Biggest changeYear Ended December 31, 2023 2022 2021 (in thousands) Up-C structure expenses $ — $ 158 $ 1,660 Amortization of prepaid management fees and reimbursable expenses 2,592 2,486 2,367 Provision for income taxes 217 1,360 487 Other (income) expense, net (1,874) (50) 83 Total other expenses $ 934 $ 3,954 $ 4,597 49 Table of Contents Results of Operations The following tables set forth our results of operations for the years ended December 31, 2023, 2022 and 2021: Year Ended December 31, 2023 2022 2021 (in thousands) Revenue $ 368,168 $ 303,426 $ 252,022 Cost of revenue (1) 107,127 87,784 67,864 Gross profit 261,041 215,642 184,158 Operating expenses: Research and development (1) 123,925 94,120 72,690 Sales and marketing (1) 60,365 52,638 39,065 General and administrative (1) 93,496 63,767 43,942 Total operating expenses 277,786 210,525 155,697 Income (loss) from operations (16,745) 5,117 28,461 Interest (income) expense, net (6,401) (1,137) 25,682 Tax receivable agreement expense 14,396 11,639 — Loss on debt extinguishment — — 10,303 Other (income) expense, net (1,874) (50) 83 Loss before income taxes (22,866) (5,335) (7,607) Provision for income taxes 217 1,360 487 Net loss (23,083) (6,695) (8,094) Less: Net income (loss) attributable to non-controlling interests (1,456) 1,272 119 Net loss attributable to Clearwater Analytics Holdings, Inc. $ (21,627) $ (7,967) $ (8,213) (1) Amounts include equity-based compensation as follows: Year Ended December 31, 2023 2022 2021 (in thousands) Cost of revenue $ 12,215 $ 9,043 $ 4,786 Operating expenses: Research and development 24,739 17,950 10,409 Sales and marketing 15,843 12,711 7,059 General and administrative 51,650 25,987 14,441 Total equity-based compensation expense $ 104,447 $ 65,691 $ 36,695 50 Table of Contents The following table sets forth our consolidated statements of operations data expressed as a percentage of revenue for the periods indicated: Year Ended December 31, 2023 2022 2021 Revenue 100 % 100 % 100 % Cost of revenue 29 % 29 % 27 % Gross profit 71 % 71 % 73 % Operating expenses: Research and development 34 % 31 % 29 % Sales and marketing 16 % 17 % 16 % General and administrative 25 % 21 % 17 % Total operating expenses 75 % 69 % 62 % Income (loss) from operations (5 %) 2 % 11 % Interest (income) expense, net (2 %) 0 % 10 % Tax receivable agreement expense 4 % 4 % 0 % Loss on debt extinguishment 0 % 0 % 4 % Other (income) expense, net (1 %) 0 % 0 % Loss before income taxes (6 %) (2 %) (3 %) Provision for income taxes 0 % 0 % 0 % Net loss (6) % (2) % (3) % Comparison of the Years Ended December 31, 2023, 2022 and 2021 Revenue Year Ended December 31, 2023 2022 2021 (In thousands, except percentages) Revenue $ 368,168 $ 303,426 $ 252,022 Change over prior year 64,742 51,404 Percent change over prior year 21 % 20 % Revenue increased $64.7 million, or 21%, in 2023 compared to 2022.
Biggest changeYear Ended December 31, 2024 2023 2022 (in thousands, except percentages) Net income (loss) $ 427,585 95 % $ (23,083) (6 %) $ (6,695) (2 %) Adjustments: Interest income, net (8,621) (2 %) (6,401) (2 %) (1,137) 0 % Depreciation and amortization 12,181 3 % 9,929 3 % 5,139 2 % Equity-based compensation expense and related payroll taxes 110,961 25 % 108,078 29 % 66,525 22 % Tax receivable agreement expense 53,181 12 % 14,396 4 % 11,639 4 % Transaction expenses 8,308 2 % 2,052 1 % 1,711 1 % Amortization of prepaid management fees and reimbursable expenses 1,990 0 % 2,592 1 % 2,486 1 % Provision for (benefit from) income taxes (457,648) (101 %) 217 0 % 1,360 0 % Other income, net (2,263) (1 %) (1,874) (1 %) (50) 0 % Up-C structure expenses — — % — — % 158 0 % Adjusted EBITDA 145,674 32 % 105,906 29 % 81,136 27 % Revenue $ 451,803 100 % $ 368,168 100 % $ 303,426 100 % 47 Table of Content s Results of Operations The following tables set forth our results of operations for the years ended December 31, 2024, 2023 and 2022: Year Ended December 31, 2024 2023 2022 (in thousands) Revenue $ 451,803 $ 368,168 $ 303,426 Cost of revenue (1) 122,987 107,127 87,784 Gross profit 328,816 261,041 215,642 Operating expenses: Research and development (1) 150,558 123,925 94,120 Sales and marketing (1) 67,254 60,365 52,638 General and administrative (1) 98,770 93,496 63,767 Total operating expenses 316,582 277,786 210,525 Income (loss) from operations 12,234 (16,745) 5,117 Interest income, net (8,621) (6,401) (1,137) Tax receivable agreement expense 53,181 14,396 11,639 Other income, net (2,263) (1,874) (50) Loss before income taxes (30,063) (22,866) (5,335) Provision for (benefit from) income taxes (457,648) 217 1,360 Net income (loss) 427,585 (23,083) (6,695) Less: Net income (loss) attributable to non-controlling interests 3,207 (1,456) 1,272 Net income (loss) attributable to Clearwater Analytics Holdings, Inc. $ 424,378 $ (21,627) $ (7,967) (1) Amounts include equity-based compensation as follows: Year Ended December 31, 2024 2023 2022 (in thousands) Cost of revenue $ 13,634 $ 12,215 $ 9,043 Operating expenses: Research and development 36,093 24,739 17,950 Sales and marketing 15,304 15,843 12,711 General and administrative 38,170 51,650 25,987 Total equity-based compensation expense $ 103,201 $ 104,447 $ 65,691 48 Table of Content s The following table sets forth our consolidated statements of operations data expressed as a percentage of revenue for the periods indicated: Year Ended December 31, 2024 2023 2022 Revenue 100 % 100 % 100 % Cost of revenue 27 % 29 % 29 % Gross profit 73 % 71 % 71 % Operating expenses: Research and development 33 % 34 % 31 % Sales and marketing 15 % 16 % 17 % General and administrative 22 % 25 % 21 % Total operating expenses 70 % 75 % 69 % Income (loss) from operations 3 % (5 %) 2 % Interest (income) expense, net (2 %) (2 %) 0 % Tax receivable agreement expense 12 % 4 % 4 % Other (income) expense, net (1 %) (1 %) 0 % Loss before income taxes (7 %) (6 %) (2 %) Provision for (benefit from) income taxes (101 %) 0 % 0 % Net income (loss) 95 % (6) % (2) % Comparison of the Years Ended December 31, 2024, 2023 and 2022 Revenue Year Ended December 31, 2024 2023 2022 (In thousands, except percentages) Revenue $ 451,803 $ 368,168 $ 303,426 Change over prior year 83,635 64,742 51,404 Percent change over prior year 23 % 21 % 20 % Revenue increased $83.6 million, or 23%, in 2024 compared to 2023.
Cash Flows from Financing Activities Net cash used in financing activities during 2023 was $19.3 million, of which $20.8 million was used to pay minimum tax withholding on behalf of employees related to net share settlement, $2.9 million was used for the payment of business acquisition holdback liability, $2.8 million was used in the repayment of borrowings and $2.2 million was used for the payment of tax distributions to Continuing Equity Owners, which was partially offset by $4.8 million of proceeds from the exercise of options and $4.6 million of proceeds from the employee stock purchase plan.
Net cash used in financing activities during 2023 was $19.3 million, of which $20.8 million was used to pay minimum tax withholding on behalf of employees related to net share settlement, $2.9 million was used for the payment of business acquisition holdback liability, $2.8 million was used in the repayment of borrowings and $2.2 million was used for the payment of tax distributions to Continuing Equity Owners, which was partially offset by $4.8 million of proceeds from the exercise of options and $4.6 million of proceeds from the employee stock purchase plan.
We have a 100% recurring revenue model, excluding revenue from professional services and license-related revenue from the JUMP Technology acquisition. We charge our clients a fee that is based on the amount and complexity of the assets they manage on our platform as well as the breadth of the solution utilized by the customer.
We have a recurring revenue model, excluding revenue from professional services and license-related revenue from the JUMP Technology acquisition. We charge our clients a fee that is based on the amount and complexity of the assets they manage on our platform as well as the breadth of the solution utilized by the customer.
While 77% of the assets on our platform were high-grade fixed income securities and structured products as of December 31, 2023 and traditionally subject to lower levels of volatility, the value of our clients’ assets on our platform varies on a daily basis due to changes in securities prices, cash flow needs, incremental buying and selling of assets and other strategic priorities of our clients.
While 77% of the assets on our platform were high-grade fixed income securities and structured products as of December 31, 2024 and traditionally subject to lower levels of volatility, the value of our clients’ assets on our platform varies on a daily basis due to changes in securities prices, cash flow needs, incremental buying and selling of assets and other strategic priorities of our clients.
Provision for Income Taxes Provision for income taxes consists of income taxes related to federal, state, and foreign jurisdictions where we conduct our business, net of our valuation allowance. Our effective tax rate may increase in the future as our ownership in CWAN Holdings increases via exchanges from historical partners.
Provision for (Benefit from) Income Taxes Provision for (benefit from) income taxes consists of income taxes related to federal, state, and foreign jurisdictions where we conduct our business, net of any valuation allowance. Our effective tax rate may increase in the future as our ownership in CWAN Holdings increases via exchanges from historical partners.
The Company did not sell any securities in these secondary offerings and did not receive any proceeds from the sale of the shares sold by the Selling Stockholders. The Company incurred $1.6 million in expenses associated with these secondary offerings which were recorded as general and administrative expenses.
The Company did not sell any securities in these secondary offerings and did not receive any proceeds from the sale of the shares sold by the Selling Stockholders. The Company incurred $2.1 million in expenses associated with these secondary offerings which were recorded as general and administrative expenses.
We believe the following accounting policies contain the more significant judgments and estimates used in the preparation of our consolidated financial statements: • Revenue recognition • Equity-based compensation • Income taxes • Tax receivable agreement 58 Table of Contents Revenue Recognition We earn revenues primarily from providing access to our SaaS platform solution to our customers, services that support the implementation on the SaaS platform, selling perpetual and term-based software licenses and providing maintenance and support and professional services under contracts with customers.
We believe the following accounting policies contain the more significant judgments and estimates used in the preparation of our consolidated financial statements: • Revenue recognition • Equity-based compensation • Income taxes • Tax receivable agreement expense Revenue Recognition We earn revenues primarily from providing access to our SaaS platform solution to our customers, services that support the implementation on the SaaS platform, selling perpetual and term-based software licenses and providing maintenance and support and professional services under contracts with customers.
If there are any modifications of equity-based awards, we may be required to accelerate, increase, decrease or reverse any equity-based compensation expense on the unvested awards. The Company records forfeitures when they occur for all equity-based awards. 59 Table of Contents Income Taxes We use the asset and liability method of accounting for income taxes.
If there are any modifications of equity-based awards, we may be required to accelerate, increase, decrease or reverse any equity-based compensation expense on the unvested awards. The Company records forfeitures when they occur for all equity-based awards. Income Taxes We use the asset and liability method of accounting for income taxes.
We recognize interest and penalties related to uncertain tax positions as a component of our provision for income taxes. Accrued interest and penalties are included with the related tax liability.
We recognize interest and penalties related to uncertain tax positions as a component of our provision for (benefit from) income taxes. Accrued interest and penalties are included with the related tax liability.
The Company did not sell any securities in these secondary offerings and did not receive any proceeds from the sale of the shares sold by the Selling Stockholders. The Company incurred $0.5 million in expenses associated with these secondary offerings which were recorded as general and administrative expenses.
The Company did not sell any securities in the secondary offerings and did not receive any proceeds from the sale of the shares sold by the Selling Stockholders. The Company incurred $0.6 million in expenses associated with the secondary offerings which were recorded as general and administrative expenses.
SaaS We typically bill our SaaS customers monthly in arrears based on a percentage of the average of the daily value of the assets within a customer’s accounts on the platform. Payment terms may vary by contract but generally include a requirement of payment within 30 days following the month in which services were provided.
SaaS 56 Table of Content s We typically bill our SaaS customers monthly in arrears based on a percentage of the average of the daily value of the assets within a customer’s accounts on the platform. Payment terms may vary by contract but generally include a requirement of payment within 30 days following the month in which services were provided.
Fees invoiced in advance of the delivery of the Company’s performance obligations are deemed set-up activities and are deferred as a material right and recognized over time, typically 12 months. Through JUMP, which we acquired on November 30, 2022, we also earn license revenue.
Fees invoiced in advance of the delivery of 43 Table of Content s the Company’s performance obligations are deemed set-up activities and are deferred as a material right and recognized over time, typically 12 months. Through JUMP, which we acquired on November 30, 2022, we also earn license revenue.
Key Factors Affecting Our Performance The growth and future success of our business depends on many factors, including those described below. • Adding New Clients in Established End Markets: Our future growth is dependent upon our ability to continue to add new clients, and in 2023 we added over 80 net new clients.
Key Factors Affecting Our Performance The growth and future success of our business depends on many factors, including those described below. • Adding New Clients in Established End Markets: Our future growth is dependent upon our ability to continue to add new clients, and in 2024 we added over 100 net new clients.
Cash, cash equivalents and short-term investments primarily consist of highly-liquid investments in money market funds, commercial paper, U.S. agency securities, corporate debt securities and certificates of deposit. Long-term investments primarily consist of U.S. agency securities and corporate debt securities.
Cash, cash equivalents and short-term investments primarily consist of highly-liquid investments in money market funds, corporate debt securities, US government bond, commercial paper and certificates of deposit. Long-term investments primarily consist of US government bond, U.S. agency securities and corporate debt securities.
Annualized recurring revenue increased 17% from December 31, 2022 to December 31, 2023 due to growth in our client base as we brought new clients onto our platform and added additional assets from existing clients.
Annualized recurring revenue increased 25% from December 31, 2023 to December 31, 2024 due to growth in our client base as we brought new clients onto our platform and added additional assets from existing clients.
The strength of our platform is demonstrated by our approximately 80% win rate for new clients over the prior six years in deals that reached the proposal stage, as well as NPS of 60+ and 98% gross retention in 19 of the last 20 quarters. We allow our clients to replace legacy systems with modern cloud-native software.
The strength of our platform is demonstrated by our approximately 80% win rate for new clients over the prior four years in deals that reached the proposal stage, as well as NPS of 60+ and at least 98% gross retention in 23 of the last 24 quarters. We allow our clients to replace legacy systems with modern cloud-native software.
We define Adjusted EBITDA Margin as Adjusted EBITDA (as defined above) divided by revenue. 48 Table of Contents The following table reconciles net loss to Adjusted EBITDA and includes amounts expressed as a percentage of revenue for the periods indicated.
We define Adjusted EBITDA Margin as Adjusted EBITDA (as defined above) divided by revenue. 46 Table of Content s The following table reconciles net loss to Adjusted EBITDA and includes amounts expressed as a percentage of revenue for the periods indicated.
Tax Receivable Agreement In connection with the IPO and related transactions, we entered into a TRA that provides for the payment by us of 85% of the amount of any tax benefits that we actually realize, or in some cases are deemed to realize, from any redemptions or exchanges of CWAN Holdings units.
Tax Receivable Agreement In connection with the IPO and related transactions, we entered into a TRA that, prior to the TRA Amendment, provided for the payment by us of 85% of the amount of any tax benefits that we actually realized, or in some cases were deemed to realize, from any redemptions or exchanges of CWAN Holdings units.
Pursuant to underwriting agreements executed on November 6 and November 30, 2023, certain affiliates of Welsh Carson, Warburg Pincus and Permira (the “Selling Stockholders”) sold 20,000,000 and 17,000,000 shares, respectively, of Class A common stock in underwritten secondary public offerings.
Pursuant to underwriting agreements executed on March 8, June 15, November 6, and November 30, 2023, certain affiliates of Welsh Carson, Warburg Pincus and Permira (the “Selling Stockholders”) sold 14,950,000, 10,000,000, 20,000,000 and 17,000,000 shares, respectively, of Class A common stock in underwritten secondary public offerings.
Recently Issued Accounting Pronouncements Refer to Note 2 “Basis of Presentation and Summary of Significant Accounting Policies” to our consolidated financial statements included in Part II, Item 8 of this Annual Report on Form 10-K regarding recently issued accounting pronouncements. 60 Table of Contents
Recently Issued Accounting Pronouncements Refer to Note 2 “Basis of Presentation and Summary of Significant Accounting Policies” to the consolidated financial statements included in Part II, Item 8 of this Annual Report on Form 10-K.
Indebtedness For a discussion of our indebtedness, refer to Note 8 - “Credit Agreement” in the notes to our audited consolidated financial statements included in this Annual Report on Form 10-K.
Indebtedness For a discussion of our indebtedness, refer to Note 8 “Credit Agreement” to the consolidated financial statements included in Part II, Item 8 of this Annual Report on Form 10-K.
Our relationships with our clients expands as these clients add more assets to our platform, with our quarterly net revenue retention rates (as defined below under “—Key Operating Measures”) between 106% and 109% in 2023.
Our relationships with our clients expands as these clients add more assets to our platform, with our quarterly net revenue retention rates (as defined below under “—Key Operating Measures”) between 110% and 116% in 2024.
Deferred tax assets are evaluated for future realization and reduced by a valuation allowance to the extent we believe it is more likely than not that they will not be realized.
Valuation allowances are established when necessary to reduce deferred tax assets to the amount expected to be realized. Deferred tax assets are evaluated for future realization and reduced by a valuation allowance to the extent we believe it is more likely than not that they will not be realized.
For these reasons, we expect to 44 Table of Contents invest more in sales and marketing in international markets relative to North America in order to achieve growth in these international markets. • Adding New Clients in Adjacent or Nascent End-Markets: Our strategy is to also add new clients in our more nascent end-markets, which include state and local governments, pension funds and sovereign wealth funds, as well as a variety of alternative asset managers.
For these reasons, we expect to invest more in sales and marketing in international markets relative to North America in order to achieve growth in these international markets. • Adding New Clients in Adjacent or Nascent End-Markets: Our strategy is to also add new clients in our more nascent end-markets, which include state and local governments, pension funds, sovereign wealth funds, as well as endowments and foundations.
Average assets on our platform that were billed to new and existing clients increased 15% from 2021 to 2022 while average basis point rate billed to clients increased by 2.6% from 2021 to 2022.
Average assets on our platform that were billed to new and existing clients increased 19% from 2022 to 2023 while average basis point rate billed to clients decreased by 2.2% from 2022 to 2023.
We provide investment accounting and reporting, performance measurement, compliance monitoring and risk analytics solutions for asset managers, insurance companies and large corporations. Every day, Clearwater’s powerful platform aggregates and normalizes data on over $7.3 trillion of global invested assets for over 1,300 clients.
We provide investment accounting and reporting, performance measurement, compliance monitoring and risk analytics solutions for asset managers, insurance companies and large corporations. Every day, Clearwater’s powerful platform aggregates and normalizes data on over $8.8 trillion of global invested assets for over 1400 clients as of December 31, 2024.
As part of these secondary offerings, the Selling Stockholders exchanged a total of 6,653,590 shares of Class C common stock, together with corresponding LLC Interests of CWAN Holdings, and 30,212,119 shares of Class D common stock for an equivalent number of shares of Class A common stock that were purchased by the underwriters.
As part of these secondary offerings, the Selling Stockholders exchanged a total of 14,693,431 shares of Class C common stock, together with corresponding LLC Interests of CWAN Holdings, and 47,122,278 shares of Class D common stock for an equivalent number of shares of Class A common stock that were purchased by the underwriters.
In addition, cost of revenue increased due to increased depreciation and amortization related to the amortization of capitalized IT projects and JUMP-related intangible assets, increased equity-based compensation due to additional headcount, increased allocation of technology costs from hosting services as we completed the migration of IT applications to a cloud environment, increased allocation of facilities cost due to additional office space, increased travel and entertainment expense as employees travelled more between our office locations to support client onboarding, increased data costs to support a larger client base and higher utilization of third-party contractors in connection with operational activities.
In addition, cost of revenue increased due to higher data costs for acquiring vendor data contracts related to the Wilshire Technology acquisition, increased depreciation and amortization related to the amortization of capitalized IT projects and acquired Wilshire Technology intangible assets, increased equity-based compensation due to additional headcount, increased allocation of facilities cost due to additional office space in international locations, increased travel and entertainment expense as employees travelled more between our office locations to support client onboarding, and higher utilization of third-party contractors in connection with operational activities, partially offset by decreased technology costs from hosting services.
The remaining $3.8 million TRA liability related to 2022 is expected to be paid in the first quarter of 2024. TRA payments are presented net of $14.4 million TRA expense recognized in the year ended December 31, 2023.
The remaining $2.2 million TRA payments related to 2022 was made in the first quarter of 2024. TRA payments are presented net of $14.4 million TRA expense recognized in the year ended December 31, 2023.
We have enjoyed consistent gross revenue retention rates of approximately 98% in 19 of the past 20 quarters. The consistency in revenue retention creates predictability in our business and enables us to better plan our future investments.
We have enjoyed consistent gross revenue retention rates of at least 98% in 23 of the past 24 quarters. The consistency in revenue retention creates predictability in our 42 Table of Content s business and enables us to better plan our future investments.
The increase in sales and marketing expense in 2022 was primarily due to increased equity-based compensation due to increased grant-date fair value of equity awards and higher headcount, as well as increased payroll and related costs as a result of additional employees to expand sales coverage.
The increase in sales and marketing expense in 2023 was primarily due to increased equity-based compensation due to grants of additional awards to employees, and increased payroll and related costs as a result of the hiring of additional employees to expand sales coverage.
The increase in cost of revenue in 2022 was primarily due to increased payroll and related costs as a result of headcount growth of additional employees across our client services, onboarding and reconciliation teams to support a larger client base as well as increased equity-based compensation due to increased grant-date fair value of equity awards and higher headcount.
The increase in cost of revenue in 2023 was primarily due to increased payroll and related costs as a result of headcount growth of additional employees across our client services, onboarding and reconciliation teams to support a larger client base and headcount growth related to the JUMP acquisition.
The Base+ model includes annual increases in the base fee and enables us to charge additional fees for supplemental services provided for certain alternative asset classes (e.g., LPx, MLx) or additional products (e.g.
The Base+ model includes annual increases in the base fee and enables us to charge additional fees for 41 Table of Content s supplemental services provided for certain alternative asset classes (e.g., LPx, MLx) or additional products (e.g. Prism, OMS/PMS) should the client choose to utilize those services.
Deferred income taxes are recognized for the expected future tax consequences attributable to temporary differences between the carrying amount of the existing tax assets and liabilities and their respective tax basis. Deferred tax assets and liabilities are measured using enacted tax rates expected to be applied in the years in which temporary differences are expected to be recovered or settled.
Deferred income taxes are recognized for the expected future tax consequences attributable to temporary differences between the carrying amount of the existing tax assets and liabilities and their respective tax basis.
Prism, OMS/PMS) should the client choose to utilize those services. 43 Table of Contents Recent Developments Secondary Offerings As required by the Registration Rights Agreement dated September 28, 2021, the Company participated in multiple underwritten offerings of shares held by our Principal Equity Owners during the year ended December 31, 2023.
Recent Developments Secondary Offerings As required by the Registration Rights Agreement dated September 28, 2021, the Company participated in multiple underwritten offerings of shares held by our Principal Equity Owners during the year ended December 31, 2024.
Tax Receivable Agreement Expense In connection with the IPO and related transactions, we entered into a TRA that provides for the payment by us of 85% of certain tax benefits that we realize as a result of Tax Attributes, as defined in the Tax Receivable Agreement. Tax receivable agreement expense relates to payments we anticipate making under the TRA.
Tax Receivable Agreement Expense In connection with the IPO and related transactions, we entered into a TRA that, prior to the TRA Amendment, provided for the payment by us of 85% of certain tax benefits that we realized, or in some cases were deemed to realize, as a result of Tax Attributes, as defined in the Tax Receivable Agreement.
Annualized Recurring Revenue Annualized recurring revenue is calculated at the end of a period by dividing the recurring revenue in the last month of such period by the number of days in the month and multiplying by 365. 46 Table of Contents The following table summarizes the Company’s annualized recurring revenue as of the dates presented: First Quarter Second Quarter Third Quarter Fourth Quarter (in thousands) 2023 Annualized recurring revenue $ 337,366 $ 349,536 $ 362,442 $ 379,096 2022 Annualized recurring revenue $ 287,137 $ 290,354 $ 303,560 $ 323,461 2021 Annualized recurring revenue $ 232,467 $ 245,033 $ 257,022 $ 277,780 Because a substantial majority of the assets on our platform are fixed income securities that typically have low levels of volatility with respect to their market value, the growth in annualized recurring revenue is generally not attributable to the fluctuating market value of the assets on our platform.
The following table summarizes the Company’s annualized recurring revenue as of the dates presented: First Quarter Second Quarter Third Quarter Fourth Quarter (in thousands) 2024 Annualized recurring revenue $ 402,326 $ 427,189 $ 456,941 $ 474,924 2023 Annualized recurring revenue $ 337,366 $ 349,536 $ 362,442 $ 379,096 2022 Annualized recurring revenue $ 287,137 $ 290,354 $ 303,560 $ 323,461 Because a substantial majority of the assets on our platform are fixed income securities that typically have low levels of volatility with respect to their market value, the growth in annualized recurring revenue is generally not attributable to the fluctuating market value of the assets on our platform.
The following table shows our cash flows from operating activities, investing activities and financing activities for the stated periods: Year Ended December 31, 2023 2022 2021 (in thousands) Net cash provided by operating activities $ 84,602 $ 58,005 $ 3,358 Net cash used in investing activities (95,055) (76,551) (5,025) Net cash provided by (used in) financing activities (19,291) 16,229 195,288 Effect of exchange rate changes on cash and cash equivalents 785 (1,556) (112) Change in cash and cash equivalents during the period $ (28,959) $ (3,873) $ 193,509 Cash Flows from Operating Activities Net cash provided by operating activities of $84.6 million during 2023 was primarily the result of our net loss plus non-cash charges, including equity-based compensation, operating lease expense and depreciation and amortization offset by changes in operating assets and liabilities that decreased operating cash flow by $30.5 million.
See “Risk Factors” elsewhere in this Annual Report on Form 10-K. 54 Table of Content s The following table shows our cash flows from operating activities, investing activities and financing activities for the stated periods: Year Ended December 31, 2024 2023 2022 (in thousands) Net cash provided by operating activities $ 74,321 $ 84,602 $ 58,005 Net cash used in investing activities (55,648) (95,055) (76,551) Net cash (used in) provided by financing activities (61,668) (19,291) 16,229 Effect of exchange rate changes on cash and cash equivalents (1,420) 785 (1,556) Change in cash and cash equivalents during the period $ (44,415) $ (28,959) $ (3,873) Cash Flows from Operating Activities Net cash provided by operating activities of $74.3 million during 2024 was primarily the result of our net income plus non-cash charges, including equity-based compensation, operating lease expense and depreciation and amortization, offset by deferred tax benefits of $460 million and changes in operating assets and liabilities that decreased operating cash flow by $21.2 million.
The second is to record the TRA liability related to all future years that is probable and reasonably estimable. We determine the amount that is probable and reasonably estimable by mirroring the net deferred tax asset balance such that the TRA liability is 85% of the net deferred tax asset balance.
We determined the amount that was probable and reasonably estimable by mirroring the net deferred tax asset balance such that the TRA liability was 85% of the net deferred tax asset balance.
We define Adjusted EBITDA as net loss plus (i) interest (income) expense, net, (ii) loss on debt extinguishment, (iii) depreciation and amortization expense, (iv) equity-based compensation expense and related payroll taxes, (v) equity-based compensation expense related to JUMP acquisition, (vi) tax receivable agreement expense, (vii) transaction expenses, and (viii) other expenses.
We define Adjusted EBITDA as net loss plus (i) interest income, net, (ii) depreciation and amortization expense, (iii) equity-based compensation expense and related payroll taxes, (iv) tax receivable agreement expense, (v) transaction expenses, (vi) amortization of prepaid management fees and reimbursable expenses, (vii) provision for (benefit from) income taxes, (viii) other income, net, and (ix) Up-C structure expenses.
Net cash provided by operating activities of $3.4 million during 2021 was primarily the result of our net loss plus non-cash charges including equity-based compensation, depreciation and amortization, and debt extinguishment costs offset by changes in operating assets and liabilities that decreased operating cash flow by $43.4 million. Accounts receivable increased $17.3 million during the year.
Net cash provided by operating activities of $84.6 million during 2023 was primarily the result of our net loss plus non-cash charges, including equity-based compensation, operating lease expense and depreciation and amortization offset by changes in operating assets and liabilities that decreased operating cash flow by $30.5 million.
Accrued sales tax liability decreased $8.5 million as we remitted sales tax payable for prior periods to different jurisdictions, and accrued interest on debt decreased $2.3 million due to lower interest payments due under the New Credit Agreement. 57 Table of Contents Cash Flows from Investing Activities Net cash used in investing activities of $95.1 million during 2023 was primarily due to the purchase of $124.2 million available-for-sale investments, purchase of $3.0 million held-to-maturity investments and $5.6 million attributable to the purchase of property and equipment, including internally developed software, which was offset by $37.8 million in proceeds from the sale and maturity of investments.
Net cash used in investing activities of $95.1 million during 2023 was primarily due to the purchase of $124.2 million available-for-sale investments, purchase of $3.0 million held-to-maturity investments and $5.6 million attributable to the purchase of property and equipment, including internally developed software, which was offset by $37.8 million in proceeds from the sale and maturity of investments.
Operating Expenses Research and development expense consists primarily of salary and benefits for our development staff as well as contractors’ fees and other costs associated with the enhancement of our offering, ensuring operational stability and performance and development of new offerings. 45 Table of Contents Sales and marketing expense consists of the costs of personnel involved in the sales and marketing process, sales commissions, advertising and promotional materials, sales facilities expenses, and the cost of trade shows and seminars.
Operating Expenses Research and development expense consists primarily of salary and benefits for our development staff as well as contractors’ fees and other costs associated with the enhancement of our offering, ensuring operational stability and performance and development of new offerings.
Additional funds may not be available on terms favorable to us or at all, including as a result of disruptions in the credit markets. See “Risk Factors” elsewhere in this Annual Report on Form 10-K.
For more information, see Note 19 “Subsequent Events” to the consolidated financial statements included in Part II, Item 8 of this Annual Report on Form 10-K. Additional funds may not be available on terms favorable to us or at all, including as a result of disruptions in the credit markets.
Average assets on our platform that were billed to new and existing clients increased 19% from 2022 to 2023 while average basis point rate billed to clients decreased by 2.2% from 2022 to 2023. Additionally, license revenues related to JUMP were $6.6 million in 2023. Revenue increased $51.4 million, or 20%, in 2022 compared to 2021.
Average assets on our platform that were billed to new and existing clients increased 15% from 2023 to 2024 and average basis point rate billed to clients increased by 6.2% from 2023 to 2024. Revenue increased $64.7 million, or 21%, in 2023 compared to 2022.
Interest income relates to interest received on our cash and cash equivalents based on interest rates in the course of the applicable period, and interest received from our other investments.
Interest Income, Net Interest income, net reflects interest received on our cash and cash equivalents based on interest rates in the course of the applicable period, and interest received from our other investments. Interest expense reflects expense on our outstanding term loans under the Credit Agreement during the course of the applicable period.
In addition, our discrete items (e.g. changes in tax rates or laws, equity-based compensation deductions, or mix of income between tax jurisdictions) may not be consistent from year to year and could cause volatility in our effective tax rate.
In addition, our discrete items (e.g. changes in tax rates or laws, equity-based compensation deductions, or mix of income between tax jurisdictions) may not be consistent from year to year and could cause volatility in our effective tax rate. 44 Table of Content s Key Operating Measures We consider certain operating measures, such as annualized recurring revenue, gross retention rates and net retention rates, in measuring the performance of our business.
The increase in research and development expense in 2022 was primarily due to increased payroll and related costs as a result of headcount growth of additional employees to focus on new offerings, as well as increased equity-based compensation due to increased grant-date fair value of equity awards and higher headcount.
The increase in general and administrative expense in 2023 was primarily due to increased equity-based compensation expense due to JUMP acquisition-related equity awards and grant of additional awards to employees, increased payroll and related costs as a result of headcount growth.
In addition, research and development expense increased due to increased technology costs from higher utilization of third-party cloud computing and other third-party services, increased travel and entertainment costs due to the relaxation of travel restrictions from the COVID-19 pandemic in 2022 compared to 2021, and increased allocation of facilities costs.
In addition, research and development expense increased due to increased technology costs from higher utilization of third-party cloud computing and other third-party IT services, and increased allocation of facilities cost due to additional office space.
Additionally, license revenues related to JUMP were $0.9 million in 2022. 51 Table of Contents Cost of Revenue Year Ended December 31, 2023 $ Change % Change 2022 $ Change % Change 2021 (In thousands, except percentages) Equity-based compensation $ 12,215 $ 3,172 35 % $ 9,043 $ 4,257 89 % $ 4,786 All other cost of revenue 94,912 16,171 21 % 78,741 15,663 25 % 63,078 Total cost of revenue $ 107,127 $ 19,343 22 % $ 87,784 $ 19,920 29 % $ 67,864 Percent of revenue 29 % 29 % 27 % Cost of revenue changed as follows: Change from December 31, 2022 to December 31, 2023 Change from December 31, 2021 to December 31, 2022 (in thousands) Increased payroll and related $ 7,954 $ 10,060 Increased depreciation and amortization 4,709 1,588 Increased equity-based compensation 3,172 4,257 Increased technology costs 1,113 711 Increased facilities and infrastructure expenses 1,068 582 Increased travel and entertainment 567 1,095 Increased data costs 341 1,169 Increased outside services and contractors 310 486 Other items 109 (28) Total change $ 19,343 $ 19,920 The increase in cost of revenue in 2023 was primarily due to increased payroll and related costs as a result of headcount growth of additional employees across our client services, onboarding and reconciliation teams to support a larger client base and headcount growth related to the JUMP acquisition.
Additionally, license revenues related to JUMP were $6.6 million in 2023. 49 Table of Content s Cost of Revenue Year Ended December 31, 2024 $ Change % Change 2023 $ Change % Change 2022 (In thousands, except percentages) Equity-based compensation $ 13,634 $ 1,419 12 % $ 12,215 $ 3,172 35 % $ 9,043 All other cost of revenue 109,353 14,441 15 % 94,912 16,171 21 % 78,741 Total cost of revenue $ 122,987 $ 15,860 15 % $ 107,127 $ 19,343 22 % $ 87,784 Percent of revenue 27 % 29 % 29 % Cost of revenue changed as follows: Change from December 31, 2023 to December 31, 2024 Change from December 31, 2022 to December 31, 2023 (in thousands) Increased payroll and related costs $ 8,005 $ 7,954 Increased data costs 2,964 341 Increased depreciation and amortization 2,139 4,709 Increased equity-based compensation 1,419 3,172 Increased facilities and infrastructure expenses 1,409 1,068 Increased travel and entertainment 239 567 Increased outside services and contractors 223 310 (Decreased) increased technology costs (492) 1,113 Other items (46) 109 Total change $ 15,860 $ 19,343 The increase in cost of revenue in 2024 was primarily due to increased payroll and related costs as a result of headcount growth, increases in merit-based compensation, and changes in our employee base leading to higher compensation and increased equity-related payroll taxes for vested equity awards.
As part of these secondary offerings, the WCAS Selling Stockholders exchanged a total of 8,039,841 shares of Class C common stock, together with corresponding LLC Interests of CWAN Holdings, and 16,910,159 shares of Class D common stock for an equivalent number of shares of Class A common stock that were purchased by the underwriters.
As part of these secondary public offerings, the Selling Stockholders exchanged a total of 14,093,593 shares of Class C common stock and 29,613,617 shares of Class D common stock, and corresponding units in CWAN Holdings, for an equivalent number of shares of Class A common stock that were purchased by the underwriter.
Interest (Income) Expense, Net Interest (income) expense, net reflects interest expense on our outstanding term loans under the New Credit Agreement and Previous Credit Agreement during the course of the applicable period. The interest expense varies depending on the timing and amount of borrowings and repayments during the period as well as fluctuations in interest rates.
The interest expense varies depending on the timing and amount of borrowings and repayments during the period as well as fluctuations in interest rates.
Pursuant to underwriting agreements executed on March 8 and June 15, 2023, certain affiliates of Welsh Carson (the “WCAS Selling Stockholders”) sold 14,950,000 and 10,000,000 shares, respectively, of Class A common stock in underwritten secondary public offerings.
Pursuant to underwriting agreements executed on March 6, June 10, and November 11, 2024, the Selling Stockholders sold 16,250,000, 12,000,000 and 25,000,000 shares, respectively, of Class A common stock in underwritten secondary public offerings.
The following table summarizes our retention rates as of the dates presented: First Quarter Second Quarter Third Quarter Fourth Quarter 2023 Gross revenue retention rate 97 % 98 % 98 % 98 % Net revenue retention rate 106 % 109 % 108 % 107 % 2022 Gross revenue retention rate 98 % 98 % 98 % 98 % Net revenue retention rate 107 % 104 % 103 % 106 % 2021 Gross retention rate 98 % 98 % 98 % 98 % Net retention rate 110 % 109 % 111 % 111 % 47 Table of Contents Gross revenue retention rates have remained consistently at approximately 98% in 19 of the past 20 quarters.
We then divide the total current period end annualized recurring revenue by the 12-month prior period end annualized recurring revenue to arrive at the net revenue retention rate. 45 Table of Content s The following table summarizes our retention rates as of the dates presented: First Quarter Second Quarter Third Quarter Fourth Quarter 2024 Gross revenue retention rate 99 % 99 % 99 % 98 % Net revenue retention rate 110 % 110 % 114 % 116 % 2023 Gross revenue retention rate 97 % 98 % 98 % 98 % Net revenue retention rate 106 % 109 % 108 % 107 % 2022 Gross retention rate 98 % 98 % 98 % 98 % Net retention rate 107 % 104 % 103 % 106 % Gross revenue retention rates have remained consistently at least 98% in 23 of the past 24 quarters.
The principal items giving rise to temporary differences are basis differences due to exchange transactions, loss and tax credit carryforwards, equity-based compensation, and intangible asset amortization. Valuation allowances are established when necessary to reduce deferred tax assets to the amount expected to be realized.
Deferred tax assets and liabilities are measured using enacted tax rates expected to be applied in the years in which temporary differences are 57 Table of Content s expected to be recovered or settled. The principal items giving rise to temporary differences are basis differences due to exchange transactions, loss and tax credit carryforwards, equity-based compensation, and intangible asset amortization.
These increases were partially offset by decreased costs associated with setting up our the Up-C structure and the Tax Receivable Agreement, and decreased third-party agency recruitment costs. 55 Table of Contents Non-Operating Expenses Interest Expense, Net Year Ended December 31, 2023 $ Change % Change 2022 $ Change % Change 2021 (In thousands, except percentages) Interest (income) expense, net $ (6,401) $ (5,264) 463 % $ (1,137) $ (26,819) (104 %) $ 25,682 Tax receivable agreement expense 14,396 $ 2,757 24 % 11,639 11,639 NMF — Loss on extinguishment — $ — NMF — (10,303) (100 %) 10,303 Other (income) expense, net $ (1,874) $ (1,824) 3648 % (50) (133) (160 %) 83 NMF - not meaningful Interest (income) expense, net increased for the year ended December 31, 2023 due to increased interest income on our cash, cash equivalents and investments from higher interest rates, and higher average investment balances.
Non-Operating Expenses Interest Income, Net Year Ended December 31, 2024 $ Change % Change 2023 $ Change % Change 2022 (In thousands, except percentages) Interest income, net $ (8,621) $ (2,220) 35 % $ (6,401) $ (5,264) 463 % $ (1,137) Tax receivable agreement expense 53,181 $ 38,785 269 % 14,396 2,757 24 % 11,639 Other income, net $ (2,263) $ (389) 21 % (1,874) (1,824) 3648 % (50) Interest income, net increased for the year ended December 31, 2024 and 2023 due to increased interest income on our cash, cash equivalents and investments from higher interest rates, and higher average investment balances.
These increases were partially offset by lower utilization of third-party consultants on development activities due to a focus on internal hiring of developers, and decreased depreciation expense due to lower impairment losses on abandoned capitalized software projects. 53 Table of Contents Sales and Marketing Year Ended December 31, 2023 $ Change % Change 2022 $ Change % Change 2021 (In thousands, except percentages) Equity-based compensation $ 15,843 $ 3,132 25 % $ 12,711 $ 5,652 80 % $ 7,059 All other sales and marketing 44,522 4,595 12 % 39,927 7,921 25 % 32,006 Total sales and marketing $ 60,365 $ 7,727 15 % $ 52,638 $ 13,573 35 % $ 39,065 Percent of revenue 16 % 17 % 16 % Sales and marketing expense changed as follows (in thousands): Change from December 31, 2022 to December 31, 2023 Change from December 31, 2021 to December 31, 2022 (in thousands) Increased equity-based compensation $ 3,132 $ 5,652 Increased payroll and related 2,330 5,677 Increased travel and entertainment 941 1,225 Increased (decreased) outside services and contractors 679 (1,036) Increased technology costs 254 234 Increased facilities and infrastructure expenses 124 215 Increased depreciation and amortization 303 37 (Decreased) increased marketing (56) 1,617 Other items 20 (48) Total change $ 7,727 $ 13,573 The increase in sales and marketing expense in 2023 was primarily due to increased equity-based compensation due to grants of additional awards to employees, and increased payroll and related costs as a result of the hiring of additional employees to expand sales coverage.
In addition, research and development expense increased due to increased technology costs from higher utilization of third-party cloud computing and other third-party services as well as increased equity-based compensation due to additional headcount, increased allocation of facilities cost due to additional office space, and increased travel and entertainment costs as employees travelled more between our office locations to support new offering initiatives. 51 Table of Content s Sales and Marketing Year Ended December 31, 2024 $ Change % Change 2023 $ Change % Change 2022 (In thousands, except percentages) Equity-based compensation $ 15,304 $ (539) (3) % $ 15,843 $ 3,132 25 % $ 12,711 All other sales and marketing 51,950 7,428 17 % 44,522 4,595 12 % 39,927 Total sales and marketing $ 67,254 $ 6,889 11 % $ 60,365 $ 7,727 15 % $ 52,638 Percent of revenue 15 % 16 % 17 % Sales and marketing expense changed as follows: Change from December 31, 2023 to December 31, 2024 Change from December 31, 2022 to December 31, 2023 (in thousands) Increased payroll and related costs $ 5,219 $ 2,330 Increased outside services and contractors 906 679 Increased (decreased) marketing 793 (56) Increased travel and entertainment 465 941 Increased depreciation and amortization 49 303 (Decreased) increased equity-based compensation (539) 3,132 Other items (4) 398 Total change $ 6,889 $ 7,727 The increase in sales and marketing expense in 2024 was primarily due to increased payroll and related costs as a result of headcount growth to expand sales coverage and increases in merit-based compensation.
In addition, cost of revenue increased from a rise in depreciation and amortization due to the completion of internal IT projects, increased data costs to support a larger client base, increased travel and entertainment costs due to the relaxation of travel restrictions from the COVID-19 pandemic in 2022 compared to 2021, higher utilization of third-party contractors, technology and IT services on operational activities, and increased allocation of facility costs. 52 Table of Contents Operating Expenses Research and Development Year Ended December 31, 2023 $ Change % Change 2022 $ Change % Change 2021 (In thousands, except percentages) Equity-based compensation $ 24,739 $ 6,789 38 % $ 17,950 $ 7,541 72 % $ 10,409 All other research and development 99,186 23,016 30 % 76,170 13,889 22 % 62,281 Total research and development $ 123,925 $ 29,805 32 % $ 94,120 $ 21,430 29 % $ 72,690 Percent of revenue 34 % 31 % 29 % Research and development expense changed as follows: Change from December 31, 2022 to December 31, 2023 Change from December 31, 2021 to December 31, 2022 (in thousands) Increased payroll and related $ 13,655 $ 9,301 Increased technology costs 8,847 4,495 Increased equity-based compensation 6,789 7,541 Increased facilities and infrastructure expenses 1,283 591 Increased travel and entertainment costs 339 694 Decreased outside services and contractors (893) (985) Decreased depreciation and amortization (249) (44) Other items 34 (163) Total change $ 29,805 $ 21,430 The increase in research and development expense in 2023 was primarily due to increased payroll and related costs as a result of headcount growth of additional employees to focus on new offerings, headcount growth related to the JUMP acquisition and lower capitalization of payroll costs related to IT projects, offset by a tax credit related to JUMP based on research and development expenses incurred in France.
In addition, cost of revenue increased due to increased depreciation and amortization related to the amortization of capitalized IT projects and JUMP-related intangible assets, increased equity-based compensation due to additional headcount, increased allocation of technology costs from hosting services as we completed the migration of IT applications to a cloud environment, increased allocation of facilities cost due to additional office space, increased travel and entertainment expense as employees travelled more between our office locations to support client onboarding, increased data costs to support a larger client base and higher utilization of third-party contractors in connection with operational activities. 50 Table of Content s Operating Expenses Research and Development Year Ended December 31, 2024 $ Change % Change 2023 $ Change % Change 2022 (In thousands, except percentages) Equity-based compensation $ 36,093 $ 11,354 46 % $ 24,739 $ 6,789 38 % $ 17,950 All other research and development 114,465 15,279 15 % 99,186 23,016 30 % 76,170 Total research and development $ 150,558 $ 26,633 21 % $ 123,925 $ 29,805 32 % $ 94,120 Percent of revenue 33 % 34 % 31 % Research and development expense changed as follows: Change from December 31, 2023 to December 31, 2024 Change from December 31, 2022 to December 31, 2023 (in thousands) Increased equity-based compensation $ 11,354 $ 6,789 Increased payroll and related costs 11,276 13,655 Increased technology costs 4,207 8,847 Increased facilities and infrastructure expenses 349 1,283 Decreased outside services and contractors (369) (893) Other items (184) 124 Total change $ 26,633 $ 29,805 The increase in research and development expense in 2024 was primarily due to increased equity-based compensation due to grants of additional awards to employees, and movement of a key employee to research and development with a change in responsibilities, as well as increased payroll and related costs as a result of headcount growth, increases in merit-based compensation, and changes in our employee base leading to higher compensation and increased equity-related payroll taxes for vested equity awards.
Provision for Income Taxes Year Ended December 31, 2023 2022 2021 (In thousands, except percentages) Provision for income taxes $ 217 $ 1,360 $ 487 Percent of revenue 0 % 0 % 0 % Change over prior year $ (1,143) $ 873 Percent change over prior year (84) % 179 % The decrease in provision for income taxes in 2023 relates to change in the mix of foreign jurisdiction income in the period, and decreased pretax income in foreign jurisdictions.
Provision for (benefit from) Income Taxes Year Ended December 31, 2024 2023 2022 (In thousands, except percentages) Provision for (benefit from) income taxes $ (457,648) $ 217 $ 1,360 Percent of revenue (101) % 0 % 0 % Change over prior year $ (457,865) $ (1,143) $ 873 Percent change over prior year (210,998) % (84) % 179 % The benefit from income taxes in 2024 primarily relates to the valuation allowance release on our U.S. federal and state deferred tax assets.
Net cash used in investing activities of $76.5 million during 2022 was primarily due to $65.8 million related to the acquisition of JUMP, net of cash acquired, $3.0 million attributable to the purchase of short-term investments, and $7.8 million attributable to the purchase of property, plant and equipment, including internally developed software.
Net cash used in investing activities of $76.5 million during 2022 was primarily due to $65.8 million related to the acquisition of JUMP, net of cash acquired, $3.0 million attributable to the purchase of short-term investments, and $7.8 million attributable to the purchase of property, plant and equipment, including internally developed software. 55 Table of Content s Cash Flows from Financing Activities Net cash used in financing activities during 2024 was $61.7 million, of which $55.3 million was used to pay minimum tax withholding on behalf of employees related to net share settlement, $4.7 million was used for the payment of business acquisition holdback liability, $2.8 million was used in the repayment of borrowings and $3.9 million was used for the payment of tax distributions to Continuing Equity Owners, which was partially offset by $4.7 million of proceeds from the employee stock purchase plan.
The increase was on account of growth in our client base as we brought new clients onto our platform, as well as changes to our existing clients’ assets on our platform.
The increase was due to new clients brought onto our platform which resulted in an increase in revenue of $21.3 million, acquired customer base related to the Wilshire Technology acquisition of $4.2 million, as well as changes to our existing clients’ assets on our platform and an increase in revenue not related to assets on our platform.
General and Administrative 54 Table of Contents Year Ended December 31, 2023 $ Change % Change 2022 $ Change % Change 2021 (In thousands, except percentages) Equity-based compensation $ 51,650 $ 25,663 99 % $ 25,987 $ 11,546 80 % $ 14,441 All other general and administrative 41,846 4,066 11 % 37,780 8,279 28 % 29,501 Total general and administrative $ 93,496 $ 29,729 47 % $ 63,767 $ 19,825 45 % $ 43,942 Percent of revenue 25 % 21 % 17 % General and administrative expense changed as follows: Change from December 31, 2022 to December 31, 2023 Change from December 31, 2021 to December 31, 2022 (in thousands) Increased equity-based compensation $ 25,663 $ 11,546 Increased payroll and related 2,408 1,311 Increased technology costs 837 1,637 Increased (decreased) recruiting expense 789 (1,024) Increased transaction expenses 341 1,711 Increased outside services and contractors 123 1,052 Increased travel and entertainment 56 705 (Decreased) increased insurance (961) 1,858 (Decreased) increased accrued sales tax exposure (69) 1,755 (Decreased) increased facilities and infrastructure expenses (48) 104 Decreased Up-C structure expenses — (1,502) Other items 590 672 Total change $ 29,729 $ 19,825 The increase in general and administrative expense in 2023 was primarily due to increased equity-based compensation expense due to JUMP acquisition related equity awards and grant of additional awards to employees, increased payroll and related costs as a result of headcount growth.
General and Administrative Year Ended December 31, 2024 $ Change % Change 2023 $ Change % Change 2022 (In thousands, except percentages) Equity-based compensation $ 38,170 $ (13,480) (26) % $ 51,650 $ 25,663 99 % $ 25,987 All other general and administrative 60,600 18,754 45 % 41,846 4,066 11 % 37,780 Total general and administrative $ 98,770 $ 5,274 6 % $ 93,496 $ 29,729 47 % $ 63,767 Percent of revenue 22 % 25 % 21 % 52 Table of Content s General and administrative expense changed as follows: Change from December 31, 2023 to December 31, 2024 Change from December 31, 2022 to December 31, 2023 (in thousands) Increased outside services and contractors $ 9,701 $ 464 Increased payroll and related costs 5,126 2,408 Increased (decreased) facilities and infrastructure expenses 1,258 (48) Increased recruiting expense 1,018 789 Increased travel and entertainment 569 56 Increased technology costs 484 837 Increased depreciation and amortization 373 27 (Decreased) increased equity-based compensation (13,480) 25,663 Decreased insurance expense (260) (961) Other items 485 494 Total change $ 5,274 $ 29,729 The increase in general and administrative expense in 2024 was primarily due to increased outside services and contractors due to higher utilization of professional services supporting accounting, legal and human resources related to secondary transactions, acquisition-related activities and Tax Receivable Agreement settlement, increased payroll and related costs as a result headcount growth and increases in merit-based compensation, increased allocation of facilities cost due to additional office space, and increased recruiting expense to support key hires.
We expect to benefit from the remaining 15% of any tax benefits that we may actually realize. We account for amounts payable under the TRA in two parts. The first is to accrue the TRA liability that has been incurred as of the balance sheet date.
We have historically accounted for amounts payable under the TRA in two parts. The first was to accrue the TRA liability that has been incurred as of the balance sheet date. The second was to record the TRA liability related to all future years that was probable and reasonably estimable.
Net cash used in investing activities of $5.0 million during 2021 was attributable to the purchase of property and equipment, including internally developed software.
Cash Flows from Investing Activities Net cash used in investing activities of $55.6 million during 2024 was primarily due to the purchase of $114.6 million available-for-sale investments, acquisition of Wilshire Technology, net of cash acquired of $40.1 million, purchase of $3.0 million held-to-maturity investments and $5.3 million attributable to the purchase of property and equipment, including internally developed software, which was offset by $107.4 million in proceeds from the sale and maturity of investments.
These increases were partially offset by lower utilization of third-party consultants supporting marketing initiatives.
These increases were partially offset by decreased use of outside services and contractors due to lower utilization of third-party consultants on development activities due to a focus on internal hiring of developers.
The increase in provision for income taxes in 2022 relates to change in the mix of foreign jurisdiction income in the period and decreased equity-based compensation windfalls.
The decrease in provision for income taxes in 2023 primarily relates to change in the mix of foreign jurisdiction income in the period and decreased pre-tax income in foreign jurisdictions. Liquidity and Capital Resources To date, we have primarily financed our operations through cash flows from operations and financing activities.
The loss on extinguishment relates to a prepayment premium and unamortized debt issue costs following the repayment of borrowings under the Previous Credit Agreement in September 2021. Other (income) expense, net relates to foreign exchange gains and losses driven by fluctuations in exchange rates, and gains and losses related to our investments.
Refer to Note 17 “Tax Receivable Agreement Liability” to the consolidated financial statements included in Part II, Item 8 of this Annual Report on Form 10-K. Other income, net relates to foreign exchange gains and losses driven by fluctuations in exchange rates, and gains and losses related to our investments.