amount of that investment. We assess the carrying value periodically if impairment indicators are present.
We recognized $65 million and $57 million as our share of estimated losses, net, from our equity method investments during the six months ended June 30, 2023 and 2022, respectively, and $30 million and $15 million as our share of losses, net, from our equity method investments during the three months ended June 30, 2023 and 2022, respectively. The estimated losses during both the six months and three months ended June 30, 2023 and 2022 are primarily related to our investment in Bakkt, partially offset by our share of OCC profits. Both periods include adjustments to reflect the difference between reported prior period actual results from our original estimates.
When performing our assessment of the carrying value of our investments, we consider, among other things, the length of time and the extent to which the market value has been less than our cost basis, if applicable, the investee's financial condition and near-term prospects, the economic or technological environment in which our investees operate, weakening of the general market condition of the related industry, whether an investee can continue as a going concern, any impairment charges recorded by an investee on goodwill, intangible or long-lived assets, and our intent and ability to retain the investment for a period of time sufficient to allow for any anticipated recovery in market value.
Investment in OCC
We own a 40% interest in OCC through a direct investment by the New York Stock Exchange, or NYSE. OCC is regulated by the SEC as a registered clearing agency and by the Commodity Futures Trading Commission, or CFTC, as a derivatives clearing organization. OCC serves as a clearing house for securities options, security futures, commodity futures and options on futures traded on various independent exchanges. OCC clears securities options traded on NYSE Arca and NYSE Amex Options, along with other non-affiliated exchanges.
Investment in Bakkt
As of June 30, 2023, we held an approximate 64% economic interest in Bakkt. As a result of limitations on ICE from the Bakkt voting agreement entered into in connection with Bakkt's merger with VIH, we hold a minority voting interest in Bakkt and treat it as an equity method investment.

5. 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. 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.
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 7 for our discussion of deferred revenue balances, activity, and expected timing of recognition.
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, which are primarily our sales commissions.
Refer to Note 5 to the consolidated financial statements included in Part II, Item 8 of our 2022 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 15:
11


 Exchanges SegmentFixed Income and Data Services SegmentMortgage Technology SegmentTotal Consolidated
Six Months Ended June 30, 2023:
Total revenues$3,214 $1,109 $485 $4,808 
Transaction-based expenses1,024   1,024 
Total revenues, less transaction-based expenses$2,190 $1,109 $485 $3,784 
Timing of Revenue Recognition
Services transferred at a point in time$1,263 $229 $148 $1,640 
Services transferred over time927 880 337 2,144 
Total revenues, less transaction-based expenses$2,190 $1,109 $485 $3,784 


 Exchanges SegmentFixed Income and Data Services SegmentMortgage Technology SegmentTotal Consolidated
Three Months Ended June 30, 2023:
Total revenues$1,541 $546 $249 $2,336 
Transaction-based expenses448   448 
Total revenues, less transaction-based expenses$1,093 $546 $249 $1,888 
Timing of Revenue Recognition
Services transferred at a point in time$628 $106 $81 $815 
Services transferred over time465 440 168 1,073 
Total revenues, less transaction-based expenses$1,093 $546 $249 $1,888 


 Exchanges SegmentFixed Income and Data Services SegmentMortgage Technology SegmentTotal Consolidated
Six Months Ended June 30, 2022:
Total revenues$3,247 $1,021 $604 $4,872 
Transaction-based expenses1,159   1,159 
Total revenues, less transaction-based expenses$2,088 $1,021 $604 $3,713 
Timing of Revenue Recognition
Services transferred at a point in time$1,197 $159 $270 $1,626 
Services transferred over time891 862 334 2,087 
Total revenues, less transaction-based expenses$2,088 $1,021 $604 $3,713 


12


 Exchanges SegmentFixed Income and Data Services SegmentMortgage Technology SegmentTotal Consolidated
Three Months Ended June 30, 2022:
Total revenues$1,604 $512 $297 $2,413 
Transaction-based expenses599 $ $ 599 
Total revenues, less transaction-based expenses$1,005 $512 $297 $1,814 
Timing of Revenue Recognition
Services transferred at a point in time$563 $83 $128 $774 
Services transferred over time442 429 169 1,040 
Total revenues, less transaction-based expenses$1,005 $512 $297 $1,814 

The Exchanges segment and the Fixed Income and Data Services segment revenues above include data services revenues. 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 transferred over time in the table above also include services related to listings, services related to risk management of open interest performance obligations and services related to regulatory fees, trading permits, and software licenses.
The Fixed Income and Data Services segment revenues transferred over time in the table above also include services related to risk management of open interest performance obligations, primarily in our CDS business.
The 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, and to a lesser extent, professional services revenues and revenues from certain of our data and analytics offerings.

The components of services transferred over time for each of our segments are as follows:
Six Months Ended June 30,
Three Months Ended June 30,
 2023202220232022
Exchanges Segment:
Data services revenues
$463 $432 $231 $218 
Services transferred over time related to risk management of open interest performance obligations
151 139 $75 $63 
Services transferred over time related to listings252 260 $126 $131 
Services transferred over time related to regulatory fees, trading permits, and software licenses61 60 $33 $30 
Total
$927 $891 $465 $442