Biggest changeRevenues by Vertical We assign our customers into one of our five main vertical markets or a group of various industries where we are increasing our presence, which we label as “Emerging Verticals.” Emerging Verticals include customers in multiple industries such as energy, utilities, manufacturing, automotive, telecommunications and several others. 31 Table of Contents The following table presents our revenues by vertical and revenues as a percentage of total revenues by vertical for the periods indicated: Year Ended December 31, 2022 2021 2020 (in thousands, except percentages) Travel & Consumer $ 1,092,224 22.7 % $ 741,128 19.7 % $ 458,789 17.2 % Financial Services 1,026,686 21.3 848,370 22.6 555,235 20.9 Business Information & Media 809,952 16.8 666,941 17.7 560,680 21.1 Software & Hi-Tech 793,261 16.4 664,597 17.7 496,813 18.7 Life Sciences & Healthcare 507,367 10.5 391,309 10.4 296,313 11.1 Emerging Verticals 595,208 12.3 445,799 11.9 291,648 11.0 Revenues $ 4,824,698 100.0 % $ 3,758,144 100.0 % $ 2,659,478 100.0 % Travel & Consumer became our largest vertical during 2022, growing 47.4% as compared to 2021.
Biggest changeThe following table presents our revenues by vertical and revenues as a percentage of total revenues by vertical for the periods indicated: Year Ended December 31, 2023 2022 2021 (in thousands, except percentages) Travel & Consumer $ 1,072,950 22.9 % $ 1,092,224 22.7 % $ 741,128 19.7 % Financial Services 1,018,433 21.7 1,026,686 21.3 848,370 22.6 Business Information & Media 753,981 16.1 809,952 16.8 666,941 17.7 Software & Hi-Tech 707,720 15.1 793,261 16.4 664,597 17.7 Life Sciences & Healthcare 489,914 10.4 507,367 10.5 391,309 10.4 Emerging Verticals 647,542 13.8 595,208 12.3 445,799 11.9 Revenues $ 4,690,540 100.0 % $ 4,824,698 100.0 % $ 3,758,144 100.0 % Travel & Consumer remained our largest vertical during 2023, comprising 22.9% of total revenues.
(2) EMEA includes revenues from customers in Western Europe and the Middle East. (3) APAC, or Asia Pacific, includes revenues from customers in East Asia, Southeast Asia and Australia. (4) CEE includes revenues from customers in Russia, Belarus, Kazakhstan, Ukraine, Uzbekistan and Georgia.
(2) EMEA includes revenues from customers in Western Europe and the Middle East. (3) APAC, or Asia Pacific, includes revenues from customers in East Asia, Southeast Asia and Australia. (4) CEE includes revenues from customers in Belarus, Georgia, Kazakhstan, Russia, Ukraine and Uzbekistan.
Some of our customers have implemented steps to block internet communications with Russia, Ukraine, and Belarus to protect against potential cyberattacks or other information security threats, which has caused a material adverse effect on our ability to deliver our services to these customers from those locations.
Some of our customers have implemented steps to block internet communications with Ukraine and Belarus to protect against potential cyberattacks or other information security threats, which has caused a material adverse effect on our ability to deliver our services to these customers from those locations.
If we raise cash through the issuance of additional indebtedness, we may be subject to additional contractual restrictions on our business. There is no assurance that we would be able to raise additional funds on favorable terms or at all.
If we raise cash through the issuance of additional indebtedness, we may be subject to additional contractual restrictions on our business and there is no assurance that we would be able to raise additional funds on favorable terms or at all.
Salaries and other compensation expenses of our delivery professionals are reported as cost of revenues regardless of whether the employees are actually performing customer services during a given period. Our employees are a critical asset, necessary for our continued success and therefore we expect to continue hiring talented employees and providing them with competitive compensation programs.
Salaries and other compensation expenses of our delivery professionals are reported as cost of revenues regardless of whether the employees are actually performing services for customers during a given period. Our employees are a critical asset, necessary for our continued success and therefore we expect to continue hiring talented employees and providing them with competitive compensation programs.
Discussion of cost of revenues (exclusive of depreciation and amortization) from 2021 as compared to 2020 is included in “Part II. Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2021.
Discussion of cost of revenues (exclusive of depreciation and amortization) from 2022 as compared to 2021 is included in “Part II. Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2022.
Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2021. Effects of Inflation Economies in many countries where we operate have periodically experienced high rates of inflation, including during 2022.
Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2022. Effects of Inflation Economies in many countries where we operate have periodically experienced high rates of inflation, including during 2023.
Off-Balance Sheet Commitments and Arrangements We do not have any material obligations under guarantee contracts or other contractual arrangements other than as disclosed in Note 16 “Commitments and Contingencies” in the notes to our consolidated financial statements in this Annual Report on Form 10-K.
Off-Balance Sheet Commitments and Arrangements We do not have any material obligations under guarantee contracts or other contractual arrangements other than as disclosed in Note 17 “Commitments and Contingencies” in the notes to our consolidated financial statements in this Annual Report on Form 10-K.
Discussion of selling, general and administrative expenses from 2021 as compared to 2020 is included in “Part II. Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2021.
Discussion of selling, general and administrative expenses from 2022 as compared to 2021 is included in “Part II. Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2022.
Interest and Other Income/(Loss), Net Interest and other income/(loss), net includes interest earned on cash and cash equivalents, short-term investments and employee loans, gains and losses from certain financial instruments, interest expense related to our borrowings, government grant income, and changes in the fair value of contingent consideration.
Interest and Other Income/(Loss), Net Interest and other income/(loss), net includes interest earned on cash and cash equivalents, short-term investments, gains and losses from certain financial instruments, interest expense related to our borrowings, government grant income, and changes in the fair value of contingent consideration.
Determining the estimated amount of such variable consideration involves assumptions and judgment that can have an impact on the amount of revenues reported. 29 Table of Contents We derive revenues from a variety of service arrangements, which have been evolving to provide more customized and integrated solutions to customers by combining software engineering with customer experience design, business consulting and technology innovation services.
Determining the estimated amount of such variable consideration involves assumptions and judgment that can have an impact on the amount of revenues reported. We derive revenues from a variety of service arrangements, which have been evolving to provide more customized and integrated solutions to customers by combining software engineering with customer experience design, business consulting and technology innovation services.
See Note 9 “Leases”, Note 10 “Debt”, Note 16 “Commitments and Contingencies” in the notes to our consolidated financial statements in this Annual Report on Form 10-K for information regarding our various contractual obligations and capital expenditure requirements.
See Note 9 “Leases”, Note 10 “Debt”, Note 17 “Commitments and Contingencies” in the notes to our consolidated financial statements in this Annual Report on Form 10-K for information regarding our various contractual obligations and capital expenditure requirements.
These factors include statutory tax rates and tax law changes in the countries where we operate and excess tax benefits upon vesting or exercise of equity awards as well as consideration of any significant or unusual items. 35 Table of Contents As a global company, we are required to calculate and provide for income taxes in each of the jurisdictions in which we operate.
These factors include statutory tax rates and tax law changes in the countries where we operate and excess tax benefits upon vesting or exercise of equity awards as well as consideration of any significant or unusual items. As a global company, we are required to calculate and provide for income taxes in each of the jurisdictions in which we operate.
Additional information on our policies is in Note 1 “Business and Summary of Significant Accounting Policies” in the notes to our consolidated financial statements in this Annual Report on Form 10-K.
Additional information on our policies is in Note 1 “Organization and Summary of Significant Accounting Policies” in the notes to our consolidated financial statements in this Annual Report on Form 10-K.
Discussion of Interest and other income/(loss) from 2021 as compared to 2020 is included in “Part II. Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2021.
Discussion of Interest and other income/(loss), net from 2022 as compared to 2021 is included in “Part II. Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2022.
Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2021.
Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2022.
Liquidity and Capital Resources Capital Resources Our cash generated from operations has been our primary source of liquidity to fund operations and investments to support the growth of our business.
Liquidity and Capital Resources Capital Resources Our cash generated from operations has been our primary source of liquidity to fund operations, investments to support the growth of our business and share repurchases.
Revenues from customers in locations in our APAC region comprised 2.5% of total revenues in 2022, a level consistent with the prior year. Discussion of revenues from 2021 as compared to 2020 is included in “Part II. Item 7.
Revenues from customers in locations in our APAC region comprised 2.2% of total revenues in 2023, a level consistent with the prior year. Discussion of revenues from 2022 as compared to 2021 is included in “Part II. Item 7.
Revenue growth in Software & Hi-Tech during the year ended December 31, 2022 as compared to 2021 was attributable to the expansion of services provided to one of our top 20 customers as well as growth in customers outside of our top 100 customers.
Revenue growth in Software & Hi-Tech during the year ended December 31, 2023, as compared to 2022, was largely attributable to the expansion of services provided to one of our top 20 customers as well as growth in customers outside of our top 100 customers.
Recent Accounting Pronouncements See Note 1 “Business and Summary of Significant Accounting Policies” in the notes to our consolidated financial statements in this Annual Report on Form 10-K for information regarding recent accounting pronouncements. 30 Table of Contents Results of Operations The following table sets forth a summary of our consolidated results of operations for the periods indicated.
Recent Accounting Pronouncements See Note 1 “Organization and Summary of Significant Accounting Policies” in the notes to our consolidated financial statements in this Annual Report on Form 10-K for information regarding recent accounting pronouncements. Results of Operations The following table sets forth a summary of our consolidated results of operations for the periods indicated.
Our ability to generate cash is subject to our performance, general economic conditions, industry trends and other factors including the impact of the invasion of Ukraine and COVID-19 pandemic, each as described elsewhere in this Management’s Discussion and Analysis of Financial Condition and Results of Operations.
Our ability to generate cash is subject to our performance, general economic conditions, industry trends and other factors including the impact of the invasion of Ukraine, as described elsewhere in this Management’s Discussion and Analysis of Financial Condition and Results of Operations.
We manage the utilization levels of our delivery professionals through strategic hiring and efficient staffing of projects. Some of these professionals are hired and trained to work for specific customers or on specific projects and some of our offshore development centers are dedicated to specific customers or projects.
We manage the utilization levels of our delivery professionals through strategic hiring practices, dynamic management of staff, and efficient staffing of projects. Some of these professionals are hired and trained to work for specific customers or on specific projects and some of our offshore development centers are dedicated to specific customers or projects.
During 2022, 2021 and 2020, we had $428.7 million, $404.9 million and $278.1 million, respectively, in income before provision for income taxes attributed to our foreign jurisdictions. Changes in the geographic mix or level of annual pre-tax income can also affect our overall effective income tax rate.
During 2023, 2022 and 2021, we had $325.7 million, $428.7 million and $404.9 million, respectively, in income before provision for income taxes attributed to our foreign jurisdictions. Changes in the geographic mix or level of annual pre-tax income can also affect our overall effective income tax rate.
Actions taken by other countries, including new and stricter sanctions by Canada, the United Kingdom, the European Union, the U.S. and other companies and organizations against officials, individuals, regions, and industries in Russia and Belarus, and each of those country’s responses to such sanctions, including counter-sanctions and other actions, has had and could continue to have a material adverse effect on our operations.
Actions taken by other countries, including new and stricter sanctions by Canada, the United Kingdom, the European Union, the U.S. and other companies and organizations against officials, individuals, regions, and industries in Belarus, and Belarus’ responses to those sanctions, including counter-sanctions and other actions, have had and could continue to have a material adverse effect on our operations.
To the extent that the final tax outcome of these matters differs from the amounts recorded, such differences will impact the provision for income taxes in the period in which such determination is made. The provision for income taxes was $87.8 million in 2022 and $51.7 million in 2021.
To the extent that the final tax outcome of these matters differs from the amounts recorded, such differences will impact the provision for income taxes in the period in which such determination is made. The provision for income taxes was $119.5 million in 2023 and $87.8 million in 2022.
Depreciation and Amortization Expense Depreciation and amortization expense includes depreciation of physical assets used in the operation of our business such as computer equipment, software, buildings we purchased, leasehold improvements as well as various office furniture and equipment. Depreciation and amortization expense also includes amortization of acquired finite-lived intangible assets.
Depreciation and Amortization Expense Depreciation and amortization expense includes depreciation of physical assets used in the operation of our business such as computer equipment, software, buildings we purchased, leasehold improvements as well as various office furniture and equipment.
The vast majority of our Ukraine employees are in safe locations and operating at levels of productivity consistent with those achieved in 2021. As of December 31, 2022, Ukraine remains our largest delivery location with the most delivery professionals.
The vast majority of our Ukraine employees are in safe locations and operating at levels of productivity consistent with those achieved prior to the attack. As of December 31, 2023, Ukraine remains our largest delivery location with the most delivery professionals.
The following table shows revenues by service offering as an amount and as a percentage of our revenues for the years indicated: Year Ended December 31, 2022 2021 2020 (in thousands, except percentages) Professional services $ 4,800,047 99.5 % $ 3,739,143 99.5 % $ 2,643,016 99.4 % Licensing and other revenues 24,651 0.5 % 19,001 0.5 % 16,462 0.6 % Revenues $ 4,824,698 100.0 % $ 3,758,144 100.0 % $ 2,659,478 100.0 % See Note 12 “Revenues” in the notes to our consolidated financial statements in this Annual Report on Form 10-K for more information regarding our contract types and related revenue recognition policies.
The following table shows revenues by service offering as an amount and as a percentage of our revenues for the years indicated: Year Ended December 31, 2023 2022 2021 (in thousands, except percentages) Professional services $ 4,661,733 99.4 % $ 4,800,047 99.5 % $ 3,739,143 99.5 % Licensing and other revenues 28,807 0.6 % 24,651 0.5 % 19,001 0.5 % Revenues $ 4,690,540 100.0 % $ 4,824,698 100.0 % $ 3,758,144 100.0 % See Note 13 “Revenues” in the notes to our consolidated financial statements in this Annual Report on Form 10-K for more information regarding our contract types and related revenue recognition policies.
Expressed as a percentage of revenues, depreciation and amortization expense decreased to 1.9% during the year ended December 31, 2022 as compared to 2.2% in 2021. Discussion of depreciation and amortization expense from 2021 as compared to 2020 is included in “Part II. Item 7.
Expressed as a percentage of revenues, depreciation and amortization expense remained the same at 1.9% during the year ended December 31, 2023, as compared to 2022. Discussion of depreciation and amortization expense from 2022 as compared to 2021 is included in “Part II. Item 7.
Expressed as a percentage of revenues, cost of revenues (exclusive of depreciation and amortization) was 68.1% and 66.1% during the years ended December 31, 2022 and 2021, respectively.
Expressed as a percentage of revenues, cost of revenues (exclusive of depreciation and amortization) was 69.4% and 68.1% during the years ended December 31, 2023 and 2022, respectively.
Fluctuations in foreign currency exchange rates with the U.S. dollar, particularly the euro and the British pound, during 2022 compared to the same period in the prior year negatively impacted revenue growth in the EMEA geography by 10.0%. Revenues in the region benefited from acquisitions which contributed $160.9 million to revenue growth in 2022.
Fluctuations in foreign currency exchange rates with the U.S. dollar, particularly the euro, Swiss franc and the British pound, during 2023 compared to the same period in the prior year positively impacted revenue growth in the EMEA geography by 2.0%. Revenues in the region benefited from acquisitions which contributed $1.9 million to revenue growth in 2023.
Furthermore, we have maintained our $100 million humanitarian aid commitment to our people in Ukraine in addition to our other donations and volunteer efforts. Prior to the attack in February 2022, Belarus and Russia were our second and third largest delivery locations by the number of delivery professionals, respectively.
Furthermore, we have maintained our $100 million humanitarian aid commitment to our people in Ukraine in addition to our other donations and volunteer efforts. Prior to the attack in February 2022, Russia was our third largest delivery location as measured by the number of delivery professionals.
Expressed as a percentage of revenue, North America segment operating profit decreased to 20.3% in 2022 as compared to 20.6% in 2021.
Expressed as a percentage of revenue, North America segment operating profit decreased to 18.8% in 2023 as compared to 20.3% in 2022.
As of December 31, 2022, our principal sources of liquidity were cash and cash equivalents totaling $1.681 billion, short-term investments totaling $60.3 million as well as $675.0 million of available borrowings under our revolving credit facility.
As of December 31, 2023, our principal sources of liquidity were cash and cash equivalents totaling $2.036 billion, short-term investments totaling $60.7 million as well as $675.0 million of available borrowings under our revolving credit facility.
Interest and other income/(loss), net increased from a loss of $1.7 million during the year ended December 31, 2021 to a gain of $10.0 million during the year ended December 31, 2022.
Interest and other income/(loss), net increased from $10.0 million during the year ended December 31, 2022 to $51.1 million during the year ended December 31, 2023.
The Europe segment benefited from 61.4% growth in Travel & Consumer during the year ended December 31, 2022 as compared to 2021 primarily due to increased demand from customers in the retail and distribution industries and revenues from acquisitions which contributed $89.4 million to revenue growth during 2022.
The Europe segment benefited from 4.4% growth in Travel & Consumer during the year ended December 31, 2023, as compared to 2022, primarily due to increased demand from customers in the retail and distribution industries.
Foreign Exchange Loss For discussion of the impact of foreign exchange fluctuations see “Item 7A. Quantitative and Qualitative Disclosures About Market Risk — Foreign Exchange Risk.” Results by Business Segment Our operations consist of three reportable segments: North America, Europe, and Russia.
Quantitative and Qualitative Disclosures About Market Risk — Foreign Exchange Risk.” Results by Business Segment Our operations consist of three reportable segments: North America, Europe, and Russia.
The top three revenue contributing customer location countries in EMEA were the United Kingdom, Switzerland and the Netherlands generating revenues of $619.3 million, $323.4 million and $215.4 million in 2022, respectively, compared to $474.9 million, $271.2 million and $154.8 million in 2021, respectively.
The top three revenue contributing customer location countries in EMEA were the United Kingdom, Switzerland and the Netherlands generating revenues of $585.2 million, $367.1 million and $236.3 million in 2023, respectively, compared to $619.3 million, $323.4 million and $215.4 million in 2022, respectively.
Except for Software & Hi-Tech, which grew at a rate of 19.4% in 2022 over the prior year, all of our verticals grew over 20% in 2022 over the prior year. Revenues by Customer Location Our revenues are sourced from multiple countries, which we assign into four geographic markets and identify as Americas, EMEA, APAC and CEE.
Except for Emerging Verticals, which grew at a rate of 8.8% in 2023 over the prior year, all of our verticals experienced revenue declines in 2023 from the prior year. Revenues by Customer Location Our revenues are sourced from multiple countries, which we assign into four geographic markets identified as Americas, EMEA, APAC, and CEE.
Additionally, selling, general and administrative expenses for the year ended December 31, 2022 were impacted by $38.7 million of expenses associated with our geographic repositioning of our workforce, $15.8 million of expenses associated with our humanitarian efforts in Ukraine, $17.1 million of charges related to employee separation costs in Russia, $19.6 million of impairment charges related to our long-lived assets in Russia and $5.1 million of bad debt expense attributable to customers located in Russia.
Additionally, selling, general and administrative expenses for the year 2022 were impacted by the recognition of $19.6 million of impairment charges related to our long-lived assets in Russia, $17.1 million of charges related to employee separation costs in Russia, and $5.1 million of bad debt expense attributable to customers located in Russia.
Year Ended December 31, 2022 2021 2020 % of revenues % of revenues % of revenues (in thousands, except percentages and per share data) Revenues $ 4,824,698 100.0% $ 3,758,144 100.0 % $ 2,659,478 100.0 % Operating expenses: Cost of revenues (exclusive of depreciation and amortization) (1) 3,286,683 68.1 2,483,697 66.1 1,732,522 65.1 Selling, general and administrative expenses (2) 872,777 18.1 648,736 17.3 484,758 18.2 Depreciation and amortization expense 92,272 1.9 83,395 2.2 62,874 2.4 Income from operations 572,966 11.9 542,316 14.4 379,324 14.3 Interest and other income/(loss), net 10,025 0.2 (1,727) — 3,822 0.1 Foreign exchange loss (75,733) (1.6) (7,197) (0.2) (4,667) (0.2) Income before provision for income taxes 507,258 10.5 533,392 14.2 378,479 14.2 Provision for income taxes 87,842 1.8 51,740 1.4 51,319 1.9 Net income $ 419,416 8.7% $ 481,652 12.8 % $ 327,160 12.3 % Effective tax rate 17.3 % 9.7 % 13.6 % Diluted earnings per share $ 7.09 $ 8.15 $ 5.60 (1) Includes $47,470, $51,580 and $32,785 of stock-based compensation expense for the years ended December 31, 2022, 2021 and 2020, respectively.
Year Ended December 31, 2023 2022 2021 % of revenues % of revenues % of revenues (in thousands, except percentages and per share data) Revenues $4,690,540 100.0 % $4,824,698 100.0 % $3,758,144 100.0 % Operating expenses: Cost of revenues (exclusive of depreciation and amortization) (1) 3,256,514 69.4 3,286,683 68.1 2,483,697 66.1 Selling, general and administrative expenses (2) 815,065 17.4 872,777 18.1 648,736 17.3 Depreciation and amortization expense 91,800 1.9 92,272 1.9 83,395 2.2 Loss on sale of business 25,922 0.6 — — — — Income from operations 501,239 10.7 572,966 11.9 542,316 14.4 Interest and other income/(loss), net 51,124 1.0 10,025 0.2 (1,727) — Foreign exchange loss (15,778) (0.3) (75,733) (1.6) (7,197) (0.2) Income before provision for income taxes 536,585 11.4 507,258 10.5 533,392 14.2 Provision for income taxes 119,502 2.5 87,842 1.8 51,740 1.4 Net income $ 417,083 8.9 % $ 419,416 8.7 % $ 481,652 12.8 % Effective tax rate 22.3 % 17.3 % 9.7 % Diluted earnings per share $7.06 $7.09 $8.15 (1) Includes $68,797, $47,470 and $51,580 of stock-based compensation expense for the years ended December 31, 2023, 2022 and 2021, respectively.
An accounting policy is considered critical if it requires an accounting estimate to be made based on assumptions about matters that are highly uncertain at the time the estimate is made, and if different estimates that reasonably could have been used, or changes in the accounting estimates that are reasonably likely to occur periodically, could materially impact the consolidated financial statements.
We consider the policies discussed below to be critical to an understanding of our consolidated financial statements as their application places significant demands on the judgment of our management. 31 Table of Conten t s An accounting policy is considered critical if it requires an accounting estimate to be made based on assumptions about matters that are highly uncertain at the time the estimate is made, and if different estimates that reasonably could have been used, or changes in the accounting estimates that are reasonably likely to occur periodically, could materially impact the consolidated financial statements.
The increase was primarily driven by a significant decrease in excess tax benefits recorded upon vesting or exercise of stock-based awards which were $35.1 million in 2022 compared to $71.6 million in 2021.
The increase was primarily driven by a significant decrease in excess tax benefits recorded upon vesting or exercise of stock-based awards which were $19.8 million in 2023 compared to $35.1 million in 2022, as well as an increase in pre-tax income and U.S. state tax.
The cash used in investing activities was primarily attributable to $81.6 million used for capital expenditures and an investment of $60.0 million in time deposits in 2022 compared to cash used for capital expenditures of $111.5 million partially offset by the maturity of $60.0 million of time deposits during 2021.
The cash used in investing activities during 2022 was primarily attributable to $81.6 million used for capital expenditures, an investment of $60.0 million in time deposits and $10.6 million used for the acquisitions of businesses, net of cash acquired.
The following table presents revenues contributed by our customers by amount and as a percentage of our revenues for the periods indicated: Year Ended December 31, 2022 2021 2020 (in thousands, except percentages) Top five customers $ 793,603 16.4 % $ 682,147 18.2 % $ 584,303 22.0 % Top ten customers $ 1,149,966 23.8 % $ 966,486 25.7 % $ 822,824 30.9 % Top twenty customers $ 1,698,916 35.2 % $ 1,394,546 37.1 % $ 1,124,552 42.3 % Customers below top twenty $ 3,125,782 64.8 % $ 2,363,598 62.9 % $ 1,534,926 57.7 % The following table shows the number of customers grouped by revenues recognized by the Company for each year presented: Year Ended December 31, 2022 2021 2020 Over $20 Million 49 40 28 $10 - $20 Million 51 38 27 $5 - $10 Million 85 63 43 $1 - $5 Million 303 271 225 $0.5 - $1 Million 185 133 107 33 Table of Contents Revenues by Service Offering Our service arrangements have been evolving to provide more customized and integrated solutions to our customers where we combine software engineering with customer experience design, business consulting and technology innovation services.
In addition, we remain committed to diversifying our client base and adding more customers to our client mix through organic growth and strategic acquisitions, and over the long-term, we expect revenue concentration from our top customers to decrease. 35 Table of Conten t s The following table presents revenues contributed by our customers by amount and as a percentage of our revenues for the periods indicated: Year Ended December 31, 2023 2022 2021 (in thousands, except percentages) Top five customers $ 780,606 16.6 % $ 793,603 16.4 % $ 682,147 18.2 % Top ten customers $ 1,109,033 23.6 % $ 1,149,966 23.8 % $ 966,486 25.7 % Top twenty customers $ 1,660,174 35.4 % $ 1,698,916 35.2 % $ 1,394,546 37.1 % Customers below top twenty $ 3,030,366 64.6 % $ 3,125,782 64.8 % $ 2,363,598 62.9 % The following table shows the number of customers grouped by revenues recognized by the Company for each year presented: Year Ended December 31, 2023 2022 2021 Over $20 Million 44 49 40 $10 - $20 Million 56 51 38 $5 - $10 Million 76 85 63 $1 - $5 Million 305 303 271 $0.5 - $1 Million 175 185 133 Revenues by Service Offering Our service arrangements have been evolving to provide more customized and integrated solutions to our customers where we combine software engineering with customer experience design, business consulting and technology innovation services.
Future Capital Requirements We believe that our existing cash, cash equivalents and short-term investments, combined with our expected cash flow from operations will be sufficient to meet our projected operating and capital expenditure requirements for at least the next twelve months and that we possess the financial flexibility to execute our strategic objectives, including the ability to make acquisitions and strategic investments in the foreseeable future.
Management’s Discussion and Analysis of Financial Condition and Results of Operations — Liquidity and Capital Resources” of our Annual Report on Form 10-K for the year ended December 31, 2022. 42 Table of Conten t s Future Capital Requirements We believe that our existing cash, cash equivalents and short-term investments, combined with our expected cash flow from operations will be sufficient to meet our projected operating and capital expenditure requirements for at least the next twelve months and that we possess the financial flexibility to execute our strategic objectives, including the ability to make acquisitions and strategic investments in the foreseeable future.
We determine the fair value of contingent consideration using Monte Carlo simulations (which involve a simulation of future revenues and earnings during the earn-out period using management's best estimates) or probability-weighted expected return methods.
We base our fair value estimates on assumptions we believe are reasonable but recognize that the assumptions are inherently uncertain. 32 Table of Conten t s We determine the fair value of contingent consideration using Monte Carlo simulations (which involve a simulation of future revenues and earnings during the earn-out period using management's best estimates) or probability-weighted expected return methods.
For further information on the various risks posed by the disruptions to our business structure, please read “Part I. Item 1A. Risk Factors” included in this Annual Report on Form 10-K.
For additional information on the various risks posed by the attack against Ukraine and the impact in the region as well as other disruptors to our business, please read “Part I. Item 1A. Risk Factors” included in this Annual Report on Form 10-K.
See Note 10 “Debt” in the notes to our consolidated financial statements in this Annual Report on Form 10-K for information regarding the terms of our revolving credit facility and information about debt. 39 Table of Contents Cash Flows The following table summarizes our cash flows for the periods indicated: For the Years Ended December 31, 2022 2021 2020 (in thousands) Consolidated Statements of Cash Flow Data: Net cash provided by operating activities $ 464,104 $ 572,327 $ 544,407 Net cash used in investing activities (182,927) (368,924) (167,154) Net cash used in financing activities (2,021) (59,557) (765) Effect of exchange rate changes on cash, cash equivalents and restricted cash (44,867) (18,032) 9,357 Net increase in cash, cash equivalents and restricted cash $ 234,289 $ 125,814 $ 385,845 Cash, cash equivalents and restricted cash, beginning of period 1,449,347 1,323,533 937,688 Cash, cash equivalents and restricted cash, end of period $ 1,683,636 $ 1,449,347 $ 1,323,533 Operating Activities Net cash provided by operating activities during the year ended December 31, 2022 decreased $108.2 million, or 18.9%, to $464.1 million, as compared to 2021.
See Note 10 “Debt” in the notes to our consolidated financial statements in this Annual Report on Form 10-K for information regarding the terms of our revolving credit facility and information about debt. 41 Table of Conten t s Cash Flows The following table summarizes our cash flows for the periods indicated: For the Years Ended December 31, 2023 2022 2021 (in thousands) Consolidated Statements of Cash Flow Data: Net cash provided by operating activities $ 562,634 $ 464,104 $ 572,327 Net cash used in investing activities (66,768) (182,927) (368,924) Net cash used in financing activities (165,773) (2,021) (59,557) Effect of exchange rate changes on cash, cash equivalents and restricted cash 29,379 (44,867) (18,032) Net increase in cash, cash equivalents and restricted cash $ 359,472 $ 234,289 $ 125,814 Cash, cash equivalents and restricted cash, beginning of period 1,683,636 1,449,347 1,323,533 Cash, cash equivalents and restricted cash, end of period $ 2,043,108 $ 1,683,636 $ 1,449,347 Operating Activities Our largest source of cash provided by operating activities is cash generated from our professional services that we provide to our customers.
The following table sets forth revenues by customer location by amount and as a percentage of our revenues for the periods indicated: Year Ended December 31, 2022 2021 2020 (in thousands, except percentages) Americas (1) $ 2,887,204 59.9 % $ 2,226,830 59.3 % $ 1,595,136 60.0 % EMEA (2) 1,737,919 36.0 1,259,717 33.4 879,842 33.1 APAC (3) 120,370 2.5 103,559 2.8 69,798 2.6 CEE (4) 79,205 1.6 168,038 4.5 114,702 4.3 Revenues $ 4,824,698 100.0 % $ 3,758,144 100.0 % $ 2,659,478 100.0 % (1) Americas includes revenues from customers in North, Central and South America.
Segments are not based on the geographic location of the customers, but rather they are based on the location of the Company’s management responsible for a particular customer. 34 Table of Conten t s The following table sets forth revenues by customer location by amount and as a percentage of our revenues for the periods indicated: Year Ended December 31, 2023 2022 2021 (in thousands, except percentages) Americas (1) $ 2,742,662 58.4 % $ 2,887,204 59.9 % $ 2,226,830 59.3 % EMEA (2) 1,822,782 38.9 1,737,919 36.0 1,259,717 33.4 APAC (3) 102,138 2.2 120,370 2.5 103,559 2.8 CEE (4) 22,958 0.5 79,205 1.6 168,038 4.5 Revenues $ 4,690,540 100.0 % $ 4,824,698 100.0 % $ 3,758,144 100.0 % (1) Americas includes revenues from customers in North, Central and South America.
Our staff utilization also depends on the general economy and its effect on our customers and their business decisions regarding the use of our services. During the year ended December 31, 2022, cost of revenues (exclusive of depreciation and amortization) was $3,286.7 million, representing an increase of 32.3% from $2,483.7 million reported last year.
Our staff utilization also depends on the general economy and its effect on our customers and their business decisions regarding the use of our services. 36 Table of Conten t s During the year ended December 31, 2023, cost of revenues (exclusive of depreciation and amortization) was $3.257 billion, representing a decrease of 0.9% from $3.287 billion reported last year.
This change was largely driven by a $6.5 million increase in government grant income and an increase in interest income from our cash and cash equivalents and short-term investments, partially offset by a $2.3 million increase in loss due to the change in fair value of contingent consideration, $0.8 million charge related to the impairment of an investment and a $1.3 million charge related to the impairment of a financial asset in Ukraine recorded during the year ended December 31, 2022.
This increase was largely driven by a $40.7 million increase in interest income from our cash and cash equivalents and short-term investments resulting from improved interest rates, and by an $8.3 million decrease in loss due to the change in fair value of contingent consideration, partially offset by a $3.2 million decrease in government grant income and a $2.6 million increase in interest expense.
(2) Includes $52,439, $60,075 and $42,453 of stock-based compensation expense for the years ended December 31, 2022, 2021 and 2020, respectively. Revenues We continue to expand our presence across multiple geographies and verticals, both organically and through strategic acquisitions. During the year ended December 31, 2022, our total revenues grew 28.4% over the previous year to $4.825 billion.
(2) Includes $78,933, $52,439 and $60,075 of stock-based compensation expense for the years ended December 31, 2023, 2022 and 2021, respectively. 33 Table of Conten t s Revenues We continue to diversify our presence across multiple geographies and verticals, both organically and through strategic acquisitions.
Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2021.
Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2022. 38 Table of Conten t s Foreign Exchange Loss For discussion of the impact of foreign exchange fluctuations see “Item 7A.
The future impact of the invasion of Ukraine and COVID-19 and responsive measures cannot be predicted with certainty and may increase our borrowing costs and other costs of capital and otherwise adversely affect our business, results of operations, financial condition and liquidity. 40 Table of Contents Our ability to expand and grow our business in accordance with current plans and to meet our long-term capital requirements will depend on many factors, including the rate at which our cash flows increase or decrease and the availability of public and private debt and equity financing.
Our ability to expand and grow our business in accordance with current plans and to meet our long-term capital requirements will depend on many factors, including the rate at which our cash flows increase or decrease and the availability of public and private debt and equity financing.
The impact of the war on our operations, personnel, and physical assets in Ukraine has had, and, along with any escalation of the war that includes Belarus’ territory or military, could continue to have, a material adverse effect on our operations.
We discontinued services to certain customers located in Russia and on July 26, 2023, we completed the sale of our remaining holdings in Russia to a third party. 30 Table of Conten t s The impact of Russia’s invasion of Ukraine on our operations, personnel, and physical assets in Ukraine has had, and, along with any escalation of the war that includes Belarus’ territory or military, could continue to have a material adverse effect on our operations.
Acquisitions contributed $166.3 million to Europe segment revenues during 2022. Revenues were negatively impacted by changes in foreign currency exchange rates during 2022. Had our Europe segment revenues been expressed in constant currency terms using the exchange rates in effect during 2021, we would have reported revenue growth of 47.3%.
Revenues were positively impacted by changes in foreign currency exchange rates during 2023. Had our Europe segment revenues been expressed in constant currency terms using the exchange rates in effect during 2022, we would have reported revenue growth of 1.1%. Revenues from our Europe segment represent 40.7% and 38.4% of total segment revenues during 2023 and 2022, respectively.
Our Europe segment includes our business in the APAC region, which is managed by the same management team. 36 Table of Contents Segment revenues from external customers and segment operating profit, before unallocated expenses, for the North America, Europe and Russia segments for the years ended December 31, 2022, 2021 and 2020 were as follows: Year Ended December 31, 2022 2021 2020 (in thousands) Segment revenues: North America $ 2,898,554 $ 2,242,248 $ 1,601,820 Europe 1,853,056 1,350,484 947,305 Russia 73,088 165,412 110,353 Total segment revenues $ 4,824,698 $ 3,758,144 $ 2,659,478 Segment operating profit/(loss): North America $ 589,412 $ 462,798 $ 345,196 Europe 223,276 233,727 152,902 Russia (13,460) 32,547 5,811 Total segment operating profit $ 799,228 $ 729,072 $ 503,909 North America Segment During 2022, North America segment revenues increased $656.3 million, or 29.3%, over the previous year.
Revenues from external customers and operating profit/(loss), before unallocated expenses, by reportable segments for the years ended December 31, 2023, 2022 and 2021 were as follows: Year Ended December 31, 2023 2022 2021 (in thousands) Segment revenues: North America $ 2,765,022 $ 2,898,554 $ 2,242,248 Europe 1,909,443 1,853,056 1,350,484 Russia 16,075 73,088 165,412 Total segment revenues $ 4,690,540 $ 4,824,698 $ 3,758,144 Segment operating profit/(loss): North America $ 520,945 $ 589,412 $ 462,798 Europe 250,634 223,276 233,727 Russia (5,866) (13,460) 32,547 Total segment operating profit $ 765,713 $ 799,228 $ 729,072 North America Segment During 2023, North America segment revenues decreased $133.5 million, or 4.6%, from the previous year.
EPAM continues to rapidly respond to the difficult conditions in Ukraine while maintaining a focus on customers and long-term growth. Implementation and execution of our business continuity plans, relocation costs, our humanitarian commitment to our people in Ukraine, and the cost of our phased exit from Russia have resulted in materially increased expenses during 2022.
Implementation and execution of our business continuity plans, relocation costs, our humanitarian commitment to our people in Ukraine, and the cost of our phased exit from Russia resulted in materially increased expenses during 2022 and these expenses continued to be incurred in 2023.
We have engaged both our personnel and our customers to meet their needs and to mitigate delivery challenges. EPAM continues to operate productively in more than 50 countries and provides consistent high-quality delivery to our customers. Our global delivery centers have sufficient resources, including infrastructure and capital, to support ongoing operations.
EPAM continues to operate productively in more than 50 countries and provides consistent high-quality delivery to our customers. Our global delivery centers have sufficient resources, including infrastructure and capital, to support ongoing operations. We continue to rapidly respond to the difficult conditions in Ukraine while maintaining a focus on our customers and long-term growth.
As a result, we have created a delivery base whereby our applications, tools, methodologies and infrastructure allow us to seamlessly deliver services and solutions from our delivery centers to global customers across all geographies, further strengthening our relationships with them.
As a result, we have created a delivery base whereby our applications, tools, methodologies and infrastructure allow us to seamlessly deliver services and solutions from our global delivery centers to our customers across the world. Our teams of consultants, designers, architects, engineers and trainers have the capabilities and skill sets to deliver business results.
During the year ended December 31, 2022 we experienced a decrease in customer concentration as compared to the previous year, with revenues from our top five, top ten and top twenty customer groups decreasing as a percentage of total revenues.
During the year ended December 31, 2023 we experienced similar customer concentration in our top customer groups as a percentage of total revenues as compared to the previous year. We discuss below the breakdown of our revenues by vertical, customer location, service arrangement type, and customer concentration.
Revenues have been positively impacted by our acquisitions, which contributed 5.1% to our revenue growth, and negatively impacted by our decision to exit Russia and discontinue services to customers there by 3.7% and fluctuations in foreign currency exchange rates which decreased our revenue growth by 4.0% during the year ended December 31, 2022 as compared to the previous year.
Revenues have been positively impacted by fluctuations in foreign currency exchange rates which partially offset our revenue decline by 0.6% during the year ended December 31, 2023 as compared to the previous year.
Revenues from our North America segment represented 60.1% of total segment revenues, an increase from 59.7% reported in the corresponding period of 2021. During 2022 as compared to 2021, North America segment operating profits increased $126.6 million, or 27.4%, to $589.4 million.
Revenues from our North America segment represented 58.9% of total segment revenues, a decrease from 60.1% reported in the corresponding period of 2022. Acquisitions contributed $8.2 million to North America segment revenues during 2023. During 2023 as compared to 2022, North America segment operating profits decreased $68.5 million, or 11.6%, to $520.9 million.
On April 7, 2022, the Company announced the beginning of a phased exit of our operations in Russia in close collaboration with our employees, contractors, and customers. We have discontinued services to certain customers located in Russia and on September 7, 2022, we executed an agreement to sell substantially all of our remaining holdings in Russia to a third party.
In April 2022, the Company announced the beginning of a phased exit of our operations in Russia in close collaboration with our employees, contractors, and customers.
Emerging Verticals experienced 26.9% growth during 2022 compared to the prior year largely due to an increase in services provided to several customers in various industries in the group. 37 Table of Contents Europe Segment During 2022, Europe segment revenues were $1,853.1 million, reflecting an increase of $502.6 million, or 37.2%, from last year.
Emerging Verticals experienced 16.6% growth during 2023 compared to the prior year due to growth from various customers in industries such as energy, education, manufacturing and automotive. Europe Segment During 2023, Europe segment revenues were $1.909 billion, reflecting an increase of $56.4 million, or 3.0%, from last year. Acquisitions contributed $2.2 million to Europe segment revenues during 2023.
The following table presents Europe segment revenues by industry vertical for the periods indicated: Year Ended December 31, Change 2022 2021 Dollars Percentage Industry Vertical (in thousands, except percentages) Travel & Consumer $ 571,437 $ 354,041 $ 217,396 61.4 % Financial Services 460,858 372,394 88,464 23.8 % Business Information & Media 341,344 275,502 65,842 23.9 % Software & Hi-Tech 136,273 102,270 34,003 33.2 % Life Sciences & Healthcare 52,465 49,900 2,565 5.1 % Emerging Verticals 290,679 196,377 94,302 48.0 % Revenues $ 1,853,056 $ 1,350,484 $ 502,572 37.2 % Travel & Consumer became the largest industry vertical in the Europe segment during the year ended December 31, 2022.
The following table presents Europe segment revenues by industry vertical for the periods indicated: Year Ended December 31, Change 2023 2022 Dollars Percentage Industry Vertical (in thousands, except percentages) Travel & Consumer $ 596,830 $ 571,437 $ 25,393 4.4 % Financial Services 472,146 460,858 11,288 2.4 % Business Information & Media 323,985 341,344 (17,359) (5.1) % Software & Hi-Tech 153,683 136,273 17,410 12.8 % Life Sciences & Healthcare 60,549 52,465 8,084 15.4 % Emerging Verticals 302,250 290,679 11,571 4.0 % Revenues $ 1,909,443 $ 1,853,056 $ 56,387 3.0 % 40 Table of Conten t s Travel & Consumer remained the largest industry vertical in the Europe segment during the year ended December 31, 2023.
Our Board has received updates from management during both regular and special meetings, while also providing oversight of the risks associated with Russia’s invasion of Ukraine and other strategic areas of importance related to the war. 27 Table of Contents Moving Forward We continue to execute our business continuity plans and adapt to developments as they occur to protect the safety of our people and address impacts on our delivery infrastructure, including reallocating work to other geographies within our global footprint.
Moving Forward We continue to execute our business continuity plans and adapt to developments as they occur to protect the safety of our people and address impacts on our delivery infrastructure, including reallocating work to other geographies within our global footprint. We have engaged both our personnel and our customers to meet their needs and to mitigate delivery challenges.
Revenues in this geography accounted for 36.0% of consolidated revenues in 2022 as compared to 33.4% in the previous year.
Revenues in our EMEA geography were $1.823 billion, an increase of $84.9 million, or 4.9%, over $1.738 billion in the previous year. Revenues in this geography accounted for 38.9% of consolidated revenues in 2023 as compared to 36.0% in the previous year.
Through increased specialization in focused verticals and a continued emphasis on strategic partnerships, we are leveraging our roots in software engineering to grow as a recognized brand in software development and end-to-end digital transformation services for our customers. 26 Table of Contents Our global delivery model and centralized support functions, combined with the benefits of scale from the shared use of fixed-cost resources, enhance our productivity levels and enable us to better manage the efficiency of our global operations.
Our global delivery model and centralized support functions, combined with the benefits of scale from the shared use of fixed-cost resources, enhance our productivity levels and enable us to better manage the efficiency of our global operations.
The following table presents North America segment revenues by industry vertical for the periods indicated: Year Ended December 31, Change 2022 2021 Dollars Percentage Industry Vertical (in thousands, except percentages) Software & Hi-Tech $ 655,122 $ 559,707 $ 95,415 17.0 % Financial Services 522,970 361,611 161,359 44.6 % Travel & Consumer 505,227 359,306 145,921 40.6 % Business Information & Media 467,664 389,613 78,051 20.0 % Life Sciences & Healthcare 454,102 340,706 113,396 33.3 % Emerging Verticals 293,469 231,305 62,164 26.9 % Revenues $ 2,898,554 $ 2,242,248 $ 656,306 29.3 % Software & Hi-Tech remained the largest industry vertical in the North America segment during the year ended December 31, 2022, growing 17.0% as compared to the prior year, which was a result of the continued focus on engaging with our technology customers.
This decrease is primarily attributable to lower utilization, partially offset by a decrease in variable compensation expense as a percentage of segment revenues during 2023 compared to 2022. 39 Table of Conten t s The following table presents North America segment revenues by industry vertical for the periods indicated: Year Ended December 31, Change 2023 2022 Dollars Percentage Industry Vertical (in thousands, except percentages) Software & Hi-Tech $ 552,492 $ 655,122 $ (102,630) (15.7) % Financial Services 538,837 522,970 15,867 3.0 % Travel & Consumer 472,350 505,227 (32,877) (6.5) % Business Information & Media 429,800 467,664 (37,864) (8.1) % Life Sciences & Healthcare 429,245 454,102 (24,857) (5.5) % Emerging Verticals 342,298 293,469 48,829 16.6 % Revenues $ 2,765,022 $ 2,898,554 $ (133,532) (4.6) % During the year ended December 31, 2023, Software & Hi-Tech remained the largest industry vertical in the North America segment which was a result of the continued focus on engaging with our technology customers.
During 2022, revenues in our CEE geography decreased $88.8 million, or 52.9%, from the previous year. The decrease in CEE revenues came primarily from customers in Russia, contributing a decrease of $90.4 million in 2022 compared to the previous year.
During 2023, revenues in our CEE geography decreased $56.2 million, or 71.0%, from the previous year. In 2023, revenues in CEE included $13.3 million of revenues from customers in Russia, compared to $64.7 million in 2022.
Discussion of the provision for income taxes from 2021 as compared to 2020 is included in “Part II. Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2021.
Discussion of the provision for income taxes from 2022 as compared to 2021 is included in “Part II. Item 7.
Executive Summary We are a leading global provider of digital platform engineering and software development services to many of the world’s leading organizations. Our customers depend on us to solve their complex technical challenges and rely on our expertise in core engineering, advanced technology, digital design and intelligent enterprise development.
Our customers depend on us to solve their complex technical challenges and rely on our expertise in core engineering, advanced technologies, digital design and intelligent enterprise development. We combine our software engineering heritage with strategic business and innovation consulting, design thinking, and physical-digital capabilities to deliver end-to-end digital transformation services for our customers.
Revenues from our Europe segment represent 38.4% and 35.9% of total segment revenues during 2022 and 2021, respectively. During 2022, this segment’s operating profits decreased $10.5 million, or 4.5% as compared to last year, to $223.3 million. Europe’s operating profit represented 12.0% of Europe segment revenues as compared to 17.3% in 2021.
During 2023, Europe segment operating profits increased $27.4 million, or 12.3% as compared to last year, to $250.6 million. Europe segment operating profit represented 13.1% of Europe segment revenues as compared to 12.0% in 2022.
Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations — Liquidity and Capital Resources” of our Annual Report on Form 10-K for the year ended December 31, 2021.
Management’s Discussion and Analysis of Financial Condition and Results of Operations — Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2022. Loss on Sale of Business On July 26, 2023, the Company completed the sale of its remaining holdings in Russia to a third-party.
During the year ended December 31, 2022, depreciation and amortization expense was $92.3 million, representing an increase of $8.9 million from $83.4 million reported in the prior year.
Depreciation and amortization expense also includes amortization of acquired finite-lived intangible assets. 37 Table of Conten t s During the year ended December 31, 2023, depreciation and amortization expense was $91.8 million, representing a decrease of $0.5 million from $92.3 million reported in the prior year.
The effective tax rate increased from 9.7% in 2021 to 17.3% in 2022 primarily due to the decrease in excess tax benefits recorded upon vesting or exercise of stock-based awards and tax charges in 2022 resulting from changes to certain U.S. tax regulations, partially offset by one-time tax benefits in 2022 resulting from the Company’s decision to change the tax status and to classify certain of its foreign subsidiaries as disregarded entities for U.S. income tax purposes.
The effective tax rate increased from 17.3% in 2022 to 22.3% in 2023 primarily due to the decrease in excess tax benefits recorded upon vesting or exercise of stock-based awards, as well as an increase in U.S. state tax and losses in certain foreign jurisdictions with no corresponding tax benefit.
We expect some of those expenses will continue to occur in subsequent quarters for some time in the future.
We expect some of those expenses will continue to occur in subsequent quarters for some time in the future. We have no way to predict the progress or outcome of the war in Ukraine because the conflict and government reactions change quickly and are beyond our control.
During the year ended December 31, 2022, selling, general and administrative expenses were $872.8 million, representing an increase of 34.5% as compared to $648.7 million reported last year.
Additionally, selling, general and administrative expenses contain costs of relocating our employees and various one-time and unusual expenses such as impairment charges. During the year ended December 31, 2023, selling, general and administrative expenses were $815.1 million, representing a decrease of 6.6% as compared to $872.8 million reported last year.