Biggest changeAverage Asset Balances (In millions) For the Year Ended December 31, Percent Change Percent Change 2022 2021 2020 Private Banks: Equity and fixed-income programs $ 23,326 $ 25,857 (10) % $ 23,728 9 % Collective trust fund programs 7 6 17 % 6 — % Liquidity funds 3,834 4,019 (5) % 3,902 3 % Total assets under management $ 27,167 $ 29,882 (9) % $ 27,636 8 % Client assets under administration 4,204 4,451 (6) % 24,831 (82) % Total assets $ 31,371 $ 34,333 (9) % $ 52,467 (35) % Investment Advisors: Equity and fixed-income programs $ 70,394 $ 77,596 (9) % $ 63,812 22 % Liquidity funds 5,682 3,509 62 % 4,641 (24) % Total Platform assets under management $ 76,076 $ 81,105 (6) % $ 68,453 18 % Platform-only assets 13,574 13,426 1 % 9,914 35 % Total Platform assets $ 89,650 94,531 (5) % 78,367 21 % Institutional Investors: Equity and fixed-income programs $ 79,415 $ 91,832 (14) % $ 81,518 13 % Collective trust fund programs 5 44 (89) % 98 (55) % Liquidity funds 1,939 2,609 (26) % 2,302 13 % Total assets under management $ 81,359 $ 94,485 (14) % $ 83,918 13 % Advised assets 4,330 4,533 (4) % 3,608 26 % Total assets $ 85,689 $ 99,018 (13) % $ 87,526 13 % Investment Managers: Collective trust fund programs (A) 125,595 85,622 47 % 60,348 42 % Liquidity funds 311 496 (37) % 519 (4) % Total assets under management $ 125,906 $ 86,118 46 % $ 60,867 41 % Client assets under administration 837,647 850,510 (2) % 692,819 23 % Total assets $ 963,553 $ 936,628 3 % $ 753,686 24 % Investments in New Businesses: Equity and fixed-income programs $ 1,968 $ 1,906 3 % $ 1,581 21 % Liquidity funds 247 202 22 % 174 16 % Total assets under management $ 2,215 $ 2,108 5 % $ 1,755 20 % Advised assets 1,191 1,395 (15) % 1,199 16 % Total assets $ 3,406 $ 3,503 (3) % $ 2,954 19 % LSV: Equity and fixed-income programs (B) $ 87,220 $ 99,591 (12) % $ 85,043 17 % 34 Total: Equity and fixed-income programs (C) $ 262,323 $ 296,782 (12) % 255,682 16 % Collective trust fund programs 125,607 85,672 47 % 60,452 42 % Liquidity funds 12,013 10,835 11 % 11,538 (6) % Total assets under management $ 399,943 $ 393,289 2 % $ 327,672 20 % Advised assets 5,521 5,928 (7) % 4,807 23 % Client assets under administration (D) 841,851 854,961 (2) % 717,650 19 % Platform-only assets 13,574 13,426 1 % 9,914 35 % Total assets $ 1,260,889 $ 1,267,604 (1) % $ 1,060,043 20 % (A) Collective trust fund program average assets are included in assets under management since SEI is the trustee.
Biggest changeAverage Asset Balances (In millions) For the Year Ended December 31, Percent Change Percent Change 2023 2022 2021 Private Banks: Equity and fixed-income programs $ 23,638 $ 23,326 1 % $ 25,857 (10) % Collective trust fund programs 6 7 (14) % 6 17 % Liquidity funds 3,537 3,834 (8) % 4,019 (5) % Total assets under management $ 27,181 $ 27,167 — % $ 29,882 (9) % Client assets under administration 4,976 4,204 18 % 4,451 (6) % Total assets $ 32,157 $ 31,371 3 % $ 34,333 (9) % Investment Advisors: Equity and fixed-income programs $ 68,407 $ 70,394 (3) % $ 77,596 (9) % Liquidity funds 4,960 5,682 (13) % 3,509 62 % Total Platform assets under management $ 73,367 $ 76,076 (4) % $ 81,105 (6) % Platform-only assets 16,026 13,574 18 % 13,426 1 % Platform-only assets-deposit program 70 — NM — NM Total Platform assets $ 89,463 89,650 — % 94,531 (5) % Institutional Investors: Equity and fixed-income programs $ 74,546 $ 79,415 (6) % $ 91,832 (14) % Collective trust fund programs 4 5 (20) % 44 (89) % Liquidity funds 1,636 1,939 (16) % 2,609 (26) % Total assets under management $ 76,186 $ 81,359 (6) % $ 94,485 (14) % Advised assets 4,479 4,330 3 % 4,533 (4) % Total assets $ 80,665 $ 85,689 (6) % $ 99,018 (13) % Investment Managers: Collective trust fund programs (A) 148,097 125,595 18 % 85,622 47 % Liquidity funds 261 311 (16) % 496 (37) % Total assets under management $ 148,358 $ 125,906 18 % $ 86,118 46 % Client assets under administration 875,369 837,647 5 % 850,510 (2) % Total assets $ 1,023,727 $ 963,553 6 % $ 936,628 3 % Investments in New Businesses: Equity and fixed-income programs $ 2,053 $ 1,968 4 % $ 1,906 3 % Liquidity funds 205 247 (17) % 202 22 % Total assets under management $ 2,258 $ 2,215 2 % $ 2,108 5 % Advised assets 1,089 1,191 (9) % 1,395 (15) % Total assets $ 3,347 $ 3,406 (2) % $ 3,503 (3) % LSV: Equity and fixed-income programs (B) $ 85,661 $ 87,220 (2) % $ 99,591 (12) % 37 Total: Equity and fixed-income programs (C) $ 254,305 $ 262,323 (3) % 296,782 (12) % Collective trust fund programs 148,107 125,607 18 % 85,672 47 % Liquidity funds 10,599 12,013 (12) % 10,835 11 % Total assets under management $ 413,011 $ 399,943 3 % $ 393,289 2 % Advised assets 5,568 5,521 1 % 5,928 (7) % Client assets under administration (D) 880,345 841,851 5 % 854,961 (2) % Platform-only assets 16,096 13,574 19 % 13,426 1 % Total assets $ 1,315,020 $ 1,260,889 4 % $ 1,267,604 (1) % (A) Collective trust fund program average assets are included in assets under management since SEI is the trustee.
Revenues during 2022 were primarily affected by: • Decreased investment management fees from defined benefit client losses and market depreciation during 2022; and • The negative impact from foreign currency exchange rate fluctuations between the U.S. dollar and the British pound on our foreign operations; partially offset by • Added revenues from the acquisitions of SEI Novus and Atlas Master Trust.
Revenues during 2022 were primarily affected by: • Decreased investment management fees from defined benefit client losses and market depreciation; and • The negative impact from foreign currency exchange rate fluctuations between the U.S. dollar and the British pound on our foreign operations; partially offset by • Added revenues from the acquisitions of SEI Novus and Atlas Master Trust.
Operating income in 2022 was primarily affected by: • An increase in revenues; and • Decreased direct expenses associated with lower investment management fees from existing international clients; partially offset by • Increased personnel costs due to competitive labor markets; • Increased costs, mainly personnel and consulting costs, primarily related to maintenance, support and client migrations to SWP; and • The negative impact from foreign currency exchange rate fluctuations between the U.S. dollar and the British pound on our foreign operations.
Operating income in 2022 was primarily affected by: • An increase in revenues; and • Decreased direct expenses associated with lower investment management fees from existing international clients; partially offset by • Increased personnel costs due to competitive labor markets; 40 • Increased costs, mainly personnel and consulting costs, primarily related to maintenance, support and client migrations to SWP; and • The negative impact from foreign currency exchange rate fluctuations between the U.S. dollar and the British pound on our foreign operations.
The fair value of all other financial assets are determined using Level 1 or Level 2 inputs and consist mainly of investments in equity or fixed-income mutual funds that are quoted daily 41 and Government National Mortgage Association (GNMA) and other U.S. government agency securities that are single issuer pools that are valued based on current market data of similar assets.
The fair value of all other financial assets are determined using Level 1 or Level 2 inputs and consist mainly of investments in equity or fixed-income mutual funds that are quoted daily and Government National Mortgage Association (GNMA) and other U.S. government agency securities that are single issuer pools that are valued based on current market data of similar assets.
Critical Accounting Policies and Estimates The accompanying consolidated financial statements and supplementary information were prepared in accordance with accounting principles generally accepted in the United States. Inherent in the application of many of these accounting policies is the need for management to make estimates which require extensive judgments in the determination of certain revenues, expenses, assets and liabilities.
Critical Accounting Policies and Estimates The accompanying consolidated financial statements and supplementary information were prepared in accordance with accounting principles generally accepted in the United States. Inherent in the application of many of these accounting policies is the need for management to make estimates which require extensive judgments in the determination of certain 47 revenues, expenses, assets and liabilities.
Amortization of capitalized software development costs begins when the product is ready for its intended use. Capitalized 44 software development costs are amortized on a project basis using the straight-line method over the estimated economic life of the product or enhancement. We evaluate the carrying value of capitalized software when circumstances indicate the carrying value may not be recoverable.
Amortization of capitalized software development costs begins when the product is ready for its intended use. Capitalized software development costs are amortized on a project basis using the straight-line method over the estimated economic life of the product or enhancement. We evaluate the carrying value of capitalized software when circumstances indicate the carrying value may not be recoverable.
Revenues during 2022 were primarily affected by: • Decreased investment management fees from SEI fund programs resulting from market depreciation during 2022 and negative cash flows primarily from a significant client loss during the third-quarter 2022; partially offset by • Increased fees from separately managed account programs and Strategist programs from positive cash flows and market appreciation occurring during 2021.
Revenues during 2022 were primarily affected by: • Decreased investment management fees from SEI fund programs resulting from market depreciation and negative cash flows primarily from a significant client loss during the third-quarter 2022; partially offset by • Increased fees from separately managed account programs from positive cash flows and market appreciation occurring during 2021.
During the measurement period, 45 which is not to exceed one year from the acquisition date, we may record adjustments to the assets acquired and liabilities assumed, with the corresponding offset to goodwill. Upon the conclusion of the measurement period, any subsequent adjustments are recorded to earnings.
During the measurement period, which is not to exceed one year from the acquisition date, we may record adjustments to the assets acquired and liabilities assumed, with the corresponding offset to goodwill. Upon the conclusion of the measurement period, any subsequent adjustments are recorded to earnings.
Fees earned on this product are less than fees earned on customized asset management programs. (B) Equity and fixed-income programs include assets managed by LSV in which fees are based solely on performance and are not calculated as an asset-based fee. The average value of these assets for the year ended December 31, 2022 was $2.0 billion.
Fees earned on this product are less than fees earned on customized asset management programs. (B) Equity and fixed-income programs include assets managed by LSV in which fees are based solely on performance and are not calculated as an asset-based fee. The average value of these assets for the year ended December 31, 2023 was $2.0 billion.
Goodwill is tested for impairment at the reporting unit level annually or more frequently if events or changes in circumstances would more likely than not reduce the fair value of a reporting unit below its carrying value. We have three reporting units subject to goodwill impairment testing. As of December 31, 2022, no impairment of goodwill has been identified.
Goodwill is tested for impairment at the reporting unit level annually or more frequently if events or changes in circumstances would more likely than not reduce the fair value of a reporting unit below its carrying value. We have three reporting units subject to goodwill impairment testing. As of December 31, 2023, no impairment of goodwill has been identified.
We are obligated to make payments in connection with the credit facility, operating leases, maintenance contracts and other commitments (See Notes 6, 10 and 17 to the Consolidated Financial Statements). We believe our operating cash flow, available borrowing capacity, and existing cash and cash equivalents will provide adequate funds for these obligations and ongoing operations.
We are obligated to make payments in connection with the credit facility, operating leases, maintenance contracts and other commitments (See Notes 6, 10 and 18 to the Consolidated Financial Statements). We believe our operating cash flow, available borrowing capacity, and existing cash and cash equivalents will provide adequate funds for these obligations and ongoing operations.
These expenses are primarily included in Compensation, benefits and other personnel costs, Consulting, outsourcing and professional fees, and Amortization on the accompanying Consolidated Statements of Operations. • We capitalized $25.7 million of software development costs in 2022 for SWP as compared to $25.9 million in 2021.
These expenses are primarily included in Compensation, benefits and other personnel costs, Consulting, outsourcing and professional fees, and Amortization on the accompanying Consolidated Statements of Operations. • Capitalized software development costs were $25.7 million in 2022 for SWP as compared to $25.9 million in 2021.
Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations. (In thousands, except share and per-share data) This discussion reviews and analyzes the consolidated financial condition at December 31, 2022 and 2021, the consolidated results of operations for the years ended December 31, 2022, 2021 and 2020, and other factors that may affect future financial performance.
Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations. (In thousands, except share and per-share data) This discussion reviews and analyzes the consolidated financial condition at December 31, 2023 and 2022, the consolidated results of operations for the years ended December 31, 2023, 2022 and 2021, and other factors that may affect future financial performance.
Accordingly, we endeavor to: • automate previously manual processes in our operational, compliance, risk, control and other functions in order to create internal efficiencies; • evolve our cyber-security and data privacy systems to combat known and emerging threats and meet and exceed industry and regulatory standards around the world; • increase the resiliency and reliability of our systems; and • create more efficient technology solutions to scale our various businesses.
Accordingly, we endeavor to: 33 • automate selected manual processes in our operational, compliance, risk, control and other functions in order to create internal efficiencies; • evolve our cyber-security and data privacy systems to combat known and emerging threats and meet and exceed industry and regulatory standards around the world; • increase the resiliency and reliability of our systems; and • create more efficient technology solutions to scale our various businesses.
Below are the most significant recurring and discrete items (See Note 11 to the Consolidated Financial Statements for more information): Year Ended December 31, 2022 2021 2020 Statutory rate 21.0 % 21.0 % 21.0 % State taxes, net of federal tax benefit 2.9 2.6 3.0 Foreign tax expense and tax rate differential (0.2) (0.1) (0.4) Tax benefit from stock option exercises (0.7) (1.2) (1.1) Research and development tax credit (1.1) (1.0) (1.0) Foreign-Derived Intangible Income Deduction (FDII) (0.3) (0.2) (0.3) Other, net 0.4 0.1 0.1 22.0 % 21.2 % 21.3 % The increase in the effective rate in 2022 was primarily due to reduced tax benefits related to the lower volume of stock option exercises as compared to the prior year and an increase in the state effective tax rate.
Below are the most significant recurring and discrete items (See Note 11 to the Consolidated Financial Statements for more information): Year Ended December 31, 2023 2022 2021 Statutory rate 21.0 % 21.0 % 21.0 % State taxes, net of federal tax benefit 2.6 2.9 2.6 Foreign tax expense and tax rate differential (0.3) (0.2) (0.1) Tax benefit from stock option exercises (0.3) (0.7) (1.2) Research and development tax credit (1.1) (1.1) (1.0) Foreign-Derived Intangible Income Deduction (FDII) (0.3) (0.3) (0.2) Other, net 0.7 0.4 0.1 22.3 % 22.0 % 21.2 % The increases in the effective rate in 2023 and 2022 was primarily due to reduced tax benefits related to stock option exercises as compared to the prior year.
The increase was partially offset by lower direct costs related to asset management revenues and lower amortization expense. • We initiated a Voluntary Separation Program (VSP) to long-tenured employees as part of our commitment to professional development and expanded responsibilities for current and new employees by increasing advancement opportunities.
The increase was partially offset by lower direct costs related to asset management revenues and lower amortization expense. • We initiated the VSP to long-tenured employees as part of our commitment to professional development and expanded responsibilities for current and new employees by increasing advancement opportunities.
Fees earned on this product are less than fees earned on customized asset management programs. (B) Equity and fixed-income programs include $2.1 billion of assets managed by LSV in which fees are based solely on performance and are not calculated as an asset-based fee (as of December 31, 2022).
Fees earned on this product are less than fees earned on customized asset management programs. (B) Equity and fixed-income programs include $1.9 billion of assets managed by LSV in which fees are based solely on performance and are not calculated as an asset-based fee (as of December 31, 2023).
The decline was partially offset by positive cash flows into separately managed account programs and Strategist programs of the Investment Advisors segment.
The decline was partially offset by positive cash flows into separately managed account programs of the Investment Advisors segment.
As of December 31, 2022, through our subsidiaries and partnerships in which we have a significant interest, we manage, advise or administer approximately $1.2 trillion in hedge, private equity, mutual fund and pooled or separately managed assets.
As of December 31, 2023, through our subsidiaries and partnerships in which we have a significant interest, we manage, advise or administer approximately $1.4 trillion in hedge, private equity, mutual fund and pooled or separately managed assets.
Approximately 44% of our investment processing and software servicing fees are earned as a percentage of the market value of clients’ asset processed, primarily from SWP and our mutual fund trading solution clients. Investment Management Platforms Our investment management platforms include investment management programs and back-office investment processing outsourcing services and are generally offered on a bundled basis.
Approximately 43% of our investment processing and software servicing fees are earned as a percentage of the market value of clients’ asset processed, primarily from SWP and our solution clients. Investment Management Platforms Our investment management platforms include investment management programs and back-office investment processing outsourcing services and are generally offered on a bundled basis.
SEI Novus and Atlas Master Trust were acquired during the fourth quarter of 2021 and are reported in the Institutional Investors segment (See Note 15 to the Consolidated Financial Statements). • Earnings from LSV decreased by $16.9 million, or 12%, in 2022 due to negative cash flows from existing clients, market depreciation and client losses.
SEI Novus and Atlas Master Trust were acquired during the fourth quarter of 2021 and are reported in the Institutional Investors segment. • Earnings from LSV decreased by $16.9 million, or 12%, in 2022 due to negative cash flows from existing clients, market depreciation and client losses.
Operating income decreased $24.6 million, or 14%, in 2022 compared to the prior year. Operating income during 2022 was primarily affected by: • A decrease in revenues; • Increased personnel, professional fees, amortization and other costs related to the acquisitions of SEI Novus and Atlas Master Trust; partially offset by • Decreased direct expenses associated with investment management fees.
Operating income increased slightly in 2022 compared to the prior year. Operating income during 2022 was primarily affected by: • A decrease in revenues; • Increased personnel, professional fees, amortization and other costs related to the acquisitions of SEI Novus and Atlas Master Trust; partially offset by • Decreased direct expenses associated with investment management fees.
The dividend was paid on January 5, 2023 for a total of $58.1 million. Cash Requirements Cash requirements and liquidity needs are primarily funded through cash flow from operations and our capacity for additional borrowing. At December 31, 2022, unused sources of liquidity consisted of cash and cash equivalents and the amount available under our credit facility.
The dividend was paid on January 9, 2024 for a total of $61.1 million. Cash Requirements Cash requirements and liquidity needs are primarily funded through cash flow from operations and our capacity for additional borrowing. At December 31, 2023, unused sources of liquidity consisted of cash and cash equivalents and the amount available under our credit facility.
If this estimate proves to be inaccurate, the remaining amount of stock-based compensation expense for stock options could be accelerated, spread out over a longer period, or reversed. We currently base expectations for these assumptions from historical data and other applicable factors. These expectations are subject to change in future periods.
If this estimate proves to be inaccurate, the remaining amount of stock-based compensation expense for stock options could be accelerated, spread out over a longer period, or reversed. We currently base expectations for these assumptions from historical data and other applicable factors.
Investment Managers Revenues increased $43.8 million, or 8%, in 2022 compared to the prior year.
Revenues increased $43.8 million, or 8%, in 2022 compared to the prior year.
As of January 31, 2023, the amount of cash and cash equivalents considered free and immediately accessible for other general corporate purposes was $357.3 million. Cash and cash equivalents include accounts managed by our subsidiaries that are used in their operations or to cover specific business and regulatory requirements.
As of January 31, 2024, the amount of cash and cash equivalents considered free and immediately accessible for other general corporate purposes was $355.2 million. Cash and cash equivalents include accounts managed by our subsidiaries that are used in their operations or to cover specific business and regulatory requirements.
(D) In addition to the assets presented, SEI also administers an additional $12.5 billion in Funds of Funds assets on which SEI does not earn an administration fee (as of December 31, 2022). 33 Average Asset Balances This table presents average asset balances of our clients, or of our clients’ customers, for which we provide management or administrative services through our subsidiaries and partnerships in which we have a significant interest.
(D) In addition to the assets presented, SEI also administers an additional $11.2 billion in Funds of Funds assets on which SEI does not earn an administration fee (as of December 31, 2023). 36 Average Asset Balances This table presents average asset balances of our clients, or of our clients’ customers, for which we provide management or administrative services through our subsidiaries and partnerships in which we have a significant interest.
(C) Equity and fixed-income programs include $6.8 billion of average assets invested in various asset allocation funds for the year ended December 31, 2022.
(C) Equity and fixed-income programs include $6.2 billion of average assets invested in various asset allocation funds for the year ended December 31, 2023.
(C) Equity and fixed-income programs include $6.4 billion of assets invested in various asset allocation funds at December 31, 2022.
(C) Equity and fixed-income programs include $6.3 billion of assets invested in various asset allocation funds at December 31, 2023.
Level 3 financial liabilities at December 31, 2022 and December 31, 2021 consist of the contingent consideration resulting from an acquisition (See Note 15 to the Consolidated Financial Statements). Regulatory Matters Like many firms operating within the financial services industry, we are experiencing a complex and changing regulatory environment across our markets.
Level 3 financial liabilities at December 31, 2023 and December 31, 2022 consist of contingent considerations resulting from business acquisitions (See Note 15 to the Consolidated Financial Statements). Regulatory Matters Like many firms operating within the financial services industry, we are experiencing a complex and changing regulatory environment across our markets.
We capitalized $35.3 million, $26.0 million and $24.1 million of software development costs in 2022, 2021 and 2020, respectively. The majority of our software development costs are related to significant enhancements for the expanded functionality of the SEI Wealth Platform.
We capitalized $34.0 million, $35.3 million and $26.0 million of software development costs in 2023, 2022 and 2021, respectively. The majority of our 46 software development costs are related to significant enhancements for the expanded functionality of the SEI Wealth Platform.
(D) In addition to the assets presented, SEI also administers an additional $13.0 billion of average assets in Funds of Funds assets for the year ended December 31, 2022 on which SEI does not earn an administration fee.
(D) In addition to the assets presented, SEI also administers an additional $11.8 billion of average assets in Funds of Funds assets for the year ended December 31, 2023 on which SEI does not earn an administration fee.
There was approximately $95.8 million of unrecognized compensation cost related to unvested employee stock options at December 31, 2022 and we expect to recognize approximately $36.6 million in stock-based compensation costs for stock options in 2023.
There was approximately $89.1 million of unrecognized compensation cost related to unvested employee stock options at December 31, 2023 and we expect to recognize approximately $36.6 million in stock-based compensation costs for stock options in 2024.
SEI and some of our regulated subsidiaries have undergone or been scheduled to undergo a range of periodic or thematic reviews, examinations or investigations by numerous regulatory authorities around the world, including the Office of the Comptroller of the Currency, the Securities and Exchange Commission, the Financial Industry Regulatory Authority, the Financial Conduct Authority of the United Kingdom (FCA), the Central Bank of Ireland and others.
SEI and some of our regulated subsidiaries have undergone or been scheduled to undergo a range of periodic or thematic reviews, examinations or investigations by numerous regulatory authorities around the world, including the Office of the Comptroller of the Currency, the Securities and Exchange Commission, the Financial Industry Regulatory Authority, the Financial Conduct Authority of the United Kingdom (FCA), the Central Bank of Ireland (CBI), the Commission de Surveillance du Secteur Financier (CSSF) of the Grand Duchy of Luxembourg, and others.
Our purchases, sales and maturities of marketable securities during 2022, 2021 and 2020 were as follows: 2022 2021 2020 Purchases $ (178,217) $ (216,260) $ (143,493) Sales and maturities 161,160 195,096 155,952 Net investing activities from marketable securities $ (17,057) $ (21,164) $ 12,459 See Note 5 to the Consolidated Financial Statements for more information related to marketable securities. • The capitalization of costs incurred in developing computer software.
Our purchases, sales and maturities of marketable securities during 2023, 2022 and 2021 were as follows: 2023 2022 2021 Purchases $ (143,389) $ (178,217) $ (216,260) Sales and maturities 121,988 161,160 195,096 Net investing activities from marketable securities $ (21,401) $ (17,057) $ (21,164) See Note 5 to the Consolidated Financial Statements for more information related to marketable securities. • The capitalization of costs incurred in developing computer software.
As of January 31, 2023, we had outstanding letters of credit of $6.0 million which reduced the amount available under the credit facility. These letters of credit were primarily issued for the expansion of the corporate headquarters and are due to expire in 2023.
As of January 31, 2024, we had outstanding letters of credit of $4.9 million which reduced the amount available under the credit facility. These letters of credit were primarily issued for the expansion of the corporate headquarters and are due to expire in 2025.
As of January 31, 2023, the amount of the credit facility available for corporate purposes was $319.0 million. The availability of the credit facility is subject to compliance with certain covenants set forth in the agreement.
As of January 31, 2024, the amount of the credit facility available for corporate purposes was $320.1 million. The availability of the credit facility is subject to compliance with certain covenants set forth in the agreement.
The effective tax rate is also affected by discrete items that may occur in any given year, but are not consistent from year to year.
The income earned by jurisdiction has been fairly consistent. The effective tax rate is also affected by discrete items that may occur in any given year, but are not consistent from year to year.
Stock options granted included a service condition which requires a minimum two or four year waiting period from the grant date along with the attainment of the applicable financial vesting target. The amount of stock-based compensation expense related to stock options is recognized based upon an estimate of when the financial vesting targets may be achieved.
Stock options vest from the achievement of financial vesting targets and include a service condition which requires a minimum two or four year waiting period from the grant date. The amount of stock-based compensation expense related to stock options is recognized based upon an estimate of when the financial vesting targets may be achieved.
The following table lists information regarding repurchases of common stock during 2022, 2021 and 2020: Year Total Number of Shares Repurchased Average Price Paid per Share Total Cost 2022 5,914,000 $ 57.22 $ 338,442 2021 6,747,000 61.00 411,534 2020 8,008,000 53.04 424,702 • Proceeds from the issuance of our common stock.
The following table lists information regarding repurchases of common stock during 2023, 2022 and 2021: Year Total Number of Shares Repurchased Average Price Paid per Share Total Cost 2023 5,237,000 $ 59.34 $ 310,769 2022 5,914,000 57.22 338,442 2021 6,747,000 61.00 411,534 • Proceeds from the issuance of our common stock.
Operating income in 2022 was primarily affected by: • A decrease in revenues; • Increased direct expenses associated with increased assets into our separately managed account program; and • Increased personnel and technology costs as well as increased promotion costs; partially offset by • Decreased direct expenses related to a significant client loss during third-quarter 2022.
Operating income in 2022 was primarily affected by: • A decrease in revenues; • Increased direct expenses associated with increased assets into our separately managed account program; and • Increased personnel and technology costs as well as increased promotion costs; partially offset by • Decreased direct expenses related to a significant client loss during third-quarter 2022. 41 Institutional Investors Revenues decreased $33.6 million, or 10%, in 2023 compared to the prior year.
The positive impact from the change in the Company's working capital accounts partially offset the decrease. Cash flows from operations increased $144.4 million in 2021 compared to 2020 primarily from the increase in net income and increased repayments of advances due from our unconsolidated affiliate, LSV, related to their working capital accounts.
Cash flows from operations decreased $67.0 million in 2022 compared to 2021 primarily from the decrease in net income, non-cash items and lower repayments of advances due from our unconsolidated affiliate, LSV, related to their working capital accounts. The positive impact from the change in the Company's working capital accounts partially offset the decrease.
Amortization expense related to SWP decreased to $35.6 million during 2022 as compared to $47.8 million during 2021 due to the fully amortized initial SWP development costs (See the caption "Capitalized software development costs" later in this discussion for more information). • The effective tax rate during 2022 was 22.0% as compared to 21.2% during 2021.
Amortization expense related to SWP decreased to $35.6 million during 2022 as compared to $47.8 million during 2021 due to the fully amortized initial SWP development costs. • The effective tax rate during 2022 was 22.0% as compared to 21.2% during 2021.
We received $58.2 million, $55.2 million and $49.4 million in proceeds from the issuance of common stock during 2022, 2021 and 2020, respectively. The proceeds we receive from the issuance of common stock is directly attributable to the levels of stock option exercise activity. • Dividend payments.
We received $101.2 million, $58.2 million and $55.2 million in proceeds from the issuance of common stock during 2023, 2022 and 2021, respectively. The proceeds we receive from the issuance of common stock is directly attributable to the levels of stock option exercise activity. • Payment of contingent consideration.
Cash dividends paid during 2022, 2021 and 2020 were as follows: Year Cash Dividends Paid Cash Dividends Paid per Share 2022 $ 109,830 $ 0.80 2021 105,516 0.74 2020 103,914 0.70 The Board of Directors declared a semi-annual cash dividend of $0.43 per share on December 5, 2022.
Cash dividends paid during 2023, 2022 and 2021 were as follows: Year Cash Dividends Paid Cash Dividends Paid per Share 2023 $ 114,837 $ 0.86 2022 109,830 0.80 2021 105,516 0.74 The Board of Directors declared a semi-annual cash dividend of $0.46 per share on December 15, 2023.
Overview Consolidated Summary SEI delivers technology and investment solutions that connect the financial services industry. With capabilities across investment processing, operations, and asset management, SEI works with corporations, financial institutions and professionals, and ultra-high-net-worth families to solve problems, manage change, and help protect assets for growth today and in the future.
Overview Consolidated Summary SEI delivers technology and investment solutions that connect the financial services industry. With capabilities across investment processing, operations, and asset management, SEI works with corporations, financial institutions and professionals, and ultra-high-net-worth families to help drive growth, make confident decisions, and protect futures.
Operating margins were 44% in 2022 and 50% in 2021. Operating income decreased $46.5 million, or 19%, in 2022 compared to the prior year.
Operating income decreased $46.5 million, or 19%, in 2022 compared to the prior year.
We also capitalized $9.6 million of software development costs during 2022 for a new platform for the Investment Managers segment. • Capital expenditures. Capital expenditures in 2022, 2021 and 2020 primarily include purchased software and equipment for data center operations. Expenditures in 2020 also include the expansion of our corporate headquarters completed in the fourth quarter 2020.
We also capitalized $15.8 million and $9.6 million of software development costs during 2023 and 2022, respectively, for a new platform for the Investment Managers segment. • Capital expenditures. Capital expenditures in 2023, 2022 and 2021 primarily include capital outlays for purchased software and equipment for data center operations.
The assets presented in the preceding tables do not include assets processed on SWP and are not included in the accompanying Consolidated Balance Sheets because we do not own them. 35 Business Segments Revenues, Expenses and Operating profit (loss) for our business segments for the year ended 2022 compared to the year ended 2021, and for the year ended 2021 compared to the year ended 2020 were: Year Ended December 31, 2022 2021 Percent Change 2020 Percent Change Private Banks: Revenues $ 575,625 $ 493,570 17 % $ 455,393 8 % Expenses 473,209 462,796 2 % 446,481 4 % Operating profit $ 102,416 $ 30,774 233 % $ 8,912 245 % Operating margin 18 % 6 % 2 % Investment Advisors: Revenues 447,766 482,949 (7) % 407,564 18 % Expenses 251,650 240,334 5 % 205,913 17 % Operating profit $ 196,116 $ 242,615 (19) % $ 201,651 20 % Operating margin 44 % 50 % 49 % Institutional Investors: Revenues 323,353 343,805 (6) % 317,627 8 % Expenses 172,252 168,070 2 % 149,909 12 % Operating profit $ 151,101 $ 175,735 (14) % $ 167,718 5 % Operating margin 47 % 51 % 53 % Investment Managers: Revenues 624,918 581,157 8 % 489,462 19 % Expenses 404,850 348,655 16 % 308,999 13 % Operating profit $ 220,068 $ 232,502 (5) % $ 180,463 29 % Operating margin 35 % 40 % 37 % Investments in New Businesses: Revenues 19,375 16,828 15 % 14,012 20 % Expenses 45,159 53,219 (15) % 52,871 1 % Operating loss $ (25,784) $ (36,391) NM $ (38,859) NM For additional information pertaining to our business segments, see Note 12 to the Consolidated Financial Statements. 36 Private Banks Year Ended December 31, 2022 2021 Percent Change 2020 Percent Change Revenues: Investment processing and software servicing fees $ 453,531 $ 356,655 27 % $ 324,574 10 % Asset management, administration & distribution fees 122,094 136,915 (11) % 130,819 5 % Total revenues $ 575,625 $ 493,570 17 % $ 455,393 8 % Revenues increased $82.1 million, or 17%, in 2022 compared to the prior year.
The assets presented in the preceding tables do not include assets processed on SWP and are not included in the accompanying Consolidated Balance Sheets because we do not own them. 38 Business Segments Revenues, Expenses and Operating profit (loss) for our business segments for the year ended 2023 compared to the year ended 2022, and for the year ended 2022 compared to the year ended 2021 were: Year Ended December 31, 2023 2022 Percent Change 2021 Percent Change Private Banks: Revenues $ 503,317 $ 575,625 (13) % $ 493,570 17 % Expenses 455,820 473,209 (4) % 462,796 2 % Operating profit $ 47,497 $ 102,416 (54) % $ 30,774 233 % Operating margin 9 % 18 % 6 % Investment Advisors: Revenues 436,298 447,766 (3) % 482,949 (7) % Expenses 259,142 251,650 3 % 240,334 5 % Operating profit $ 177,156 $ 196,116 (10) % $ 242,615 (19) % Operating margin 41 % 44 % 50 % Institutional Investors: Revenues 289,708 323,353 (10) % 343,805 (6) % Expenses 165,455 172,252 (4) % 168,070 2 % Operating profit $ 124,253 $ 151,101 (18) % $ 175,735 (14) % Operating margin 43 % 47 % 51 % Investment Managers: Revenues 670,486 624,918 7 % 581,157 8 % Expenses 437,174 404,850 8 % 348,655 16 % Operating profit $ 233,312 $ 220,068 6 % $ 232,502 (5) % Operating margin 35 % 35 % 40 % Investments in New Businesses: Revenues 19,984 19,375 3 % 16,828 15 % Expenses 45,437 45,159 1 % 53,219 (15) % Operating loss $ (25,453) $ (25,784) NM $ (36,391) NM For additional information pertaining to our business segments, see Note 12 to the Consolidated Financial Statements. 39 Private Banks Year Ended December 31, 2023 2022 Percent Change 2021 Percent Change Revenues: Investment processing and software servicing fees $ 370,730 $ 453,531 (18) % $ 356,655 27 % Asset management, administration & distribution fees 132,587 122,094 9 % 136,915 (11) % Total revenues $ 503,317 $ 575,625 (13) % $ 493,570 17 % Revenues decreased $72.3 million, or 13%, in 2023 compared to the prior year.
Sensitivity of our revenues and earnings to capital market fluctuations The majority of our revenues are based on the value of assets invested in investment products that we manage or administer which are affected by changes in the capital markets and the portfolio strategy of our clients or their customers. 30 The capital market conditions during 2022 were marked by significant depreciation across fixed income and equity markets regardless of region or style.
Sensitivity of our revenues and earnings to capital market fluctuations The majority of our revenues are based on the value of assets invested in investment products that we manage or administer which are affected by changes in the capital markets and the portfolio strategy of our clients or their customers.
Condensed Consolidated Statements of Operations for the years ended 2022, 2021 and 2020 were: Year Ended December 31, 2022 2021 Percent Change* 2020 Percent Change Revenues $ 1,991,037 $ 1,918,309 4 % $ 1,684,058 14 % Expenses 1,515,284 1,364,928 11 % 1,238,171 10 % Income from operations 475,753 553,381 (14) % 445,887 24 % Net loss from investments (3,078) (366) NM (286) NM Interest income, net of interest expense 12,559 3,086 307 % 5,959 (48) % Other income 3,379 — NM — NM Equity in earnings of unconsolidated affiliates 120,667 137,572 (12) % 117,134 17 % Income before income taxes 609,280 693,673 (12) % 568,694 22 % Income taxes 133,813 147,080 (9) % 121,408 21 % Net income 475,467 546,593 (13) % 447,286 22 % Diluted earnings per common share $ 3.46 $ 3.81 (9) % $ 3.00 27 % * Variances noted "NM" indicate the percent change is not meaningful. 28 Significant Items Impacting Our Financial Results in 2022 Revenues increased $72.7 million, or 4%, to $2.0 billion in 2022 compared to 2021.
Condensed Consolidated Statements of Operations for the years ended 2023, 2022 and 2021 were: Year Ended December 31, 2023 2022 Percent Change* 2021 Percent Change Revenues $ 1,919,793 $ 1,991,037 (4) % $ 1,918,309 4 % Expenses 1,495,269 1,515,284 (1) % 1,364,928 11 % Income from operations 424,524 475,753 (11) % 553,381 (14) % Net gain (loss) from investments 2,757 (3,078) NM (366) NM Interest income, net of interest expense 40,444 12,559 222 % 3,086 307 % Other income — 3,379 NM — NM Equity in earnings of unconsolidated affiliates 126,930 120,667 5 % 137,572 (12) % Income before income taxes 594,655 609,280 (2) % 693,673 (12) % Income taxes 132,397 133,813 (1) % 147,080 (9) % Net income 462,258 475,467 (3) % 546,593 (13) % Diluted earnings per common share $ 3.46 $ 3.46 — % $ 3.81 (9) % * Variances noted "NM" indicate the percent change is not meaningful. 31 Significant Items Impacting Our Financial Results in 2023 Revenues decreased $71.2 million, or 4%, to $1.9 billion in 2023 compared to 2022.
Ending Asset Balances (In millions) As of December 31, Percent Change Percent Change 2022 2021 2020 Private Banks: Equity and fixed-income programs $ 22,377 $ 26,281 (15) % $ 25,498 3 % Collective trust fund programs 7 6 17 % 6 — % Liquidity funds 3,201 4,724 (32) % 3,778 25 % Total assets under management $ 25,585 $ 31,011 (17) % $ 29,282 6 % Client assets under administration 4,151 4,481 (7) % 26,346 (83) % Total assets $ 29,736 $ 35,492 (16) % $ 55,628 (36) % Investment Advisors: Equity and fixed-income programs $ 66,240 $ 81,686 (19) % $ 71,248 15 % Liquidity funds 5,436 4,317 26 % 3,832 13 % Total Platform assets under management $ 71,676 $ 86,003 (17) % $ 75,080 15 % Platform-only assets 13,931 14,564 (4) % 11,862 23 % Total Platform assets $ 85,607 $ 100,567 (15) % $ 86,942 16 % Institutional Investors: Equity and fixed-income programs $ 73,178 $ 91,719 (20) % $ 90,869 1 % Collective trust fund programs 5 5 — % 98 (95) % Liquidity funds 1,557 2,118 (26) % 2,128 — % Total assets under management $ 74,740 $ 93,842 (20) % $ 93,095 1 % Advised assets 4,314 4,857 (11) % 4,063 20 % Total assets $ 79,054 $ 98,699 (20) % $ 97,158 2 % Investment Managers: Collective trust fund programs (A) $ 141,285 $ 92,549 53 % $ 75,214 23 % Liquidity funds 199 423 (53) % 424 — % Total assets under management $ 141,484 $ 92,972 52 % $ 75,638 23 % Client assets under administration 810,491 907,377 (11) % 760,397 19 % Total assets $ 951,975 $ 1,000,349 (5) % $ 836,035 20 % Investments in New Businesses: Equity and fixed-income programs $ 1,912 $ 2,096 (9) % $ 1,711 23 % Liquidity funds 215 240 (10) % 162 48 % Total assets under management $ 2,127 $ 2,336 (9) % $ 1,873 25 % Advised assets 1,077 1,410 (24) % 1,299 NM Total assets $ 3,204 $ 3,746 (14) % $ 3,172 18 % LSV: Equity and fixed-income programs (B) $ 83,753 $ 98,984 (15) % $ 93,692 6 % 32 Total: Equity and fixed-income programs (C) $ 247,460 $ 300,766 (18) % $ 283,018 6 % Collective trust fund programs 141,297 92,560 53 % 75,318 23 % Liquidity funds 10,608 11,822 (10) % 10,324 15 % Total assets under management $ 399,365 $ 405,148 (1) % $ 368,660 10 % Advised assets 5,391 6,267 (14) % 5,362 17 % Client assets under administration (D) 814,642 911,858 (11) % 786,743 16 % Platform-only assets 13,931 $ 14,564 (4) % 11,862 23 % Total assets $ 1,233,329 $ 1,337,837 (8) % $ 1,172,627 14 % (A) Collective trust fund program assets are included in assets under management since SEI is the trustee.
Ending Asset Balances (In millions) As of December 31, Percent Change Percent Change 2023 2022 2021 Private Banks: Equity and fixed-income programs $ 24,496 $ 22,377 9 % $ 26,281 (15) % Collective trust fund programs 4 7 (43) % 6 17 % Liquidity funds 3,916 3,201 22 % 4,724 (32) % Total assets under management $ 28,416 $ 25,585 11 % $ 31,011 (17) % Client assets under administration 7,267 4,151 75 % 4,481 (7) % Total assets $ 35,683 $ 29,736 20 % $ 35,492 (16) % Investment Advisors: Equity and fixed-income programs $ 71,634 $ 66,240 8 % $ 81,686 (19) % Liquidity funds 4,812 5,436 (11) % 4,317 26 % Total Platform assets under management $ 76,446 $ 71,676 7 % $ 86,003 (17) % Platform-only assets 18,324 13,931 32 % 14,564 (4) % Platform-only assets-deposit program 843 — NM — NM Total Platform assets $ 95,613 $ 85,607 12 % $ 100,567 (15) % Institutional Investors: Equity and fixed-income programs $ 77,208 $ 73,178 6 % $ 91,719 (20) % Collective trust fund programs 1 5 (80) % 5 — % Liquidity funds 1,734 1,557 11 % 2,118 (26) % Total assets under management $ 78,943 $ 74,740 6 % $ 93,842 (20) % Advised assets 6,120 4,314 42 % 4,857 (11) % Total assets $ 85,063 $ 79,054 8 % $ 98,699 (20) % Investment Managers: Collective trust fund programs (A) $ 156,376 $ 141,285 11 % $ 92,549 53 % Liquidity funds 114 199 (43) % 423 (53) % Total assets under management $ 156,490 $ 141,484 11 % $ 92,972 52 % Client assets under administration 935,564 810,491 15 % 907,377 (11) % Total assets $ 1,092,054 $ 951,975 15 % $ 1,000,349 (5) % Investments in New Businesses: Equity and fixed-income programs $ 2,174 $ 1,912 14 % $ 2,096 (9) % Liquidity funds 209 215 (3) % 240 (10) % Total assets under management $ 2,383 $ 2,127 12 % $ 2,336 (9) % Advised assets 1,150 1,077 7 % 1,410 (24) % Total assets $ 3,533 $ 3,204 10 % $ 3,746 (14) % LSV: Equity and fixed-income programs (B) $ 89,312 $ 83,753 7 % $ 98,984 (15) % 35 Total: Equity and fixed-income programs (C) $ 264,824 $ 247,460 7 % $ 300,766 (18) % Collective trust fund programs 156,381 141,297 11 % 92,560 53 % Liquidity funds 10,785 10,608 2 % 11,822 (10) % Total assets under management $ 431,990 $ 399,365 8 % $ 405,148 (1) % Advised assets 7,270 5,391 35 % 6,267 (14) % Client assets under administration (D) 942,831 814,642 16 % 911,858 (11) % Platform-only assets 19,167 $ 13,931 38 % 14,564 (4) % Total assets $ 1,401,258 $ 1,233,329 14 % $ 1,337,837 (8) % (A) Collective trust fund program assets are included in assets under management since SEI is the trustee.
Operating income during 2022 was primarily affected by: • Increased personnel costs due to competitive labor markets; • Increased costs associated with new business, primarily personnel expenses and third-party vendor costs; and • Increased non-capitalized investment spending, mainly consulting costs; partially offset by • An increase in revenues; Operating margins were 40% in 2021 and 37% in 2020.
Operating income during 2022 was primarily affected by: • Increased personnel costs due to competitive labor markets; • Increased costs associated with new business, primarily personnel expenses and third-party vendor costs; and • Increased non-capitalized investment spending, mainly consulting costs; partially offset by • An increase in revenues; Other Corporate overhead expenses Corporate overhead expenses primarily consist of general and administrative expenses and other costs not directly attributable to a reportable business segment.
We recognized one-time costs of $54.8 million during 2022 from the program. These costs are primarily included in Compensation, benefits and other personnel costs on the accompanying Consolidated Statements of Operations (See Note 14 to the Consolidated Financial Statements). • The Institutional Investors segment includes personnel, professional fees, amortization and other costs related to SEI Novus and Atlas Master Trust.
We recognized one-time costs of $54.8 million during 2022 from the program. • The Institutional Investors segment includes personnel, professional fees, amortization and other costs related to SEI Novus and Atlas Master Trust.
Intangible assets acquired through acquisitions and asset purchases The increase in amortization expense related to intangible assets and asset purchases in 2022 and 2021 was due to the acquisitions of Finomial, SEI Novus and Atlas Master Trust during the fourth quarter 2021.
Intangible assets The increase in amortization expense related to intangible assets and asset purchases in 2022 was due to the acquisitions of Finomial, SEI Novus and Atlas Master Trust during the fourth quarter 2021. Through these transactions, we acquired intangible assets related to technology, trade names and client relationships which are amortized over the estimated useful life of the assets.
Investment Advisors Year Ended December 31, 2022 2021 Percent Change 2020 Percent Change Revenues: Investment management fees-SEI fund programs $ 263,266 $ 301,581 (13) % $ 271,627 11 % Separately managed account fees 162,762 158,181 3 % 115,887 36 % Other fees 21,738 23,187 (6) % 20,050 16 % Total revenues $ 447,766 $ 482,949 (7) % $ 407,564 18 % Revenues decreased $35.2 million, or 7%, in 2022 compared to the prior year.
Investment Advisors Year Ended December 31, 2023 2022 Percent Change 2021 Percent Change Revenues: Investment management fees-SEI fund programs $ 239,244 $ 263,266 (9) % $ 301,581 (13) % Separately managed account fees 174,418 162,762 7 % 158,181 3 % Other fees 22,636 21,738 4 % 23,187 (6) % Total revenues $ 436,298 $ 447,766 (3) % $ 482,949 (7) % Revenues decreased $11.5 million, or 3%, in 2023 compared to the prior year.
Operating margins were 6% in 2021 and 2% in 2020. Operating income increased $21.9 million, or 245%, in 2021 compared to the prior year.
Operating margins were 35% in 2023 and 2022. Operating income increased $13.2 million, or 6%, in 2023 compared to the prior year.
The capitalization of the initial development work related to SWP began in 40 mid-2007 when the platform was determined to be ready for its intended use. The amortization expense related to the initial software development costs ended in the second quarter of 2022, resulting in a decline in amortization expense related to capitalized software development costs in 2022.
The capitalization of the initial development work related to SWP began in mid-2007 when the platform was determined to be ready for its intended use.
Fair Value Measurements The fair value of financial assets and liabilities, except for the investment funds sponsored by LSV, is determined in accordance with the fair value hierarchy. The fair value of the investment funds sponsored by LSV is measured using the net asset value per share (NAV) as a practical expedient.
The fair value of the investment funds sponsored by LSV is measured using the net asset value per share (NAV) as a practical expedient.
We continue to evaluate improvements to our information technology infrastructure which, if implemented, will result in additional expenditures for purchased software and equipment for data center operations. • Cash paid for acquisitions, net of cash acquired. In October 2021, we made a net cash payment of $8.2 million to complete the acquisition of Finomial, an investor lifecycle management fintech firm.
We continue to evaluate improvements to our information technology infrastructure which, if implemented, will result in additional expenditures for purchased software and equipment for data center operations. • Cash paid for acquisitions, net of cash acquired.
The increase in the effective rate was primarily due to reduced tax benefits related to a lower volume of stock option exercises and an increase in the state effective tax rate. • We continued the stock repurchase program during 2022 and purchased approximately 5,914,000 shares at an average price of $57.22 per share for a total cost of $338.4 million.
The increase in the effective rate was primarily due to reduced tax benefits related to a lower volume of stock option exercises and an increase in the state effective tax rate. • Cash flow from operations was $566.1 million during 2022. • SEI repurchased 5.9 million shares of its common stock at an average price of $57.22 per share for a total cost of $338.4 million and paid $109.8 million in cash dividends to shareholders during 2022.
Net income decreased $71.1 million, or 13%, to $475.5 million and diluted earnings per share decreased to $3.46 per share in 2022 compared to $3.81 per share in 2021.
Significant Items Impacting Our Financial Results in 2022 Revenues increased $72.7 million, or 4%, to $2.0 billion in 2022 compared to 2021. Net income decreased $71.1 million, or 13%, to $475.5 million and diluted earnings per share decreased to $3.46 per share in 2022 compared to $3.81 per share in 2021.
For additional information regarding stock-based compensation, see Note 7 to the Consolidated Financial Statements. Valuation of Assets Acquired in an Acquisition Including Goodwill and Intangible Assets: We allocate the fair value of the total purchase price paid for acquisitions to the tangible assets acquired, liabilities assumed, and intangible assets acquired based on their estimated fair values.
These expectations are subject to change in future periods. 48 Valuation of Assets Acquired in an Acquisition Including Goodwill and Intangible Assets: We allocate the fair value of the total purchase price paid for acquisitions to the tangible assets acquired, liabilities assumed, and intangible assets acquired based on their estimated fair values.
The effective tax rate is affected by recurring items, such as the U.S. federal tax rates and tax rates in various states and foreign jurisdictions and the relative amount of income earned in those jurisdictions. The income earned by jurisdiction has been fairly consistent.
Income Taxes Our effective tax rate was 22.3% for 2023, 22.0% for 2022 and 21.2% for 2021. The effective tax rate is affected by recurring items, such as the U.S. federal tax rates and tax rates in various states and foreign jurisdictions and the relative amount of income earned in those jurisdictions.
Operating income increased $52.0 million, or 29%, in 2021 compared to the prior year. Operating income during 2021 was primarily affected by: • An increase in revenues; partially offset by • Increased costs associated with new business, primarily personnel expenses and third-party vendor costs; and • Increased non-capitalized investment spending, mainly consulting costs.
Operating income during 2023 was primarily affected by: • An increase in revenues; and • Decreased non-capitalized investment spending, mainly consulting costs; partially offset by • Increased costs associated with new business, primarily personnel expenses and third-party vendor costs; 42 • Increased personnel costs due to competitive labor markets; and • The write off of $5.3 million in previously capitalized software development costs.
Any change in estimate could result in the remaining amount of stock-based compensation expense to be accelerated, spread out over a longer period, or reversed. This may cause volatility in the recognition of stock-based compensation expense and materially affect earnings. During 2022, 2021 and 2020, we revised the estimates of when certain vesting targets were expected to be achieved.
Any change in estimate could result in the remaining amount of stock-based compensation expense to be accelerated, spread out over a longer period, or reversed. This may cause volatility in the recognition of stock-based compensation expense and materially affect earnings (See Note 7 to the Consolidated Financial Statements for more information).
These unfavorable market conditions had a negative impact on our asset-based fees thereby decreasing our base revenues. Macroeconomic factors such as persistent inflationary pressures, the continuation of interest rate increases, stagnant or recessionary economies, tight labor markets and geopolitical tensions, among others, could have significant influence on capital markets in 2023 and beyond.
Macroeconomic factors such as stagnant or recessionary economies, persistent inflationary pressures, continuation of interest rate increases, declining property markets and consumer confidence, tight labor markets and geopolitical tensions, among others, could have significant influence on capital markets in 2024 and beyond.
Revenues increased $38.2 million, or 8%, in 2021 compared to the prior year.
Revenues increased $82.1 million, or 17%, in 2022 compared to the prior year.
Operating margins were 50% in 2021 and 49% in 2020. Operating income increased $41.0 million, or 20%, in 2021 compared to the prior year.
Operating margins were 41% in 2023 and 44% in 2022. Operating income decreased $19.0 million, or 10%, in 2023 compared to the prior year.
Revenues increased $26.2 million, or 8%, in 2021 compared to the prior year.
Revenues decreased $35.2 million, or 7%, in 2022 compared to the prior year.
The increase in corporate overhead expenses during 2022 is primarily due to personnel costs associated with the VSP of $54.8 million (See Note 14 to the Consolidated Financial Statements). Corporate overhead expenses also increased due to higher personnel costs, consulting and professional fees and severance costs unrelated to the VSP.
Corporate overhead expenses were $132.2 million, $168.2 million and $91.9 million in 2023, 2022 and 2021, respectively. The decrease in corporate overhead expenses during 2023 is primarily due to personnel costs associated with the VSP of $54.8 million recorded in the third quarter of 2022 (See Note 14 to the Consolidated Financial Statements).
The table below presents the revenues and net income of LSV and our proportionate share in LSV's earnings. 2022 2021 Percent Change 2020 Percent Change Revenues $ 406,895 $ 456,259 (11) % $ 391,648 16 % Net income 312,180 354,964 (12) % 301,620 18 % SEI's proportionate share in the earnings of LSV $ 120,667 $ 137,572 (12) % $ 117,134 17 % The decrease in earnings from LSV in 2022 was due to negative cash flows from existing clients, market depreciation and client losses.
The table below presents the revenues and net income of LSV and our proportionate share in LSV's earnings. 2023 2022 Percent Change 2021 Percent Change Revenues $ 426,270 $ 406,895 5 % $ 456,259 (11) % Net income 328,905 312,180 5 % 354,964 (12) % SEI's proportionate share in the earnings of LSV $ 126,930 $ 120,667 5 % $ 137,572 (12) % The increase in earnings from LSV in 2023 was primarily due to higher performance fees and market appreciation.
Liquidity and Capital Resources Year Ended December 31, 2022 2021 2020 Net cash provided by operating activities $ 566,119 $ 633,101 $ 488,682 Net cash used in investing activities (89,809) (164,883) (67,496) Net cash used in financing activities (437,235) (422,319) (482,135) Effect of exchange rate changes on cash and cash equivalents (17,474) (1,868) 4,129 Net increase (decrease) in cash and cash equivalents 21,601 44,031 (56,820) Cash, cash equivalents and restricted cash, beginning of year 831,758 787,727 844,547 Cash, cash equivalents and restricted cash, end of year $ 853,359 $ 831,758 $ 787,727 Our credit facility provides for borrowings up to $325.0 million and is scheduled to expire in April 2026.
The direct and indirect costs of responding to these regulatory activities and of complying with new or modified regulations, as well as the potential financial costs and potential reputational impact against us of any enforcement proceedings that might result, is uncertain but could have a material adverse impact on our operating results or financial position. 45 Liquidity and Capital Resources Year Ended December 31, 2023 2022 2021 Net cash provided by operating activities $ 447,030 $ 566,119 $ 633,101 Net cash used in investing activities (141,543) (89,809) (164,883) Net cash used in financing activities (331,324) (437,235) (422,319) Effect of exchange rate changes on cash and cash equivalents 7,476 (17,474) (1,868) Net (decrease) increase in cash and cash equivalents (18,361) 21,601 44,031 Cash, cash equivalents and restricted cash, beginning of year 853,359 831,758 787,727 Cash, cash equivalents and restricted cash, end of year $ 834,998 $ 853,359 $ 831,758 The credit facility provides for borrowings up to $325.0 million and is scheduled to expire in April 2026.
The negative impact from the change in the Company's working capital accounts partially offset the increase. Net cash used in investing activities includes: • Purchases, sales and maturities of marketable securities.
Net cash used in investing activities includes: • Purchases, sales and maturities of marketable securities.
Amortization Amortization expense on the accompanying Consolidated Statements of Operations consists of: 2022 2021 Percent Change 2020 Percent Change Capitalized software development costs $ 41,437 $ 53,568 (23)% $ 49,062 9% Intangible assets acquired through acquisitions and asset purchases 12,580 5,260 139% 3,683 43% Other $ 263 $ 324 (19)% $ 230 41% Total amortization expense $ 54,280 $ 59,152 (8)% $ 52,975 12% Capitalized software development costs Capitalized software development costs are amortized on a project basis using the straight-line method over the estimated economic life of the product or enhancement.
Net gain (loss) from investments Net gains and losses from investments during 2023 and 2022 were primarily due to realized and unrealized gains and losses recorded in current earnings related to the investment funds sponsored by LSV, equity holdings and SEI-sponsored mutual funds (See Note 5 to the Consolidated Financial Statements). 43 Amortization Amortization expense on the accompanying Consolidated Statements of Operations consists of: 2023 2022 Percent Change 2021 Percent Change Capitalized software development costs $ 26,227 $ 41,437 (37)% $ 53,568 (23)% Intangible assets 12,161 12,580 (3)% 5,260 139% Other 281 263 7% 324 (19)% Total amortization expense $ 38,669 $ 54,280 (29)% $ 59,152 (8)% Capitalized software development costs Capitalized software development costs are amortized on a project basis using the straight-line method over the estimated economic life of the product or enhancement.
Increased performance fees during 2022 partially offset the decrease in earnings from LSV. Average assets under management by LSV decreased $12.4 billion to $87.2 billion during 2022 as compared to $99.6 billion during 2021, a decrease of 12%. The increase in earnings from LSV in 2021 was due to higher assets under management from market appreciation and new clients.
Net negative cash flows from existing clients and client losses partially offset the increase in earnings from LSV. Average assets under management by LSV decreased $1.5 billion to $85.7 billion during 2023 as compared to $87.2 billion during 2022, a decrease of 2%.
Operating income in 2021 was primarily affected by: • An increase in revenues; and • Decreased non-capitalized costs, mainly personnel and consulting costs, related to maintenance, support and client migrations to SWP; partially offset by • Increased direct expenses associated with increased investment management fees from existing international clients; • Increased amortization expense related to SWP; and 37 • Increased personnel and stock-based compensation costs.
Operating income in 2023 was primarily affected by: • A decrease in revenues; • Increased personnel costs; • Increased net direct expenses primarily associated with the increase in separately managed account fees; and • Increased non-capitalized consulting costs; partially offset by; • Decreased amortization expense related to SWP. Operating margins were 44% in 2022 and 50% in 2021.
Any prolonged future downturns in general capital market conditions could have adverse effects on our revenues and earnings derived from assets under management and administration. 31 Ending Asset Balances This table presents ending asset balances of our clients, or of our clients’ customers, for which we provide management or administrative services through our subsidiaries and partnerships in which we have a significant interest.
Any prolonged future downturns in general capital market conditions could have adverse effects on our revenues and earnings derived from assets under management and administration.
Currently, our ability to borrow from the credit facility is not limited by any covenant of the agreement (See Note 6 to the Consolidated Financial Statements).
Currently, our ability to borrow from the credit facility is not limited by any covenant of the agreement (See Note 6 to the Consolidated Financial Statements). On April 17, 2023, we amended the credit facility agreement with the lenders to add the Secured Overnight Financing Rate (SOFR) as an alternative reference rate for borrowings in place of LIBOR.
These changes in estimates resulted in an increase in stock-based compensation expense of $4.9 million in 2022 in comparison to the previous management estimate, an increase in stock-based compensation expense of $5.9 million in 2021, and a decrease in stock-based compensation expense of $2.7 million in 2020 in comparison to the previous management estimates.
During 2023, 2022 and 2021, we revised the estimates of when certain vesting targets for stock options were expected to be achieved. These changes in estimates resulted in a decrease in stock-based compensation expense of $6.9 million and $4.9 million in 2023 and 2022, respectively, and an increase in stock-based compensation expense of $5.9 million in 2021.