Biggest changeYears Ended December 31, 2022 2021 2020 (in thousands) Revenues $ 215,531 $ 193,146 $ 161,791 Operating expenses: Cost of revenues (exclusive of depreciation and amortization shown separately below) 15,407 7,938 7,630 Sales and marketing 82,624 56,119 30,716 Product development 50,520 35,395 27,142 General and administrative 125,104 97,447 51,127 Depreciation and amortization 11,498 4,425 3,978 Total operating expenses 285,153 201,324 120,593 Operating (loss) income (69,622) (8,178) 41,198 Other income (expense) Change in fair value of warrant liability 25,370 166,518 — Change in tax receivable agreement liability 142,352 — — Other expense, net (1,674) (6,723) (2,368) Income before income taxes 96,426 151,617 38,830 Provision for (benefit from) income taxes 179,077 (601) — Net (loss) income (82,651) 152,218 38,830 Net income attributable to noncontrolling interests 33,338 91,835 — Net (loss) income attributable to WM Technology, Inc. $ (115,989) $ 60,383 $ 38,830 61 Table of Contents Years Ended December 31, 2022 2021 2020 Revenues 100 % 100 % 100 % Operating expenses: Cost of revenues (exclusive of depreciation and amortization shown separately below) 7 % 4 % 5 % Sales and marketing 38 % 29 % 19 % Product development 23 % 18 % 17 % General and administrative 58 % 50 % 32 % Depreciation and amortization 5 % 2 % 2 % Total operating expenses 132 % 104 % 75 % Operating (loss) income (32) % (4) % 25 % Other income (expense) Change in fair value of warrant liability 12 % 86 % 0 % Change in tax receivable agreement liability 66 % 0 % 0 % Other expense, net (1) % (3) % (1) % Income before income taxes 45 % 78 % 24 % Provision for (benefit from) income taxes 83 % 0 % 0 % Net (loss) income (38) % 79 % 24 % Net income attributable to noncontrolling interests 15 % 48 % 0 % Net (loss) income attributable to WM Technology, Inc.
Biggest changeYears Ended December 31, 2023 2022 Amount % Revenue Amount % Revenue (in thousands, except percentages) Net revenues $ 187,993 100.0 % $ 215,531 100.0 % Costs and expenses: Cost of revenues (exclusive of depreciation and amortization) 12,527 6.7 % 15,407 7.1 % Sales and marketing 47,073 25.0 % 82,624 38.3 % Product development 36,001 19.2 % 50,520 23.4 % General and administrative 74,313 39.5 % 120,787 56.0 % Depreciation and amortization 12,133 6.5 % 11,498 5.3 % Asset impairment charges 24,403 13.0 % 4,317 2.0 % Total costs and expenses 206,450 109.8 % 285,153 132.3 % Operating loss (18,457) (9.8) % (69,622) (32.3) % Other income (expense), net: Change in fair value of warrant liability 1,505 0.8 % 25,370 11.8 % Change in tax receivable agreement liability (1,256) (0.7) % 142,352 66.0 % Other income (expense) 2,574 1.4 % (1,674) (0.8) % Income (loss) before income taxes (15,634) (8.3) % 96,426 44.7 % Provision for (benefit from) income taxes 93 — % 179,077 83.1 % Net loss (15,727) (8.4) % (82,651) (38.3) % Net (loss) income attributable to noncontrolling interests (5,829) (3.1) % 33,338 15.5 % Net loss attributable to WM Technology, Inc. $ (9,898) (5.3) % $ (115,989) (53.8) % Comparison of Years Ended December 31, 2023 and 2022 Net Revenues The following table summarizes our disaggregated net revenue information: Years Ended December 31, Change 2023 2022 ($) (%) (dollars in thousands) Net Revenues $ 187,993 $ 215,531 $ (27,538) (13) % Net revenues decreased by $27.5 million, or 13%, for the year ended December 31, 2023 compared to the same period in 2022.
The actual amounts we will be required to pay may materially differ from these hypothetical amounts, because potential future tax savings that we will be deemed to realize, and the tax receivable agreement payments made by us, will be calculated based in part on the market value of the Class A Common Stock at the time of each redemption or exchange under the Exchange Agreement and the prevailing applicable tax rates applicable to us over the life of the tax receivable agreement and will depend on us generating sufficient taxable income to realize the tax benefits that are subject to the tax receivable agreement.
The actual amounts we will be required to pay may materially differ from these hypothetical amounts, because potential future tax savings that we will be deemed to realize, and the TRA payments made by us, will be calculated based in part on the market value of the Class A Common Stock at the time of each redemption or exchange under the Exchange Agreement and the prevailing applicable tax rates applicable to us over the life of the TRA and will depend on us generating sufficient taxable income to realize the tax benefits that are subject to the TRA.
Accounts Receivable We measure credit losses on our trade accounts receivable using the current expected credit loss model under Accounting Standards Codification (“ASC”) 326 Financial Instruments – Credit Losses , which is based on the expected losses rather than incurred losses.
Accounts Receivable We measure credit losses on our trade accounts receivable using the current expected credit loss model under Accounting Standards Codification 326 Financial Instruments – Credit Losses , which is based on the expected losses rather than incurred losses.
Our comprehensive business-to-consumer (“B2C”) and business-to-business (“B2B”) suite of products afford cannabis retailers and brands of all sizes integrated tools to compliantly run their businesses and to reach, convert, and retain consumers. Our business primarily consists of our commerce-driven marketplace (“Weedmaps”), and our fully integrated suite of end-to-end Software-as-a-Service (“SaaS”) solutions software offering (“Weedmaps for Business”).
Our comprehensive business-to-consumer and business-to-business suite of products afford cannabis retailers and brands of all sizes integrated tools to compliantly run their businesses and to reach, convert, and retain consumers. Our business primarily consists of our commerce-driven marketplace (“Weedmaps”), and our fully integrated suite of end-to-end Software-as-a-Service (“SaaS”) solutions software offering (“Weedmaps for Business”).
Costs incurred for enhancements that were expected to result in additional features or functionality are capitalized and expensed over the estimated useful life of the enhancements, generally three years. The accounting for website and internal-use software costs requires us to make significant judgement, assumptions and estimates related to the timing and amount of recognized capitalized software development costs.
Costs incurred for enhancements that were expected to result in additional features or functionality are capitalized and expensed over the estimated useful life of the enhancements, generally three years. The accounting for website and internal-use software costs requires us to make significant judgment, assumptions and estimates related to the timing and amount of recognized capitalized software development costs.
Under this scenario, we would be required to pay to the Class A Unit holders approximately 85% of such amount, or $141.3 million, as of December 31, 2022, over the 15-year period from the Closing Date.
Under this scenario, we would be required to pay to the Class A Unit holders approximately 85% of such amount, or $141.3 million, as of December 31, 2023, over the 15-year period from the Closing Date.
Rapid and significant changes in commodity prices, such as fuel, may negatively affect our revenue if our clients are unable to mitigate inflationary increases through various customer pricing actions and cost reduction initiatives. This could also negatively impact our net dollar retention and our collections on accounts receivable.
Rapid and significant changes in commodity prices may negatively affect our revenue if our clients are unable to mitigate inflationary increases through various customer pricing actions and cost reduction initiatives. This could also negatively impact our net dollar retention and our collections on accounts receivable.
Income Taxes As a result of the Business Combination, WM Technology, Inc. became the sole managing member of WMH LLC, which is treated as a partnership for U.S. federal and most applicable state and local income tax purposes. As a partnership, WMH LLC is not subject to U.S. federal and certain state and local income taxes.
Critical Accounting Estimates Income Taxes As a result of the Business Combination, WM Technology, Inc. became the sole managing member of WMH LLC, which is treated as a partnership for U.S. federal and most applicable state and local income tax purposes. As a partnership, WMH LLC is not subject to U.S. federal and certain state and local income taxes.
Founded in 2008, and headquartered in Irvine, California, WM Technology, Inc. operates a leading online cannabis marketplace for consumers together with a comprehensive set of eCommerce and compliance software solutions for cannabis businesses, which are sold to both storefront locations and delivery operators (“retailers”) and brands in the United States, U.S. territories and Canadian legalized cannabis markets.
Overview Founded in 2008, and headquartered in Irvine, California, WM Technology, Inc. operates a leading online cannabis marketplace for consumers together with a comprehensive set of eCommerce and compliance software solutions for cannabis businesses, which are sold to both storefront locations and delivery operators (“retailers”) and brands in the legalized cannabis markets in states and territories of the United States.
Tax laws and regulations are complex and periodically changing and the determination of our provision for income taxes, including our taxable income, deferred tax assets and tax receivable agreement liability, requires us to make significant judgment, assumptions and estimates.
Tax laws and regulations are complex and periodically changing and the determination of our provision for income taxes, including our taxable income, deferred tax assets and TRA liability, requires us to make significant judgment, assumptions and estimates.
We expect competition to intensify in the future as the regulatory regime for cannabis becomes more settled and the legal market for cannabis becomes more accepted, which may encourage new participants to enter the market, including established companies with substantially greater 58 Table of Contents financial, technical and other resources than existing market participants.
We expect competition to intensify in the future as the regulatory regime for cannabis becomes more settled and the legal market for cannabis becomes more accepted, which may encourage new participants to enter the market, including established companies with substantially greater financial, technical and other resources than existing market participants.
In connection with the Business Combination, we entered into a tax receivable agreement (“TRA”) with continuing members that provides for a payment to the continuing members of 85% of the amount of tax benefits, if any, that WM Technology, Inc. realizes, or is deemed to realize, as a result of redemptions or exchanges of WMH Units.
In connection with the Business Combination, we entered into a TRA with continuing members that provides for a payment to the continuing members of 85% of the amount of tax benefits, if any, that WM Technology, Inc. realizes, or is deemed to realize, as a result of redemptions or exchanges of WMH Units.
We operate in the United States, Canada and other foreign jurisdictions where medical and/or adult cannabis use is legal under state or national law. As of December 31, 2022, we actively operated in over 30 U.S. states and territories that have adult-use and/or medical-use regulations in place.
We operate in the United States, Canada and other foreign jurisdictions where medical and/or adult cannabis use is legal under state or national law. As of December 31, 2023, we actively operated in over 35 U.S. states and territories that have adult-use and/or medical-use regulations in place.
In addition to historical financial information, the following discussion and analysis contains forward-looking statements that involve risks, uncertainties and assumptions. Our actual results and timing of selected events may differ materially from those anticipated in these forward-looking statements as a result of many factors, including those discussed under “Risk Factors” and elsewhere herein.
Risk Factors.” In addition to historical financial information, the following discussion and analysis contains forward-looking statements that involve risks, uncertainties and assumptions. Our actual results and timing of selected events may differ materially from those anticipated in these forward-looking statements as a result of many factors, including those discussed under “Item 1A. Risk Factors” and elsewhere herein.
Assuming a reinstatement of the TRA liability, there are several assumptions that would be relevant such as, no material changes in relevant tax law, that there are no future redemptions or exchanges of Class A Units and that we earn sufficient taxable income to realize all tax benefits that are subject to the tax receivable agreement, the tax savings associated with acquisitions of common units in the 66 Table of Contents Business Combination would aggregate to approximately $166.3 million, as of December 31, 2022, over 15 years from Closing Date.
Assuming a reinstatement of the TRA liability, there are several assumptions that would be relevant such as, no material changes in relevant tax law, that there are no future redemptions or exchanges of Class A Units and that we earn sufficient taxable income to realize all tax benefits that are subject to the TRA, the tax savings associated with acquisitions of common units in the Business Combination would aggregate to approximately $166.3 million, as of December 31, 2023, over 15 years from Closing Date.
Each of EBITDA, Adjusted EBITDA and Adjusted EBITDA before Provision for Doubtful Accounts has limitations as an analytical tool, and you should not consider any of these non-GAAP financial measures in isolation or as a substitute for analysis of our results as reported under GAAP.
Each of EBITDA and Adjusted EBITDA has limitations as an analytical tool, and you should not consider any of these non-GAAP financial measures in isolation or as a substitute for analysis of our results as reported under GAAP.
If our brand promotion activities are not successful, our operating results and growth may be adversely impacted. Investments in Growth We intend to continue to make focused organic and inorganic investments to grow our revenue and scale operations to support that growth.
If our brand promotion activities are not successful, our operating results and growth may be adversely impacted. 53 Table of Contents Investments in Growth We intend to continue to make focused organic and inorganic investments to grow our revenue and scale operations to support that growth.
Some of these limitations are as follows: • although depreciation and amortization are non-cash charges, the assets being depreciated and amortized may have to be replaced in the future, and EBITDA, Adjusted EBITDA and Adjusted EBITDA before Provision for Doubtful Accounts do not reflect cash capital expenditure requirements for such replacements or for new capital expenditure requirements; • EBITDA, Adjusted EBITDA and Adjusted EBITDA before Provision for Doubtful Accounts do not reflect changes in, or cash requirements for, our working capital needs; and • EBITDA, Adjusted EBITDA and Adjusted EBITDA before Provision for Doubtful Accounts do not reflect tax payments that may represent a reduction in cash available to us.
Some of these limitations are as follows: 58 Table of Contents • although depreciation and amortization are non-cash charges, the assets being depreciated and amortized may have to be replaced in the future, and EBITDA and Adjusted EBITDA do not reflect cash capital expenditure requirements for such replacements or for new capital expenditure requirements; • EBITDA and Adjusted EBITDA do not reflect changes in, or cash requirements for, our working capital needs; and • EBITDA and Adjusted EBITDA do not reflect tax payments that may represent a reduction in cash available to us.
Accordingly, the use of different market assumptions and/or different valuation techniques may have a material effect on the estimated fair value, and such changes could materially impact our results of operations in future periods. As of December 31, 2022 and December 31, 2021, warrant liability was $2.1 million and $27.5 million, respectively.
Accordingly, the use of different market assumptions and/or different valuation techniques may have a material effect on the estimated fair value, and such changes could materially impact our results of operations in future periods. As of December 31, 2023 and December 31, 2022, warrant liability was $0.6 million and $2.1 million, respectively.
General and administrative expenses also include provision for doubtful accounts and professional and outside services related to legal and other consulting services. General and administrative expenses are primarily driven by increases in headcount required to support business growth and meeting our obligations as a public company.
General and administrative expenses also include provision for doubtful accounts and professional and outside services related to legal and other consulting services. General and administrative expenses are primarily driven by headcount required to support our business and meet our obligations as a public company.
For the years ended December 31, 2022 and 2021, we recognized stock-based compensation expense of $23.5 million and $29.3 million, respectively. See Note 13 to our consolidated financial statements included herein. Capitalized Software Development Costs We capitalize certain costs related to the development and enhancement of the Weedmaps platform and SaaS solutions.
For the years ended December 31, 2023 and 2022, we recognized stock-based compensation expense of $13.5 million and $23.5 million, respectively. See Note 14, “Stock-based Compensation,” to our consolidated financial statements included herein. Capitalized Software Development Costs We capitalize certain costs related to the development and enhancement of the Weedmaps platform and SaaS solutions.
The net cash inflows from changes in operating assets and liabilities were primarily due to an increase in accounts receivable of $16.3 million, a decrease in deferred revenue of $1.9 million, partially offset by a decrease in prepaid expenses and other assets of $7.2 million and an increase in accounts payable and accrued expenses of $14.1 million.
The net cash outflows from changes in operating assets and liabilities were primarily due to an increase in accounts receivables of $16.3 million, a decrease in deferred revenue of $1.9 million, a decrease in operating lease liabilities of $5.5 million, partially offset by a decrease in prepaid expenses and other current assets of $7.2 million and an increase in accounts payable and accrued expenses of $14.9 million.
We recognize revenue by applying the following steps: the contract with the customer is identified; the performance obligations in the contract are identified; the transaction price is determined; the transaction price is allocated to the performance obligations in the contract; and revenue is recognized when (or as) we satisfy these performance obligations in an amount that reflects the consideration we expect to be entitled to in exchange for those services.
We recognize revenue by applying the following five steps: the contract with the customer is identified; the performance obligations in the contract are identified; the 61 Table of Contents transaction price is determined; the transaction price is allocated to the performance obligations in the contract; and revenue is recognized when (or as) we satisfy these performance obligations in an amount that reflects the consideration it expects to be entitled to in exchange for those services.
Accordingly, we believe that EBITDA, Adjusted EBITDA and Adjusted EBITDA before Provision for Doubtful Accounts provide useful information to investors and others in understanding and evaluating our operating results in the same manner as our management.
Accordingly, we believe that EBITDA and Adjusted EBITDA provide useful information to investors and others in understanding and evaluating our operating results in the same manner as our management.
We expect that the payments we will be required to make under the tax receivable agreement will not be substantial, and therefore, in conjunction with the recording of a full valuation allowance on the related TRA deferred tax assets, we have also written off the remainder of the TRA liabilities as of December 31, 2022.
We expect that the payments we will be required to make under the TRA will not be substantial, and therefore, in conjunction with the recording of a full valuation allowance on the related TRA deferred tax assets, we have also adjusted the TRA liabilities as of December 31, 2023.
Net cash used in operating activities for the year ended December 31, 2022 was $11.6 million, which resulted from net loss of $82.7 million, together with a net cash inflows of $3.2 million from changes in operating assets and liabilities and non-cash items of $67.9 million, consisting of depreciation and amortization of $11.5 million, fair value of warrant liability of $25.4 million, impairment loss of $4.3 million, stock-based compensation expense of $23.5 million, tax receivable agreement remeasurement of $142.4 million, changes in deferred tax assets of $179.1 million and provision for doubtful accounts of $17.2 million.
Net cash used in operating activities for the year ended December 31, 2022 was $11.6 million , which resulted from net loss of $82.7 million, together with net cash outflows of $1.5 million from changes in operating assets and liabilities and non-cash items of $72.5 million, consisting of depreciation and amortization of $11.5 million, fair value of warrant liability of $25.4 million, asset impairment charges of $4.3 million, stock-based compensation expense of $23.5 million, TRA remeasurement of $142.4 million, amortization of right of use lease assets of $4.7 million, changes in deferred tax assets of $179.1 million and provision for doubtful accounts of $17.2 million.
We have grown the Weedmaps marketplace to become the premier destination for cannabis consumers to discover and browse information regarding cannabis and cannabis products with 5,457 average monthly paying business clients during the year ended December 31, 2022, on the supply-side of our marketplace. These paying clients include retailers, brands and other client types (such as doctors).
The Weedmaps marketplace is a premier destination for cannabis consumers to discover and browse information regarding cannabis and cannabis products with 5,419 average monthly paying business clients during the year ended December 31, 2023, on the supply-side of our marketplace. These paying clients include retailers, brands and other client types (such as doctors).
Cost of Revenues (Exclusive of Depreciation and Amortization) Cost of revenues primarily consists of web hosting, internet service and credit card processing costs. Cost of sales is primarily driven by increases in revenue leading to increases in credit card processing and web hosting cost.
Cost of Revenues (Exclusive of Depreciation and Amortization) Cost of revenues excludes depreciation and amortization expense and primarily consists of web hosting, internet service and credit card processing costs. Cost of revenues is primarily driven by fluctuations in revenue leading to increases or decreases in credit card processing and web hosting cost.
The increase was primarily due to a full valuation allowance that was recorded against our deferred tax assets during the year ended December 31, 2022. See Note 15 to our consolidated financial statements included herein.
The decrease was primarily due to a full valuation allowance that was recorded against our deferred tax assets during the year ended December 31, 2022. See Note 16, “Income Taxes,” to our consolidated financial statements included herein.
In evaluating this information, considerable judgment is required to interpret the data used to develop the assumptions and estimates. The estimates of fair value may not be indicative of the amounts that could be realized in a current market exchange.
The fair value of the Private Placement Warrants may change significantly as additional data is obtained. In evaluating this information, considerable judgment is required to interpret the data used to develop the assumptions and estimates. The estimates of fair value may not be indicative of the amounts that could be realized in a current market exchange.
Payments under the tax receivable agreement are not conditioned on the Class A Unit holders’ continued ownership of us. See Note 15 to our consolidated financial statements included herein. Critical Accounting Policies and Estimates Our consolidated financial statements are prepared in accordance with GAAP.
Payments under the TRA are not conditioned on the Class A Unit holders’ continued ownership of us. See Note 16, “Income Taxes,” to our consolidated financial statements included herein. Critical Accounting Policies and Estimates Our consolidated financial statements are prepared in accordance with GAAP.
Cash Flows Years Ended December 31, 2022 2021 2020 (in thousands) Net cash (used in) provided by operating activities $ (11,621) $ 30,190 $ 39,236 Net cash used in investing activities $ (17,768) $ (30,435) $ (1,311) Net cash (used in) provided by financing activities $ (9,805) $ 48,103 $ (22,974) Net Cash (Used in) Provided by Operating Activities Cash from operating activities consists primarily of net (loss) income adjusted for certain non-cash items, including depreciation and amortization, change in fair value of warrant liability, change in tax receivable agreement liability, impairment loss, stock-based compensation, provision for doubtful accounts, deferred taxes and the effect of changes in working capital.
Cash Flows Years Ended December 31, 2023 2022 2021 (in thousands) Net cash provided by (used in) operating activities $ 22,928 $ (11,621) $ 30,190 Net cash used in investing activities $ (11,871) $ (17,768) $ (30,435) Net cash provided by (used in) financing activities $ (5,290) $ (9,805) $ 48,103 Net Cash Provided by (Used In) Operating Activities Cash from operating activities consists primarily of net income (loss) adjusted for certain non-cash items, including depreciation, amortization and asset impairments, change in fair value of warrant liability, change in TRA liability, stock-based compensation, deferred taxes, impairment loss, provision for doubtful accounts and the effect of changes in working capital.
As we continue to expand the presence and increase the number of consumers on the Weedmaps marketplace and broaden our offerings, we generate more value for our business clients. As we continue to expand the presence and increase the number of cannabis businesses listed on weedmaps.com, we become a more compelling marketplace for consumers.
As we continue to expand the presence and increase the number of cannabis businesses listed on weedmaps.com, we become a more compelling marketplace for consumers.
For the years ended December 31, 2022 and 2021, we capitalized $15.5 million and $7.4 million of costs related to the development of software applications.
For the years ended December 31, 2023 and 2022, we capitalized $13.1 million and $15.5 million of costs related to the development of software applications.
Significant estimates and assumptions in valuing acquired intangible assets and liabilities include projected cash flows attributable to the assets or liabilities, asset useful lives and discount rates.
The accounting for goodwill and intangible assets requires us to make significant judgement, estimates and assumptions. Significant estimates and assumptions in valuing acquired intangible assets and liabilities include projected cash flows attributable to the assets or liabilities, asset useful lives and discount rates.
In addition, any client may choose to purchase multiple listing solutions for each of their retail websites or businesses. Average monthly paying clients for the year ended December 31, 2022 increased 26% to 5,457 average monthly paying clients from 4,337 average monthly paying clients in the same period in 2021.
In addition, any client may choose to purchase multiple listing solutions for each of their retail websites or businesses. Average monthly paying clients for the year ended December 31, 2023 decreased by approximately 1% to 5,419 average monthly paying clients from 5,457 average monthly paying clients in the same period in 2022.
To provide investors with additional information regarding our financial results, we have disclosed EBITDA, Adjusted EBITDA and Adjusted EBITDA before Provision for Doubtful Accounts, all of which are non-GAAP financial measures that we calculate as net income (loss) before interest, taxes and depreciation and amortization expense in the case of EBITDA and further adjusted to exclude stock-based compensation, change in fair value of warrant liability, change in tax receivable agreement liability, impairment charges, transaction related bonuses, transaction costs, legal settlements and other legal costs, reduction in force and executive departures and other non-cash, unusual and/or infrequent costs in the case of Adjusted EBITDA.
To provide investors with additional information regarding our financial results, we have disclosed EBITDA and Adjusted EBITDA, both of which are non-GAAP financial measures that we calculate as net income (loss) before interest, taxes and depreciation and amortization expense in the case of EBITDA and further adjusted to exclude stock-based compensation, change in fair value of warrant liability, transaction related bonus, legal settlements and other legal costs, discharge of holdback obligation related to prior acquisition, reduction in force, asset impairment charges, transaction costs, change in TRA liability and other non-cash, unusual and/or infrequent costs in the case of Adjusted EBITDA.
Prices of certain commodity products, including gas prices, are historically volatile and subject to fluctuations arising from changes in domestic and international supply and demand, labor costs, competition, market speculation, government regulations, trade restrictions and tariffs, inflation and the military conflict between Russia and Ukraine.
Prices of certain commodity products, including gas prices, are historically volatile and subject to fluctuations arising from changes in domestic and international supply and demand, labor costs, competition, market speculation, government regulations, trade restrictions and tariffs, inflation, the military conflict between Russia and Ukraine and the recent state of war 52 Table of Contents between Israel and Hamas and the related risk of a larger regional conflict.
For those trade receivables that do not share similar risk characteristics, the allowance for expected credit losses is calculated on an individual basis. Risk characteristics relevant to our accounts receivable include balance of customer account and aging status.
For those trade receivables that do not share similar risk characteristics, the allowance for expected credit losses is calculated on an individual basis. Risk characteristics relevant to our accounts receivable include balance of customer account and aging status. The allowance for credit losses was $8.7 million and $12.2 million as of December 31, 2023 and December 31, 2022, respectively.
In connection with such potential future tax benefits resulting from the Business Combination, we have established a deferred tax asset for the additional tax basis and a corresponding TRA liability of 85% of the expected benefit. The remaining 15% is recorded within paid-in capital. To date, no payments have been made with respect to the TRA.
In connection with such potential future tax benefits resulting from the Business Combination and subsequent redemptions or exchanges of WHM Units, we have established a deferred tax asset for the additional tax basis and a corresponding TRA liability of 85% of the expected benefit. The remaining 15% is recorded within paid-in capital.
Liquidity and Capital Resources The following tables show our cash, accounts receivable and working capital as of the dates indicated: As of December 31, 2022 2021 (in thousands) Cash $ 28,583 $ 67,777 Accounts receivable, net $ 17,438 $ 17,550 Working capital $ 8,660 $ 61,134 As of December 31, 2022 and December 31, 2021, we had cash of $28.6 million and $67.8 million, respectively.
Liquidity and Capital Resources The following tables show our cash, accounts receivable and working capital as of the dates indicated: As of December 31, 2023 2022 (in thousands) Cash $ 34,350 $ 28,583 Accounts receivable, net $ 11,158 $ 17,438 Working capital $ 17,771 $ 8,660 As of December 31, 2023 and December 31, 2022, we had cash of $34.4 million and $28.6 million, respectively.
The fair value of the Public Warrants is classified as Level 1 financial instruments and is based on the publicly listed trading price of our Public Warrants. The fair value of the Private Warrants is determined with Level 3 inputs using the Black-Scholes model. The fair value of the Private Placement Warrants may change significantly as additional data is obtained.
The warrants are measured at fair value under ASC 820 - Fair Value Measurements . The fair value of the Public Warrants is classified as Level 1 financial instruments and is based on the publicly listed trading price of our Public Warrants. The fair value of the Private Warrants is determined with Level 3 inputs using the Black-Scholes model.
Regulation and Maturation of Cannabis Markets We believe that we will have significant opportunities for greater growth as more jurisdictions legalize cannabis for medical and/or adult-use and the regulatory environment continues to develop. Thirty-eight states, the District of Columbia, Puerto Rico, the Virgin Islands and Guam have legalized some form of cannabis use for certain medical purposes.
Regulation and Maturation of Cannabis Markets We believe that we will have significant opportunities for greater growth as more jurisdictions legalize cannabis for medical and/or adult-use and the regulatory environment continues to develop.
Net Cash (Used in) Provided by Financing Activities Net Cash used in financing activities for the year ended December 31, 2022 was $9.8 million, which resulted from $2.4 million of distribution payments to members of WMH LLC and $7.3 million for repayment of insurance premium financing.
Net cash from financing activities for the year ended December 31, 2022 was $9.8 million, which resulted from $7.3 million for repayment of insurance premium financing and $2.4 million of distribution payments to members of WMH LLC. Contractual Obligations and Commitments We have non-cancellable contractual agreements primarily related to leases and other purchase obligations.
For the year ended December 31, 2022, featured and deal listings, Weedmaps for Business and other SaaS subscriptions and other ad solutions represented 69%, 24% and 7% of our total revenues, respectively.
For the year ended December 31, 2023, featured and deal listings, Weedmaps for Business and other ad solutions represented 67%, 25% and 8% of our total net revenues, respectively.
We present EBITDA, Adjusted EBITDA and Adjusted EBITDA before Provision for Doubtful Accounts because these metrics are a key measure used by our management to evaluate our operating performance, generate future operating plans and make strategic decisions regarding the allocation of investment capacity.
Below we have provided a reconciliation of net loss (the most directly comparable GAAP financial measure) to EBITDA; and from EBITDA to Adjusted EBITDA. We present EBITDA and Adjusted EBITDA because these metrics are a key measure used by our management to evaluate our operating performance, generate future operating plans and make strategic decisions regarding the allocation of investment capacity.
The net cash outflows from changes in operating assets and liabilities were primarily due to an increase in accounts receivables of $6.8 million, a decrease in accounts payable and accrued expenses of $0.3 million and an increase in prepaid expenses and other current assets of $3.0 million.
The net cash outflows from changes in operating assets and liabilities were primarily due to a decrease in accounts payable and accrued expenses of $15.3 million, a decrease in operating lease liabilities of $6.3 million and a decrease in deferred revenue of $0.3 million, partially offset by a decrease in accounts receivable of $4.5 million and a decrease in prepaid expenses and other assets of $3.3 million.
We expect to fund our near-term capital expenditures from cash provided by operating activities. We believe that our existing cash and cash generated from operations will be sufficient to meet our anticipated cash needs for at least the next 12 months.
We expect to fund our liquidity requirements from cash and working capital on hand at December 31, 2023, as well as from cash provided by operating activities. We believe 59 Table of Contents that our existing cash and cash generated from operations will be sufficient to meet our anticipated cash needs for at least the next 12 months.
The increase was primarily related to an increase in personnel-related costs of $25.4 million, an increase in outside service of $3.5 million and an increase in travel expense of $0.9 million, offset by decreases in web advertising expense of $2.9 million and events expense of $0.8 million.
Sales and Marketing Expenses The decrease in sales and marketing expenses was primarily related to a decrease in personnel-related costs of $27.0 million, a decrease in outside service of $5.7 million, a decrease in web advertising expense of $2.3 million, a decrease in travel expense of $0.4 million, a decrease in print and products expense of $0.4 million and a decrease in events expense of $0.4 million, partially offset by an increase in branding and advertising expense of $0.4 million.
During the second quarter of fiscal year 2021, we completed the Business Combination, resulting in proceeds of approximately $80.0 million. Our funds are being used for funding our current operations and potential strategic acquisitions in the future. We also intend to increase our capital expenditures to support the organic growth in our business and operations.
Our funds are being used for funding our current operations and potential strategic acquisitions in the future. We also intend to increase our capital expenditures to support the organic growth in our business and operations.
General and Administrative Expenses General and administrative expenses consist primarily of payroll, benefit costs and stock-based compensation expense for our employees involved in general corporate functions including our senior leadership team as well as costs associated with the use by these functions of software and facilities and equipment, such as rent, insurance and other occupancy expenses.
We believe that continued investment in our platform is important for our growth and expect our product development expenses will increase in a manner consistent with revenue growth as our operations grow. 54 Table of Contents General and Administrative Expenses General and administrative expenses consist primarily of payroll, benefit costs and stock-based compensation expense for our employees involved in general corporate functions including our senior leadership team as well as costs associated with the use by these functions of software and facilities and equipment, such as rent, insurance and other occupancy expenses.
Years Ended December 31, 2022 2021 2020 (dollars in thousands, except for revenue per paying client) Revenues $ 215,531 $ 193,146 $ 161,791 Net (loss) income $ (82,651) $ 152,218 $ 38,830 EBITDA (1) $ 107,924 $ 156,042 $ 42,808 Adjusted EBITDA (1) $ (9,633) $ 31,698 $ 42,808 Average monthly revenue per paying client (2) $ 3,291 $ 3,711 $ 3,256 Average monthly paying clients (3) 5,457 4,337 4,140 ___________________________ (1) For further information about how we calculate EBITDA and Adjusted EBITDA as well as limitations of its use and a reconciliation of EBITDA and Adjusted EBITDA to net income (loss), see “Net Income (Loss) to EBITDA, Adjusted EBITDA and Adjusted EBITDA before Provision for Doubtful Accounts” below.
For a detailed discussion of our results of operations, see “Results of Operations” below. 51 Table of Contents Years Ended December 31, 2023 2022 2021 (dollars in thousands, except for revenue per paying client) Net revenues $ 187,993 $ 215,531 $ 193,146 Net income (loss) $ (15,727) $ (82,651) $ 152,218 EBITDA (1) $ (3,534) $ 107,924 $ 156,042 Adjusted EBITDA (1) $ 36,907 $ (9,633) $ 31,698 Average monthly revenue per paying client (2) $ 2,891 $ 3,291 $ 3,711 Average monthly paying clients (3) 5,419 5,457 4,337 ___________________________ (1) For further information about how we calculate EBITDA and Adjusted EBITDA as well as limitations of its use and a reconciliation of EBITDA and Adjusted EBITDA to net income (loss), see “Net Income (Loss) to EBITDA and Adjusted EBITDA” in Non-GAAP Financial Measurements below.
We intend to explore new expansion opportunities as additional jurisdictions legalize cannabis for medical or adult use and leverage our business model informed by our 14-year operating history to enter new markets.
Eight additional states have legalized forms of low-potency cannabis, for select medical conditions. Only three states continue to prohibit cannabis entirely. We intend to explore new expansion opportunities as additional jurisdictions legalize cannabis for medical or adult use and leverage our business model informed by our 15-year operating history to enter new markets.
A change in U.S. federal regulations could result in our ability to engage in such monetization efforts without adverse consequences to our business. Our long-term growth depends on our ability to successfully capitalize on new and existing cannabis markets.
A change in U.S. federal regulations could result in our ability to engage in such monetization efforts without adverse consequences to our business.
We expect our cost of revenue to continue to increase on an absolute basis and remain relatively flat as a percentage of revenue as we scale our business and inventory costs related to multi-media offerings Selling and Marketing Expenses Selling and marketing expenses consist of salaries and benefits, stock-based compensation expense, travel expense and incentive compensation for our sales and marketing employees.
We expect our cost of revenue to continue to increase on an a bsolute basis and remain relatively flat as a percentage of revenue as we scale our business and inventory costs related to multi-media offerings.
Therefore, we consider these to be our critical accounting policies and estimates. For further information on all of our significant accounting policies, see Note 2 to our consolidated financial statements included herein. Revenue Recognition Our revenues are derived primarily from monthly subscriptions and additional offerings for access to the Weedmaps marketplace and SaaS solutions.
Therefore, we consider these to be our critical accounting policies and estimates. For further information on all of our significant accounting policies, see Note 2, “Summary of Significant Accounting Policies,” to our consolidated financial statements included herein. Critical Accounting Policies Revenue Recognition We recognize revenue when the fundamental criteria for revenue recognition are met.
In accordance with authoritative guidance, we began to capitalize these costs when preliminary development efforts were successfully completed, management has authorized and committed project funding, and it was probable that the project would be completed and the software would be used as intended.
In accordance with authoritative guidance, we capitalize these costs when the preliminary development project stage is completed, management has authorized further funding for the completion of the project, and it is probable that the project will be completed and performed as intended.
See Note 15 to our consolidated financial statements included herein. 60 Table of Contents Results of Operations The following tables set forth our results of operations for the periods presented and express the relationship of certain line items as a percentage of net sales for those periods. The period-to-period comparison of financial results is not necessarily indicative of future results.
See Note 16, “Income Taxes,” to our consolidated financial statements included herein. 55 Table of Contents Results of Operations The following table sets forth our results of operations for the periods presented and expresses the relationship of certain line items as a percentage of net revenues for those periods.
Seasonality Our rapid growth and recent changes in legislation have historically offset seasonal trends in our business. While seasonality has not had a significant impact on our results in the past, our clients may experience seasonality in their businesses 64 Table of Contents which in turn can impact the revenue generated from them.
While seasonality has not had a significant impact on our results in the past, our clients may experience seasonality in their businesses which in turn can impact the revenue generated from them. Our business may become more seasonal in the future and historical patterns in our business may not be a reliable indicator of future performance.
We define actively operated markets as those U.S. states or territories with greater than $1,000 monthly revenue. Our mission is to power a transparent and inclusive global cannabis economy. Our technology addresses the challenges facing both consumers seeking to understand cannabis products and businesses who serve cannabis users in a legally compliant fashion.
Substantially all of our revenue was generated in the United States during the periods presented. We define actively operated markets as those U.S. states or territories with greater than $1,000 monthly revenue. Our mission is to power a transparent and inclusive global cannabis economy.
We calculate this metric by dividing the average monthly revenue for any particular period by the average monthly number of paying clients in the same respective period.
We calculate this metric by dividing the average monthly revenue for any particular period by the average monthly number of paying clients in the same respective period. The decline in our average monthly revenue per paying client for the years ended December 31, 2023 was due to spend declines in established markets.
We sell our Weedmaps for Business suite in the United States, currently offer some of our Weedmaps for Business solutions in Canada and have a limited number of non-monetized listings in several other countries including Austria, Germany, the Netherlands, Spain and Switzerland.
Further, these clients, who can choose to purchase multiple listings solutions for each business, had purchased over 7,800 listing pages as of December 31, 2023. We sell our Weedmaps for Business suite in the United States and have a limited number of non-monetized listings in several other countries including Austria, Canada, Germany, the Netherlands, Spain and Switzerland.
ITEM 7. MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS The following discussion and analysis of our financial condition and results of operations should be read together with our consolidated financial statements and the related notes to those statements included herein.
ITEM 7. MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS The following discussion and analysis of the financial condition and results of operations of WM Technology, Inc. should be read in conjunction with our consolidated financial statements and related notes included in this Form 10-K, as well as the discussion under “Item 1A.
Net Cash Used in Investing Activities Net cash used in investing activities for the year ended December 31, 2022 was $17.8 million, which resulted from $0.7 million net cash paid for acquisitions, $16.1 million cash paid for purchases of property and equipment, including certain capitalized software development cost, and $1.0 million cash paid for an acquisition holdback release.
Net cash used in investing activities for the year ended December 31, 2022 was $17.8 million, which resulted from $16.1 million cash paid for purchases of property and equipment, including certain capitalized software development cost, $1.0 million cash paid for other investments and $0.7 million net cash paid for acquisitions, Net Cash Provided by (Used in) Financing Activities Net Cash used in financing activities for the year ended December 31, 2023 was $5.3 million, which resulted from $7.2 million of distribution payments to members of WMH LLC, $1.5 million for repayment of insurance premium financing and $0.4 million in proceeds from collection of related party note receivable.
These investments serve to deepen the consumer experience with our platform and continue to provide a high level of support to our business clients. 54 Table of Contents Key Operating and Financial Metrics We monitor the following key financial and operational metrics to evaluate our business, measure our performance, identify trends affecting our business, formulate business plans and make strategic decisions.
Key Operating and Financial Metrics We monitor the following key financial and operational metrics to evaluate our business, measure our performance, identify trends affecting our business, formulate business plans and make strategic decisions.
Provision for (Benefit from) Income Taxes Years Ended December 31, Change 2022 2021 ($) (%) (dollars in thousands) Provision for (benefit from) income taxes $ 179,077 $ (601) $ 179,678 N/M Percentage of revenue 83 % — % ________________________________ N/M - Not meaningful Provision for income taxes increased by $179.7 million for the year ended December 31, 2022 compared to the same period in 2021.
Provision for (Benefit from) Income Taxes Years Ended December 31, Change 2023 2022 ($) (%) (dollars in thousands) Provision for (benefit from) income taxes $ 93 $ 179,077 $ (178,984) (100) % Provision for income taxes decreased by $179.0 million for the year ended December 31, 2023 compared to the same period in 2022.
The decrease in net income of $234.9 million was primarily due to an increase in operating expense of $83.8 million, which includes severance costs of $8.1 million related to the reduction in force and executive departures that occurred in the second half of 2022, a comparatively unfavorable change in fair value of warrant liability of $141.1 million and an increase in provision from income taxes of $179.7 million resulting from the full valuation recorded against our deferred tax assets, offset by an increase in revenue of $22.4 million, an income from the change in tax receivables agreement liability of $142.4 million resulting from the remeasurement of the Tax Receivable Agreement liability and a decrease in other expense of $5.0 million, which primarily relates to the transaction costs incurred in the year ended December 31, 2021, related to the warrant liability.
The decrease in net loss of $66.9 million was primarily due to a decrease in revenue of $27.5 million, a decrease in comparatively favorable change in fair value of warrant liability of $23.9 million, a decrease in income from the change in tax receivables agreement liability of $143.6 million resulting from the remeasurement of the TRA liability, a decrease in total costs and expenses of $78.7 million, a decrease in provision from income taxes of $179.0 million resulting from the full valuation recorded against our deferred tax assets during the year ended December 31, 2022 and an increase in other expense of $4.2 million.
Over the past 14 years, Weedmaps has become a premier destination for cannabis consumers to discover and browse information regarding cannabis and cannabis products, permitting product discovery and order-ahead for pickup or delivery by participating retailers.
Our technology addresses the challenges facing both consumers seeking to understand cannabis products and businesses who serve cannabis users in a legally compliant fashion. Since our founding in 2008, Weedmaps has become a premier destination for cannabis consumers to discover and browse information regarding cannabis and cannabis products, permitting product discovery and order-ahead for pickup or delivery by participating retailers.
Twenty-one of those states, the District of Columbia, Guam and Northern Mariana have legalized cannabis for adults for non-medical purposes as well (sometimes referred to as adult or recreational use). Nine additional states have legalized forms of low-potency cannabis, for select medical conditions. Only three states continue to prohibit cannabis entirely.
Currently , thirty-nine states, the District of Columbia, Puerto Rico, the Virgin Islands, Guam and the Northern Mariana have legalized some form of cannabis use for certain medical purpose s. Twenty-four of those states, the District of Columbia, Guam and Northern Mariana have legalized cannabis for adults for non-medical purposes as well (sometimes referred to as adult or recreational use).
Weedmaps for Business is a set of eCommerce-enablement tools designed to help retailers and brands get the best out of the Weedmaps’ consumer experience, create labor efficiencies and manage compliance needs. We hold a strong belief in the importance of enabling safe, legal access to cannabis for consumers worldwide.
Weedmaps for Business is a set of eCommerce-enablement tools designed to help retailers and brands get the best out of the Weedmaps’ consumer experience, create labor efficiencies and manage compliance needs. As we continue to expand the presence and increase the number of consumers on the Weedmaps marketplace and broaden our offerings, we generate more value for our business clients.
The increase was primarily driven by a 26% increase in average monthly paying clients. Our growth in average monthly paying clients primarily reflects growth in our featured and deal listings of $11.1 million, Weedmaps for Business and other SaaS subscriptions of $8.1 million and other ad solutions of $3.2 million.
The decrease was primarily driven by a decrease in average monthly revenue per paying client primarily as a result of a decrease in revenue from our Featured Listings and WM Deal products of $23.1 million, Weedmaps for Business of $3.9 million and other WM Ad solutions of $0.5 million.
Net cash used in investing activities for the year ended December 31, 2021 was $30.4 million, which resulted from $16.0 million net cash paid for acquisitions, $7.9 million cash paid for purchases of property and equipment, including certain capitalized software development cost, and $6.5 million cash paid for other investments.
The changes in operating assets and liabilities are mostly due to fluctuations in timing of cash receipts and payments. 60 Table of Contents Net Cash Used in Investing Activities Net cash used in investing activities for the year ended December 31, 2023 was $11.9 million, which resulted from $11.9 million cash paid for purchases of property and equipment, including certain capitalized software development cost.
Our calculation of the TRA asset and liability requires estimates of its future qualified taxable income over the term of the TRA as a basis to determine if the related tax benefits are expected to be realized. 67 Table of Contents Based on the weight of all available evidence, both positive and negative, we determined during the fourth quarter of 2022 that a full valuation allowance is required against our net deferred tax assets.
Our calculation of the TRA asset and liability requires estimates of its future qualified taxable income over the term of the TRA as a basis to determine if the related tax benefits are expected to be realized.
Furthermore, we compete with cannabis-focused and general two-sided marketplaces, internet search engines and various other newspaper, television and media companies and other software providers.
As regulated markets mature and as we incur expenses to attract paying clients and convert non-paying clients to paying clients, we may generate losses in new markets for an extended period. Furthermore, we compete with cannabis-focused and general two-sided marketplaces, internet search engines and various other newspaper, television and media companies and other software providers.
As operating expenses and capital expenditures fluctuate over time, we may accordingly experience short-term, negative impacts to our operating results and cash flows.
As operating expenses and capital expenditures fluctuate over time, we may accordingly experience short-term, negative impacts to our operating results and cash flows. Components of Our Results of Operations Revenues Our revenues are derived primarily from monthly subscriptions to Weedmaps for Bu siness, featured and deal listings and other WM Ad solutions.
Each market must reach a critical mass of both cannabis businesses and consumers for listing subscriptions, advertising placements and other solutions to have meaningful appeal to potential clients. As regulated markets mature and as we incur expenses to attract paying clients and convert non-paying clients to paying clients, we may generate losses in new markets for an extended period.
Our long-term growth depends on our ability to successfully capitalize on new and existing cannabis markets. Each market must reach a critical mass of both cannabis businesses and consumers for listing subscriptions, advertising placements and other solutions to have meaningful appeal to potential clients.
Contractual Obligations and Commitments We have non-cancellable contractual agreements primarily related to leases. As of December 31, 2022, future payments on our operating leases were $54.9 million. See Note 3 to our consolidated financial statements included herein.
As of December 31, 2023, future payments on our operating leases were $45.0 million. See Note 4, “Leases,” to our consolidated financial statements included herein.
Because of these limitations, you should consider EBITDA, Adjusted EBITDA and Adjusted EBITDA before Provision for Doubtful Accounts alongside other financial performance measures, including net income (loss) and our other GAAP results. 56 Table of Contents A reconciliation of net (loss) income to non-GAAP EBITDA, Adjusted EBITDA and Adjusted EBITDA before Provision for Doubtful Accounts is as follows: Years Ended December 31, 2022 2021 2020 (in thousands) Net (loss) income $ (82,651) $ 152,218 $ 38,830 Provision for (benefit from) income taxes 179,077 (601) — Depreciation and amortization expenses 11,498 4,425 3,978 EBITDA 107,924 156,042 42,808 Stock-based compensation 23,493 29,324 — Change in fair value of warrant liability (25,370) (166,518) — Warrant transaction costs — 5,547 — Impairment 4,317 2,372 — Transaction related bonus expense 10,119 2,200 — Transaction costs 251 2,583 — Legal settlements and other legal costs 3,909 148 — Change in tax receivable agreement liability (142,352) — — Reduction in force and executive departures 8,076 — — Adjusted EBITDA $ (9,633) $ 31,698 $ 42,808 Provision for doubtful accounts 17,216 5,487 1,271 Adjusted EBITDA before provision for doubtful accounts $ 7,583 $ 37,185 $ 44,079 Average Monthly Revenue Per Paying Client Average monthly revenue per paying client measures how much clients, for the period of measurement, are willing to pay us for our subscription and additional offerings and the efficiency of the bid-auction process for our featured listings placements.
A reconciliation of net loss to non-GAAP EBITDA and Adjusted EBITDA is as follows: Years Ended December 31, 2023 2022 2021 (in thousands) Net income (loss) $ (15,727) $ (82,651) $ 152,218 Provision for (benefit from) income taxes 93 179,077 (601) Depreciation and amortization expenses 12,133 11,498 4,425 Interest income (33) — — EBITDA (3,534) 107,924 156,042 Stock-based compensation 13,515 23,493 29,324 Change in fair value of warrant liability (1,505) (25,370) (166,518) Warrant transaction costs — — 5,547 Asset impairment charges 24,403 4,317 2,372 Transaction related bonus expense 3,089 10,119 2,200 Transaction costs — 251 2,583 Legal settlements and other legal costs 3,194 3,909 148 Discharge of holdback obligation related to prior acquisition (3,705) — — Change in tax receivable agreement liability 1,256 (142,352) — Reduction in force (recovery) expense 194 8,076 — Adjusted EBITDA $ 36,907 $ (9,633) $ 31,698 Seasonality The cannabis industry has certain industry holidays that in recent years have resulted in increased purchases by cannabis consumers.
We had an allowance for doubtful accounts of $12.2 million and $5.2 million as of December 31, 2022 and December 31, 2021, respectively. See Note 2 to our consolidated financial statements included herein. Goodwill and Intangible Assets Assets and liabilities acquired from acquisitions are recorded at their estimated fair values.
See Note 2, “Summary of Significant Accounting Policies,” to our consolidated financial statements included herein. Goodwill and Intangible Assets Assets and liabilities acquired from acquisitions are recorded at their estimated fair values. The excess of the purchase price over the estimated fair values of the net assets acquired, including identifiable intangible assets, is recorded as goodwill.
The $25.4 million personnel-related costs include increases in salaries and wages of $15.1 million and payroll tax of $1.0 million, as a result of increased headcount in 2022, bonus expense of $8.9 million and stock-based compensation expense of $0.4 million.
The decrease in personnel-related costs was primarily due to a decline in headcount of approximately 13% in 2023 compared to prior year and includes decreases in salaries and wages of $6.4 million, bonus expense of $3.8 million, stock-based compensation expense of $1.1 million and payroll tax expense of $0.4 million.