Biggest changeThe increase in operating expenses includes $22 million in unfavorable foreign exchange effects arising from the weaker U.S. dollar in 2021 from 2020. • Other income/(expense), net, in 2022 primarily includes our share of estimated equity method investment losses and an impairment charge on our investment in Bakkt to its fair value, of $1.4 billion, a net gain on the sale of our Euroclear plc, or Euroclear, stake of $41 million, interest income of $108 million and interest expense of $616 million. • Other income/(expense), net, in 2021 primarily includes our gain on the Bakkt transaction of $1.4 billion, our gain on the sale of our Coinbase Global, Inc., or Coinbase, investment of $1.2 billion, equity earnings in OCC of $51 million, estimated equity losses in our investment in Bakkt during the post-merger period of $92 million, dividend income from Euroclear plc, or Euroclear, of $60 million, a fair value adjustment gain on our Euroclear investment of $34 million and interest expense of $423 million. • The effective tax rate in 2022 was lower than the effective tax rate in 2021 primarily due to the deferred income tax benefit from the impairment to our equity method investment in Bakkt in the current year, and the deferred income tax expense from the U.K. tax law changes in the prior year. 47 • The effective tax rate in 2021 was higher than the effective tax rate in 2020 primarily due to the deferred income tax impacts resulting from the U.K. tax law changes.
Biggest changeThe decrease in operating expenses includes $38 million in favorable foreign exchange effects arising from fluctuations in the U.S. dollar in 2022 as compared to 2021. • Other income/(expense), net, in 2023 primarily includes interest income of $319 million, interest expense of $808 million, our equity earnings in OCC of $16 million, estimated equity losses in our investment in Bakkt of $135 million, a fair value loss of $160 million related to the Black Knight Promissory Note, an impairment related to our CAT loan receivable of $16 million, FX remeasurement losses of $12 million, and a loss on the sale of the Dun & 49 Bradstreet investment of $3 million, net of dividends received, that we acquired through the acquisition of Black Knight. • Other income/(expense), net, in 2022 primarily includes interest income of $108 million, interest expense of $616 million, our share of estimated equity method investment losses and an impairment charge on our investment in Bakkt to its fair value of $1.4 billion, a net gain on the sale of our Euroclear plc, or Euroclear, stake of $41 million, our equity earnings in OCC of $15 million, and FX remeasurement losses of $9 million. • The 16% effective tax rate in 2023 was below the U.S. corporate income tax rate primarily driven by the following factors: favorable audit settlements for historical years, favorable state apportionment changes, and the application of the high-tax exception to Global Intangible Low-Taxed Income.
(1) We define recurring revenues as the portion of our revenues that are generally predictable, stable, and can be expected to occur at regular intervals in the future with a relatively high degree of certainty and visibility. We define transaction revenues as those associated with a more specific point-in-time service, such as trade execution.
(1) We define recurring revenues as the portion of our revenues that are generally predictable, stable, and can be expected to occur at regular intervals in the future with a relatively high degree of certainty and visibility. We define transaction revenues as those associated with a more specific point-in-time service, such as a trade execution.
Closing solutions also include revenues from our MERSCORP Holdings, Inc., or MERS database, which provides a system of record for recording and tracking changes and servicing rights and beneficial ownership interests in loans secured by U.S. residential real estate.
Closing solutions also include revenues from our MERSCORP Holdings, Inc., or MERS database, which provides a system of record for recording and tracking changes, servicing rights and beneficial ownership interests in loans secured by U.S. residential real estate.
In accordance with ASU 2017-04, Simplifying the Test for Goodwill Impairment , or ASU-2017, for both goodwill and indefinite-lived intangible impairment testing, we have the option to first perform a qualitative assessment to determine whether it is more likely than not that the fair value of a reporting unit or indefinite-lived intangible asset is less than its carrying amount.
In accordance with ASU 2017-04, Simplifying the Test for Goodwill Impairment , for both goodwill and indefinite-lived intangible impairment testing, we have the option to first perform a qualitative assessment to determine whether it is more likely than not that the fair value of a reporting unit or indefinite-lived intangible asset is less than its carrying amount.
We anticipate that there will continue to be growth in the financial information services sector driven by a number of global trends, including the following: • increasing global regulatory demands; • greater use of fair value accounting standards and reliance on independent valuations; • greater emphasis on risk management; • market fragmentation driven by regulatory changes; • the move to passive investing and indexation; • ongoing growth in the size and diversity of financial markets; • increased automation of fixed income, mortgage and other less automated markets; • the development of new data products; • the demand for greater data capacity and connectivity; • new entrants; and • increasing demand for outsourced services by financial institutions.
We anticipate that there will continue to be growth in the financial information services sector driven by a number of global trends, including the following: • increasing global regulatory demands; • greater use of fair value accounting standards and reliance on independent valuations; 50 • greater emphasis on risk management; • market fragmentation driven by regulatory changes; • the move to passive investing and indexation; • ongoing growth in the size and diversity of financial markets; • increased automation of fixed income, mortgage and other less automated markets; • the development of new data products; • the demand for greater data capacity and connectivity; • new entrants; and • increasing demand for outsourced services by financial institutions.
Financing Activities Consolidated net cash used in financing activities in 2022 primarily relates to a $4.5 billion change in our cash and cash equivalent margin deposits and guaranty fund balances, $2.7 billion in repayments of debt, $1.0 billion in net repayments under our Commercial Paper Program, $632 million in repurchases of common stock, $853 million in dividend payments to our stockholders and $73 million in cash payments related to treasury shares received for restricted stock tax payments and stock options exercises, partially offset by $7.9 billion in net proceeds from our debt offerings.
Consolidated net cash used in financing activities in 2022 primarily relates to a $4.5 billion change in our cash and cash equivalent margin deposits and guaranty fund liability balances, $2.7 billion in repayments of debt, $1.0 billion in net repayments under our Commercial Paper Program, $632 million in repurchases of common stock, $853 million in dividend payments to our stockholders and $73 million in cash payments related to treasury shares received for restricted stock tax payments and stock options exercises, partially offset by $7.9 billion in net proceeds from our debt offerings.
However, while it is an indicative forward-looking metric, it does not provide a precise growth forecast of the next 12 months of data 57 services revenues. Management considers ASV metrics when making financial and operating decisions, and believes ASV is useful for management and investors in understanding our data services business performance.
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. Management considers ASV metrics when making financial and operating decisions, and believes ASV is useful for management and investors in understanding our data services business performance.
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 adjusted results because we believe they more clearly highlight trends in 74 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.
During 2022, we repurchased 5.0 million shares of our outstanding common stock at a cost of $632 million, including 4.6 million shares at a cost of $582 million under our Rule 10b5-1 trading plan and 0.4 million shares at a cost of $50 million on the open market.
During 2022, we repurchased 5.0 million shares of our outstanding common stock at a cost of $632 million, including 4.6 million shares at a cost of $582 million under our Rule 10b5-1 73 trading plan and 0.4 million shares at a cost of $50 million on the open market.
The preparation of financial statements in conformity with these accounting principles requires us to make estimates and assumptions that affect the reported amount of assets and liabilities, and the disclosure of contingent assets and liabilities, at the date of our financial statements and the reported amounts of revenues and expenses during the reporting period. 75 We base our estimates and judgments on our historical experience and other factors that we believe to be reasonable under the circumstances when we make these estimates and judgments and re-evaluate them on a periodic basis.
The preparation of financial statements in conformity with these accounting principles requires us to make estimates and assumptions that affect the reported amount of assets and liabilities, and the disclosure of contingent assets and liabilities, at the date of our financial statements and the reported amounts of revenues and expenses during the reporting period. 78 We base our estimates and judgments on our historical experience and other factors that we believe to be reasonable under the circumstances when we make these estimates and judgments and re-evaluate them on a periodic basis.
Should the currency posted to satisfy margin requirements decline in value, the clearing member is required to increase its margin deposit on a same-day basis. 80 Impact of Inflation We have not been materially adversely affected by inflation as technological advances and competition have generally caused prices for the hardware and software that we use for our electronic platforms to remain constant.
Should the currency posted to satisfy margin requirements decline in value, the clearing member is required to increase its margin deposit on a same-day basis. 83 Impact of Inflation We have not been materially adversely affected by inflation as technological advances and competition have generally caused prices for the hardware and software that we use for our electronic platforms to remain constant.
See “- Non-GAAP Financial Measures” below. 55 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): (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.
See “- Non-GAAP Financial Measures” below. 58 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): (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.
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. 77 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.
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. 80 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 a result, we may incur acquisition-related transaction costs in future periods. 63 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.
As a result, we may incur acquisition-related transaction costs in future periods. 66 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.
See the factors set forth under the heading “ Forward Looking Statements” at the beginning of Part 1 of this Annual Report and in Item 1(A) under the heading “Risk Factors.” For discussion related to the results of operations and changes in financial condition for 2021 compared to 2020 refer to Part II, Item 7.
See the factors set forth under the heading “ Forward Looking Statements” at the beginning of Part 1 of this Annual Report and in Item 1(A) under the heading “Risk Factors.” For discussion related to the results of operations and changes in financial condition for 2022 compared to 2021 refer to Part II, Item 7.
As of December 31, 2022, we, through NYSE, have net obligations of $102 million related to our pension and other benefit programs. The date of payment under these net obligations cannot be determined. See Note 17 to our consolidated financial statements for additional information on our pension and other benefit programs.
As of December 31, 2023, we, through NYSE, have net obligations of $102 million related to our pension and other benefit programs. The date of payment under these net obligations cannot be determined. See Note 17 to our consolidated financial statements for additional information on our pension and other benefit programs.
We do not have any relationships with unconsolidated entities or financial partnerships, often referred to as structured finance or special purpose entities. 74 Contractual Obligations and Commercial Commitments We intend to fund our contractual obligations and commercial commitments from existing cash and cash flow from operations.
We do not have any relationships with unconsolidated entities or financial partnerships, often referred to as structured finance or special purpose entities. 77 Contractual Obligations and Commercial Commitments We intend to fund our contractual obligations and commercial commitments from existing cash and cash flow from operations.
(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 figures are not calculated in accordance with U.S. GAAP.
(2) 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 figures are not calculated in accordance with U.S. GAAP.
These are partially offset by the estimated profits related to our investment in OCC. Both 2022 and 2021 include adjustments to reflect the difference between reported prior period actual results from our original estimates.
These are partially offset by the estimated profits related to our investment in OCC. Both 2023 and 2022 include adjustments to reflect the difference between reported prior period actual results from our original estimates.
In the event of continued inflation, we believe that we will be able to pass on any price increases to our participants, as the prices that we charge are not governed by long-term contracts. 81
In the event of continued inflation, we believe that we will be able to pass on any price increases to our participants, as the prices that we charge are not governed by long-term contracts. 84
We entered into foreign currency hedging transactions during 2022 and 2021 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.
We entered into foreign currency hedging transactions during 2023 and 2022 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.
For additional information on these items, refer to our consolidated financial statements included in this Annual Report and “- Recent Developments,” “- Consolidated Operating Expenses”, “- Consolidated Non-Operating Income (Expenses)” and “-Consolidated Income Tax Provision” above.
For additional information on these items, refer to our consolidated financial statements included in this Annual Report and “- Recent Developments,” “- Consolidated Operating Expenses”, “- Consolidated Non-Operating Income/(Expense)” and “-Consolidated Income Tax Provision” above.
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 71 Notes 10 and 14 to our consolidated financial statements for further discussion.
Other than the facilities for the ICE Clearing Houses, our Credit Facility, our Term Loan 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 10 and 14 to our consolidated financial statements for further discussion.
On May 23, 2022, we issued $8.0 billion in aggregate principal amount of new senior notes, comprised of the following: • $1.25 billion in aggregate principal amount of 3.65% senior notes due in 2025, or the 2025 Notes; 69 • $1.5 billion in aggregate principal amount of 4.00% senior notes due in 2027, or the 2027 Notes; • $1.25 billion in aggregate principal amount of 4.35% senior notes due in 2029, or the 2029 Notes; • $1.5 billion in aggregate principal amount of 4.60% senior notes due in 2033, or the 2033 Notes; • $1.5 billion in aggregate principal amount of 4.95% senior notes due in 2052, or the 2052 Notes; and • $1.0 billion in aggregate principal amount of 5.20% senior notes due in 2062, or the 2062 Notes, collectively, the Notes.
On May 23, 2022, we issued $8.0 billion in aggregate principal amount of new senior notes, comprised of the following: • $1.25 billion in aggregate principal amount of 3.65% senior notes due in 2025, or the 2025 Notes; 72 • $1.5 billion in aggregate principal amount of 4.00% senior notes due in 2027, or the 2027 Notes; • $1.25 billion in aggregate principal amount of 4.35% senior notes due in 2029, or the 2029 Notes; • $1.5 billion in aggregate principal amount of 4.60% senior notes due in 2033, or the 2033 Notes; • $1.5 billion in aggregate principal amount of 4.95% senior notes due in 2052, or the 2052 Notes; and • $1.0 billion in aggregate principal amount of 5.20% senior notes due in 2062, or the 2062 Notes.
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.
The effective interest rate of issuances under our Commercial Paper Program 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.
These revenues are based on recurring Software as a Service, or SaaS, subscription fees, with an additive transaction-based or success-based pricing fee as lenders exceed the number of loans closed that are included with their monthly base subscription.
These revenues are based on recurring Software as a Service, or SaaS, subscription fees, with an additive transaction-based or success-based pricing fee as lenders exceed the number of loans closed that are included with their monthly base subscription, as well as professional services.
We do not use our investment portfolio for trading or other speculative purposes. A hypothetical 50% decrease in short-term interest rates would decrease our annual pre-tax earnings by $21 million as of December 31, 2022, 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.
We do not use our investment portfolio for trading or other speculative purposes. A hypothetical 50% decrease in short-term interest rates would decrease our annual pre-tax earnings by $15 million as of December 31, 2023, 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.
The combined net periodic expense of these plans was $2 million and $3 million in 2022 and 2021, respectively. 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.
The combined net periodic expense/(benefit) of these plans was ($2 million) and $2 million in 2023 and 2022, respectively. 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.
Our operating leases primarily relate to our leased office space and data center facilities, and as of December 31, 2022, we had fixed lease payment obligations of $342 million, with $73 million payable within one-year. We have other purchase obligations to purchase various goods and services that we believe are enforceable and legally binding.
Our operating leases primarily relate to our leased office space and data center facilities, and as of December 31, 2023, we had fixed lease payment obligations of $442 million, with $73 million payable within one-year. We have other purchase obligations to purchase various goods and services that we believe are enforceable and legally binding.
We have diversified our business so that we are not dependent on volatility or transaction activity in any one asset class. In addition, we have increased our portion of recurring revenues from 34% in 2014 to 51% in 2022. These recurring revenues include data services, listings and various mortgage technology solutions.
We have diversified our business so that we are not dependent on volatility or transaction activity in any one asset class. In addition, we have increased our portion of recurring revenues from 34% in 2014 to 52% in 2023. These recurring revenues include data services, listings and various mortgage technology solutions.
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 $499 million and $248 million in 2022 and 2021, respectively.
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 $293 million and $499 million in 2023 and 2022, respectively.
Changes in Accumulated Other Comprehensive Income/ (Loss) from Foreign Currency Translation Adjustments (in millions) Balance, as of January 1, 2020 $ (177) Net current period other comprehensive income/(loss) 43 Balance, as of December 31, 2020 (134) Net current period other comprehensive income/(loss) (16) Balance, as of December 31, 2021 (150) Net current period other comprehensive income/(loss) (128) Balance, as of December 31, 2022 $ (278) 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.
Changes in Accumulated Other Comprehensive Income/ (Loss) from Foreign Currency Translation Adjustments (in millions) Balance, as of January 1, 2021 $ (134) Net current period other comprehensive income/(loss) (16) Balance, as of December 31, 2021 (150) Net current period other comprehensive income/(loss) (128) Balance, as of December 31, 2022 (278) Net current period other comprehensive income/(loss) 48 Balance, as of December 31, 2023 $ (230) 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.
The impact of the foreign currency exchange rate differences in the table below were primarily driven by fluctuations of the pound sterling as compared to the U.S. dollar which were 1.2093, 1.3524 and 1.3665 as of December 31, 2022, 2021, and 2020, respectively.
The impact of the foreign currency exchange rate differences in the table below were primarily driven by fluctuations of the pound sterling as compared to the U.S. dollar which were 1.2732, 1.2093 and 1.3524 as of December 31, 2023, 2022, and 2021, respectively.
Revenue from the ICE Mortgage Technology network is largely transaction-based. • Closing solutions: Our closing solutions revenues decreased 26% in 2022 from 2021 due to lower mortgage origination volumes. Our closing solutions connect key participants, such as lenders, title and settlement agents and individual county recorders, to digitize the closing and recording process.
Revenue from the ICE Mortgage Technology network is largely transaction-based. • Closing solutions: Our closing solutions revenues decreased 25% in 2023 from 2022 due to lower mortgage origination volumes. Our closing solutions connect key participants, such as lenders, title and settlement agents and 63 individual county recorders, to digitize the closing and recording process.
In addition, we have $147.4 billion in cash and cash equivalent margin deposits and guaranty funds, invested deposits, delivery contracts payable and unsettled variation margin. Clearing members of our clearing houses are required to deposit original margin and variation margin and to make deposits to a guaranty fund.
In addition, we have $80.8 billion in cash and cash equivalent margin deposits and guaranty funds, invested deposits, delivery contracts payable and unsettled variation margin. Clearing members of our clearing houses are required to deposit original margin and variation margin and to make deposits to a guaranty fund.
We did not receive a Euroclear dividend during the 2022 prior to the sale of our investment. 65 We incurred foreign currency transaction losses of $9 million and $13 million in 2022 and 2021, respectively. This was primarily attributable to the fluctuations of the pound sterling and euro relative to the U.S. dollar.
We did not receive a Euroclear dividend during the 2022 prior to the sale of our investment. We incurred foreign currency transaction losses of $12 million and $9 million in 2023 and 2022, respectively. This was primarily attributable to the fluctuations of the pound sterling and euro relative to the U.S. dollar.
We have a significant part of our assets, liabilities, revenues and expenses recorded in pounds sterling or euros. In both 2022 and 2021, 13% of our consolidated revenues, less transaction-based expenses, were denominated in pounds sterling or euros, and in 2022 and 2021, 9% and 10%, respectively, of our consolidated operating expenses were denominated in pounds sterling or euros.
We have a significant part of our assets, liabilities, revenues and expenses recorded in pounds sterling or euros. In 2023 and 2022, 14% and 13%, respectively, of our consolidated revenues, less transaction-based expenses, were denominated in pounds sterling or euros, and in both 2023 and 2022, 9% of our consolidated operating expenses were denominated in pounds sterling or euros.
Cash liquidity payments, routing and clearing fees were $1.8 billion in both 2022 and 2021. 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.
Cash liquidity payments, routing and clearing fees were $1.6 billion and $1.8 billion in 2023 and 2022, 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.
A 10% adverse change in the underlying foreign currency exchange rates as of December 31, 2022, 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 loss of $14 million.
A 10% adverse change in the underlying foreign currency exchange rates as of December 31, 2023, 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 loss of $1 million.
We believe that our cash on hand and cash flows from operations will be sufficient to repay our outstanding debt, but we 67 may also need to incur additional debt or issue additional equity securities in the future. See “- Future Capital Requirements” below.
We believe that our cash on hand and cash flows from operations will be sufficient to repay our outstanding debt, but we may also incur additional debt or issue additional equity securities in the future to satisfy our liquidity needs. See “- Future Capital Requirements” below.
Due to fluctuations in the U.S. dollar compared to the pound sterling and euro, our consolidated operating expenses were $38 million lower in 2022 than in 2021. See Item 7(A) “- Quantitative and Qualitative Disclosures About Market Risk - Foreign Currency Exchange Rate Risk” below for additional information.
Due to fluctuations in the U.S. dollar compared to the pound sterling and euro, our consolidated operating expenses were $4 million higher in 2023 than in 2022. See Item 7(A) “- Quantitative and Qualitative Disclosures About Market Risk - Foreign Currency Exchange Rate Risk” below for additional information.
In 2021, the U.K. enacted a corporate income tax rate increase from 19% to 25% effective April 1, 2023. In 2020, the UK enacted a corporate income tax rate increase from 17% to 19% effective April 1, 2020.
In 2021, the U.K. enacted a corporate income tax rate increase from 19% to 25% effective April 1, 2023.
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 $450 million and $500 million in 2023, which we believe will support the enhancement of our technology, business integration and the continued growth of our businesses.
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 $600 million and $650 million in 2024, which we believe will support the enhancement of our technology, business integration and the continued growth of our businesses.
From an operational perspective, our businesses, 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 in Ukraine and the surrounding region.
From an operational perspective, our businesses, 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 in Ukraine, Israel, Gaza and surrounding regions.
In 2022 and 2021, 11% and 14%, respectively, 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.
In both 2023 and 2022, 11%, 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.
Our exposure to foreign denominated earnings in 2022 and 2021 is presented by primary foreign currency in the following table (dollars in millions, except exchange rates): Year Ended December 31, 2022 Year Ended December 31, 2021 Pound Sterling Euro Pound Sterling Euro Average exchange rate to the U.S. dollar in the current year $ 1.2376 $ 1.0540 $ 1.3762 $ 1.1835 Average exchange rate to the U.S. dollar in the prior year $ 1.3762 $ 1.1835 $ 1.2832 $ 1.1412 Average exchange rate increase/(decrease) (10) % (11) % 7 % 4 % Foreign denominated percentage of: Revenues, less transaction-based expenses 7 % 6 % 7 % 6 % Operating expenses 7 % 2 % 8 % 2 % Operating income 7 % 11 % 6 % 11 % Impact of the currency fluctuations (1) on: Revenues, less transaction-based expenses $ (59) $ (56) $ 31 $ 13 Operating expenses $ (30) $ (8) $ 19 $ 3 Operating income $ (29) $ (48) $ 12 $ 10 (1) Represents the impact of currency fluctuation for the year compared to the same period in the prior year.
Our exposure to foreign denominated earnings in 2023 and 2022 is presented by primary foreign currency in the following table (dollars in millions, except exchange rates): Year Ended December 31, 2023 Year Ended December 31, 2022 Pound Sterling Euro Pound Sterling Euro Average exchange rate to the U.S. dollar in the current year $ 1.2438 $ 1.0817 $ 1.2376 $ 1.0540 Average exchange rate to the U.S. dollar in the prior year $ 1.2376 $ 1.0540 $ 1.3762 $ 1.1835 Average exchange rate increase/(decrease) 1 % 3 % (10) % (11) % Foreign denominated percentage of: Revenues, less transaction-based expenses 7 % 7 % 7 % 6 % Operating expenses 7 % 2 % 7 % 2 % Operating income 7 % 14 % 7 % 11 % Impact of the currency fluctuations (1) on: Revenues, less transaction-based expenses $ 1 $ 16 $ (59) $ (56) Operating expenses $ 2 $ 2 $ (30) $ (8) Operating income $ (1) $ 14 $ (29) $ (48) (1) Represents the impact of currency fluctuation for the year compared to the same period in the prior year.
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 segments do not engage in intersegment transactions.
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 segments do not engage in intersegment transactions.
We report our results in the following three 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 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 report our results in the following three segments: • Exchanges: We operate regulated marketplace technology for the listing, trading and clearing of a broad array of derivatives contracts and financial securities as well as data and connectivity services related to those venues. • Fixed Income and Data Services: We provide fixed income pricing, reference data, indices, analytics and execution services as well as global CDS clearing and multi-asset class data delivery technology. • Mortgage Technology: We provide a technology platform that offers customers comprehensive, digital workflow tools that aim to address inefficiencies and mitigate risks that exist in the U.S. residential mortgage market life cycle from application through closing, servicing and the secondary market.
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.
Pursuant to the 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 45 agreement,” Sub merged with and into Black Knight, which we refer to as the “merger,” with Black Knight surviving as a wholly owned subsidiary of ICE.
The approval of our Board for stock 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.
The approval of our Board for stock 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. We did not have any share repurchases in 2023.
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, integration of acquisitions, and other investments. In 2022 and 2021, 9% and 10%, respectively, of our operating expenses were incurred in pounds sterling or euros.
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, integration of acquisitions, and other investments. In both 2023 and 2022, 9% of our operating expenses were billed in pounds sterling or euros.
As of December 31, 2022 and 2021, our cash and cash equivalents and short-term and long-term restricted cash and cash equivalents were $8.4 billion and $2.0 billion, respectively, of which $346 million and $276 million, respectively, were denominated in pounds sterling, euros or Canadian dollars, and the remaining amounts are denominated in U.S. dollars.
As of December 31, 2023 and 2022, our cash and cash equivalents and short-term and long-term restricted cash and cash equivalents and investments were $2.5 billion and $8.4 billion, respectively, of which $270 million and $346 million, respectively, were denominated in pounds sterling, euros or Canadian dollars, and the remaining amounts are denominated in U.S. dollars.
We incurred foreign currency transaction losses of $9 million and $13 million in 2022 and 2021, respectively, inclusive of the impact of foreign currency hedging transactions. The foreign currency transaction losses were primarily attributable to the fluctuations of the pound sterling 78 and euro relative to the U.S. dollar.
We incurred foreign currency transaction losses of $12 million and $9 million in 2023 and 2022, respectively, inclusive of the impact of foreign currency hedging transactions. The foreign currency transaction losses were primarily attributable to the fluctuations of the pound sterling 81 and euro relative to the U.S. dollar.
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 year.
The acquisition and integration costs in the chart below include cash paid for acquisitions, net of cash acquired and cash received for divestitures, cash paid for equity and equity method investments, and acquisition-related transaction and integration costs, in each year.
Cash Flow The following table presents the major components of net changes in cash and cash equivalents, and restricted cash and cash equivalents (in millions): Year Ended December 31, 2022 2021 2020 Net cash provided by (used in): Operating activities $ 3,554 $ 3,123 $ 2,881 Investing activities 677 (786) (10,361) Financing activities (1,841) 62,026 26,000 Effect of exchange rate changes (23) (6) 8 Net increase in cash and cash equivalents, restricted cash and cash equivalents, and cash and cash equivalent margin deposits and guaranty funds $ 2,367 $ 64,357 $ 18,528 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.
Cash Flow The following table presents the major components of net changes in cash and cash equivalents, and restricted cash and cash equivalents (in millions): Year Ended December 31, 2023 2022 2021 Net cash provided by/(used in): Operating activities $ 3,542 $ 3,554 $ 3,123 Investing activities (8,797) 677 (786) Financing activities (64,345) (1,841) 62,026 Effect of exchange rate changes 7 (23) (6) Net increase in cash and cash equivalents, restricted cash and cash equivalents, and cash and cash equivalent margin deposits and guaranty funds $ (69,593) $ 2,367 $ 64,357 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.
Equity options volume increased 6% in 2022 from 2021 driven by increased participation and higher market share. 51 Equity options revenues, net of transaction-based expenses, were $103 million and $109 million in 2022 and 2021, 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.
Equity options revenues, net of transaction-based expenses, were $115 million and $103 million in 2023 and 2022, 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.
Management's Discussion and Analysis of Financial Condition and Results of Operations in our 2021 Annual Report on Form 10-K, which was filed with the U.S. Securities and Exchange Commission on February 3, 2022. 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.
Management's Discussion and Analysis of Financial Condition and Results of Operations in our 2022 Annual Report on Form 10-K, which was filed with the U.S. Securities and Exchange Commission on February 2, 2023. Overview We are a leading global provider of technology and data to a broad range of customers including financial institutions, corporations and government entities.
Refer to Note 14 to our consolidated financial statements for more information on the ICE Clearing Houses' cash and cash equivalent margin deposits and 79 guaranty funds, invested deposits, delivery contracts receivable and unsettled variation margin which were $147.4 billion as of December 31, 2022.
Refer to Note 14 to our consolidated financial statements for more information on the ICE Clearing Houses' cash and cash equivalent margin deposits and 82 guaranty funds, invested deposits, delivery contracts receivable and unsettled variation margin which were $80.8 billion as of December 31, 2023.
This was based on what we consider to be an other-than-temporary decline in fair value as a result of several factors, including consideration of the impairment charge recorded by Bakkt (see Notes 3 and 4 to our consolidated financial statements). The estimated losses and impairment during 2022 and 2021 are primarily related to our investment in Bakkt.
This was based on what we consider to be an other-than-temporary decline in fair value as a result of several factors, including consideration of the impairment charge recorded by Bakkt (see Notes 3 and 4 to our consolidated financial statements).
Due to the fluctuations of the pound sterling and euro compared to the U.S. dollar during 2022, our Fixed Income and Data Services revenues were lower by $28 million in 2022 than in 2021.
Due to the fluctuations of the pound sterling and euro compared to the U.S. dollar during 2023, our Fixed Income and Data Services revenues were higher by $3 million in 2023 than in 2022.
All trading volume below is presented as average net daily trading volume, or ADV, and is single counted: 54 Year Ended December 31, Year Ended December 31, 2022 2021 Change 2021 2020 Change NYSE cash equities (shares in millions): Total cash handled volume 2,409 2,317 4 % 2,317 2,466 (6) % Total cash market share matched 19.9 % 19.9 % — 19.9 % 22.1 % (2.3) pts NYSE equity options (contracts in thousands): NYSE equity options volume 7,621 7,162 6 % 7,162 5,101 40 % Total equity options volume 38,244 37,170 3 % 37,170 27,685 34 % NYSE share of total equity options 19.9 % 19.3 % 0.6 pts 19.3 % 18.4 % 0.8 pts Revenue capture or rate per contract: Cash equities rate per contract (per 100 shares) $0.045 $0.042 8 % $0.042 $0.044 (5) % Equity options rate per contract $0.05 $0.06 (9) % $0.06 $0.08 (23) % 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.
All trading volume below is presented as average net daily trading volume, or ADV, and is single counted: Year Ended December 31, Year Ended December 31, 2023 2022 Change 2022 2021 Change NYSE cash equities (shares in millions): Total cash handled volume 2,231 2,409 (7) % 2,409 2,317 4 % Total cash market share matched 19.9 % 19.9 % — 19.9 % 19.9 % — NYSE equity options (contracts in thousands): NYSE equity options volume 7,900 7,621 4 % 7,621 7,162 6 % Total equity options volume 40,369 38,244 6 % 38,244 37,170 3 % NYSE share of total equity options 19.6 % 19.9 % (0.3 pts) 19.9 % 19.3 % 0.6 pts Revenue capture or rate per contract: Cash equities rate per contract (per 100 shares) $0.048 $0.045 6 % $0.045 $0.042 8 % Equity options rate per contract $0.06 $0.05 7 % $0.05 $0.06 (9) % 57 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.
During 2022, we paid cash dividends of $1.52 per share of our common stock in the aggregate, including quarterly dividends of $0.38 per share, for an aggregate payout of $853 million, which includes the payment of dividend equivalents on unvested employee restricted stock units.
During 2023, we paid cash dividends of $1.68 per share of our common stock in the aggregate, including quarterly dividends of $0.42 per share, for an aggregate payout of $955 million, which includes the payment of dividend equivalents on unvested employee restricted stock units.
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 backstop revolving facility.
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 backstop revolving facility. However, electing to do so would result in higher interest expense.
As of December 31, 2022, our cumulative UTBs were $247 million, and accrued interest and penalties related to UTBs were $61 million. We are under examination by various tax authorities.
As of December 31, 2023, our cumulative UTBs were $268 million, and accrued interest and penalties related to UTBs were $32 million. We are under examination by various tax authorities.
Fixed Income and Data Services Segment: Year Ended December 31, Year Ended December 31, 2022 2021 Change 2021 2020 Change Operating expenses $ 1,373 $ 1,354 1 % $ 1,354 $ 1,318 3 % Adjusted operating expenses (1) $ 1,193 $ 1,174 2 % $ 1,174 $ 1,119 5 % Operating income $ 719 $ 529 36 % $ 529 $ 492 7 % Adjusted operating income (1) $ 899 $ 709 27 % $ 709 $ 691 3 % Operating margin 34 % 28 % 6 pts 28 % 27 % 1 pt Adjusted operating margin (1) 43 % 38 % 5 pts 38 % 38 % — (1) The adjusted figures exclude items that are not reflective of our ongoing core operations and business performance.
Fixed Income and Data Services Segment: Year Ended December 31, Year Ended December 31, 2023 2022 Change 2022 2021 Change Operating expenses $ 1,420 $ 1,373 3 % $ 1,373 $ 1,354 1 % Adjusted operating expenses (1) $ 1,252 $ 1,193 5 % $ 1,193 $ 1,174 2 % Operating income $ 811 $ 719 13 % $ 719 $ 529 36 % Adjusted operating income (1) $ 979 $ 899 9 % $ 899 $ 709 27 % Operating margin 36 % 34 % 2 pts 34 % 28 % 6 pts Adjusted operating margin (1) 44 % 43 % 1 pt 43 % 38 % 5 pts (1) The adjusted figures exclude items that are not reflective of our ongoing core operations and business performance.
In connection with our pending acquisition of Black Knight, on May 4, 2022, we terminated our Rule 10b5-1 trading plan and suspended share repurchases. The remaining balance of Board approved funds for future repurchases as of December 31, 2022 was $2.5 billion.
In December 2021, we entered into a new Rule 10b5-1 trading plan that became effective in February 2022. In connection with our acquisition of Black Knight, on May 4, 2022, we terminated our Rule 10b5-1 trading plan and suspended share repurchases. The remaining balance of Board approved funds for future repurchases as of December 31, 2023 was $2.5 billion.
As of December 31, 2022, we did not have any notes outstanding under our Commercial Paper Program. The weighted average interest rate on our Commercial Paper Program was 0.33% as of December 31, 2021.
The weighted average interest rate on notes outstanding under our Commercial Paper Program was 5.70% as of December 31, 2023, and we did not have any notes outstanding under our Commercial Paper Program as of December 31, 2022.
The increase in Section 31 fees was primarily due to an increase in rates. 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 $223 million as of December 31, 2022.
The decrease in Section 31 fees was primarily due to a decrease in rates. 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 current liabilities and was $79 million as of December 31, 2023.
Exchanges Segment: Year Ended December 31, Year Ended December 31, 2022 2021 Change 2021 2020 Change Operating expenses $ 1,209 $ 1,333 (9) % $ 1,333 $ 1,242 7 % Adjusted operating expenses (1) $ 1,142 $ 1,201 (5) % $ 1,201 $ 1,145 5 % Operating income $ 2,862 $ 2,523 13 % $ 2,523 $ 2,389 6 % Adjusted operating income (1) $ 2,929 $ 2,655 10 % $ 2,655 $ 2,486 7 % Operating margin 70 % 65 % 5 pts 65 % 66 % (1 pt) Adjusted operating margin (1) 72 % 69 % 3 pts 69 % 68 % 1 pt (1) The adjusted figures exclude items that are not reflective of our ongoing core operations and business performance.
Exchanges Segment: Year Ended December 31, Year Ended December 31, 2023 2022 Change 2022 2021 Change Operating expenses $ 1,281 $ 1,209 6 % $ 1,209 $ 1,333 (9) % Adjusted operating expenses (1) $ 1,199 $ 1,142 5 % $ 1,142 $ 1,201 (5) % Operating income $ 3,159 $ 2,862 10 % $ 2,862 $ 2,523 13 % Adjusted operating income (1) $ 3,241 $ 2,929 11 % $ 2,929 $ 2,655 10 % Operating margin 71 % 70 % 1 pt 70 % 65 % 5 pts Adjusted operating margin (1) 73 % 72 % 1 pt 72 % 69 % 3 pts (1) The adjusted figures exclude items that are not reflective of our ongoing core operations and business performance.
See “- Non-GAAP Financial Measures” 61 Consolidated Operating Expenses The following presents our consolidated operating expenses (dollars in millions): Year Ended December 31, Year Ended December 31, 2022 2021 Change 2021 2020 Change Compensation and benefits $ 1,407 $ 1,462 (4) % $ 1,462 $ 1,188 23 % Professional services 131 159 (17) 159 144 10 Acquisition-related transaction and integration costs 93 102 (9) 102 105 (3) Technology and communication 683 666 2 666 549 21 Rent and occupancy 83 84 (1) 84 81 3 Selling, general and administrative 226 215 5 215 185 16 Depreciation and amortization 1,031 1,009 2 1,009 751 34 Total operating expenses $ 3,654 $ 3,697 (1) % $ 3,697 $ 3,003 23 % 62 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.
See “- Non-GAAP Financial Measures” 64 Consolidated Operating Expenses The following presents our consolidated operating expenses (dollars in millions): Year Ended December 31, Year Ended December 31, 2023 2022 Change 2022 2021 Change Compensation and benefits $ 1,595 $ 1,407 13 % $ 1,407 $ 1,462 (4) % Professional services 123 131 (6) 131 159 (17) Acquisition-related transaction and integration costs 269 93 189 93 102 (9) Technology and communication 734 683 8 683 666 2 Rent and occupancy 92 83 10 83 84 (1) Selling, general and administrative 266 226 17 226 215 5 Depreciation and amortization 1,215 1,031 18 1,031 1,009 2 Total operating expenses $ 4,294 $ 3,654 18 % $ 3,654 $ 3,697 (1) % 65 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.
Investing Activities Consolidated net cash provided by investing activities in 2022 primarily relates to $7.5 billion of proceeds from the sale of invested margin deposits and $741 million in proceeds from the sale of our Euroclear investment, partially offset by $6.9 billion purchases of invested margin deposits, $225 million of capitalized expenditures, $257 million of software development costs, $73 million for purchases of equity and equity method investments and $59 million cash paid for acquisitions, net of cash acquired. 68 Consolidated net cash used in investing activities in 2021 relates to $5.1 billion purchases of invested margin deposits, $179 million of capitalized expenditures, $273 million of capitalized software development costs, $117 million for the purchase of an equity method investment and $66 million cash paid for acquisitions, net of cash acquired, partially offset by $3.7 billion of proceeds from the sale of invested margin deposits and $1.2 billion in proceeds from the sale of our Coinbase investment.
Consolidated net cash provided by investing activities in 2022 primarily relates to $7.5 billion of proceeds from the sale of invested margin deposits and $741 million in proceeds from the sale of our Euroclear investment, partially offset by $6.9 billion purchases of invested margin deposits, $225 million of capitalized expenditures, $257 million of capitalized software development costs, $73 million for the purchases of investments and $59 million cash paid for acquisitions, net of cash acquired.
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): 52 Volume and Rate per Contract Year Ended December 31, Year Ended December 31, 2022 2021 Change 2021 2020 Change Number of contracts traded (in millions): Energy futures and options 753 782 (4) % 782 773 1 % Agricultural and metals futures and options 102 98 5 % 98 108 (10) % Financial futures and options 646 634 2 % 634 619 2 % Total 1,501 1,514 (1) % 1,514 1,500 1 % Year Ended December 31, Year Ended December 31, 2022 2021 Change 2021 2020 Change Average Daily Volume of contracts traded (in thousands): Energy futures and options 3,000 3,103 (3) % 3,103 3,054 2 % Agricultural and metals futures and options 407 388 5 % 388 428 (9) % Financial futures and options 2,524 2,475 2 % 2,475 2,409 3 % Total 5,931 5,966 (1) % 5,966 5,891 1 % Year Ended December 31, Year Ended December 31, Rate per contract: 2022 2021 Change 2021 2020 Change Energy futures and options $ 1.54 $ 1.58 (2) % $ 1.58 $ 1.45 9 % Agricultural and metals futures and options $ 2.30 $ 2.34 (2) % $ 2.34 $ 2.27 3 % Financial futures and options $ 0.73 $ 0.61 19 % $ 0.61 $ 0.57 7 % 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.
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): Volume and Rate per Contract 55 Year Ended December 31, Year Ended December 31, 2023 2022 Change 2022 2021 Change Number of contracts traded (in millions): Energy futures and options 883 753 17 % 753 782 (4) % Agricultural and metals futures and options 118 102 16 % 102 98 5 % Financial futures and options 646 646 — % 646 634 2 % Total 1,647 1,501 10 % 1,501 1,514 (1) % Year Ended December 31, Year Ended December 31, 2023 2022 Change 2022 2021 Change Average Daily Volume of contracts traded (in thousands): Energy futures and options 3,530 3,000 18 % 3,000 3,103 (3) % Agricultural and metals futures and options 474 407 16 % 407 388 5 % Financial futures and options 2,532 2,524 — % 2,524 2,475 2 % Total 6,536 5,931 10 % 5,931 5,966 (1) % Year Ended December 31, Year Ended December 31, Rate per contract: 2023 2022 Change 2022 2021 Change Energy futures and options $ 1.70 $ 1.54 10 % $ 1.54 $ 1.58 (2) % Agricultural and metals futures and options $ 2.29 $ 2.30 — % $ 2.30 $ 2.34 (2) % Financial futures and options $ 0.70 $ 0.73 (3) % $ 0.73 $ 0.61 19 % 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.
As of December 31, 2022, we had $2.5 billion authorized for future repurchases of our common stock. Refer to Note 12 to our consolidated financial statements included in this Annual Report for additional details on our stock repurchase program.
As of December 31, 2023, we had $2.5 billion authorized for future repurchases of our common stock. We may resume repurchases of our common stock subject to achieving certain debt leverage ratio targets. Refer to Note 12 to our consolidated financial statements included in this Annual Report for additional details on our stock repurchase program.
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.
This does not adjust for year-over-year foreign exchange fluctuations. 60 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.
Our business has been impacted positively and negatively by these global economic conditions. For instance, due to market volatility and rising interest rates, we have seen increased trading across a number of our products, such as interest rate and equity futures, credit default swaps and bonds.
For instance, due to market volatility and rising interest rates, we have seen increased trading across a number of our products, such as interest rate and equity futures, credit default swaps and bonds.
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.
The aggregate cash component of the transaction consideration was $10.5 billion, and the number of our shares issued was based on the market price of our common stock and 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.
See “- Non-GAAP Financial Measures” below. 56 Year Ended December 31, Year Ended December 31, 2022 2021 Change 2021 2020 Change Revenues: Fixed income execution $ 101 $ 52 96 % $ 52 $ 70 (25) % CDS clearing 305 192 59 192 208 (8) Fixed income data and analytics 1,098 1,082 1 1,082 1,018 6 Fixed income and credit 1,504 1,326 13 1,326 1,296 2 Other data and network services 588 557 6 557 514 8 Revenues 2,092 1,883 11 1,883 1,810 4 Other operating expenses 1,023 1,012 1 1,012 967 5 Acquisition-related transaction and integration costs 1 1 (20) 1 — 195 Depreciation and amortization 349 341 2 341 351 (3) Operating expenses 1,373 1,354 1 1,354 1,318 3 Operating income $ 719 $ 529 36 % $ 529 $ 492 7 % Recurring revenues $ 1,686 $ 1,639 3 % $ 1,639 $ 1,532 7 % Transaction revenues $ 406 $ 244 66 % $ 244 $ 278 (12) % In the table above, we consider fixed income data and analytics revenues and other data and network services revenues to be recurring revenues.
See “- Non-GAAP Financial Measures” below. 59 Year Ended December 31, Year Ended December 31, 2023 2022 Change 2022 2021 Change Revenues: Fixed income execution $ 124 $ 101 23 % $ 101 $ 52 96 % CDS clearing 360 305 18 305 192 59 Fixed income data and analytics 1,118 1,098 2 1,098 1,082 1 Fixed income and credit 1,602 1,504 7 1,504 1,326 13 Other data and network services 629 588 7 588 557 6 Revenues 2,231 2,092 7 2,092 1,883 11 Other operating expenses 1,079 1,023 5 1,023 1,012 1 Depreciation and amortization 341 349 (2) 349 341 2 Acquisition-related transaction and integration costs — 1 (95) 1 1 (20) Operating expenses 1,420 1,373 3 1,373 1,354 1 Operating income $ 811 $ 719 13 % $ 719 $ 529 36 % Recurring revenues $ 1,747 $ 1,686 4 % $ 1,686 $ 1,639 3 % Transaction revenues $ 484 $ 406 20 % $ 406 $ 244 66 % In the table above, we consider fixed income data and analytics revenues and other data and network services revenues to be recurring revenues.
Segments are discussed more in detail in "Item 1- Business". 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.
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.
Deferred tax adjustments on acquisition-related intangibles include the impact of U.K. and U.S. state tax law changes and apportionment updates, as well as other foreign tax law changes which resulted in deferred tax expense of $9 million, $183 million and $36 million in 2022, 2021 and 2020, respectively, related to the following: • Deferred tax adjustments in 2022 related primarily to U.S. state apportionment changes. • Deferred tax adjustments in 2021 related primarily to 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 deferred tax adjustments in 2020 were due to the tax law changes enacted in July 2020, which increased the U.K. corporate income tax rate from 17% to 19% effective April 1, 2020, as well as impacts of U.S. state apportionment charges.
Deferred tax adjustments on acquisition-related intangibles include the impact of tax law changes and apportionment updates resulting in deferred tax (benefit)/expense of ($126 million), $9 million and $183 million in 2023, 2022 and 2021, respectively, related to the following: • Deferred tax adjustments in in 2023 and 2022 related primarily to U.S. state apportionment changes; and • Deferred tax adjustments in 2021 related primarily to 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. • Other tax adjustments in 2023 are primarily related to audit settlements for pre-acquisition tax matters as well as state apportionment charges in prior years.
The following charts and table present our year-end open interest for our futures and options contracts (in thousands, except for percentages): 53 As of December 31, As of December 31, 2022 2021 Change 2021 2020 Change Open interest — in thousands of contracts: Energy futures and options 42,524 40,317 5 % 40,317 40,073 1 % Agricultural and metals futures and options 3,881 3,763 3 % 3,763 3,608 4 % Financial futures and options 20,342 23,942 (15) % 23,942 27,535 (13) % Total 66,747 68,022 (2) % 68,022 71,216 (4) % The following charts and tables present selected cash and equity options trading data.
The following charts and table present our year-end open interest for our futures and options contracts (in thousands, except for percentages): 56 As of December 31, As of December 31, 2023 2022 Change 2022 2021 Change Open interest — in thousands of contracts: Energy futures and options 51,556 42,524 21 % 42,524 40,317 5 % Agricultural and metals futures and options 4,855 3,881 25 % 3,881 3,763 3 % Financial futures and options 22,380 20,342 10 % 20,342 23,942 (15) % Total 78,791 66,747 18 % 66,747 68,022 (2) % The following charts and tables present selected cash and equity options trading data.