Biggest changeWe believe that the year-over- year comparison of results more appropriately reflects the overall performance of the business. 58 Table of Contents Three Months Ended Dec 31, Sep 30, Jun 30, Mar 31, Dec 31, Sep 30, Jun 30, Mar 31, 2022 2022 2022 2022 2021 2021 2021 2021 (In Thousands) Revenue $ 133,636 $ 112,254 $ 109,805 $ 96,723 $ 105,533 $ 83,098 $ 76,524 $ 67,586 Cost of revenue (exclusive of depreciation and amortization shown separately below) 22,830 19,323 18,836 16,877 18,453 13,435 12,291 10,203 Product development 26,376 23,932 23,222 21,588 17,040 16,359 15,120 14,179 Sales, marketing and customer support 28,881 27,118 24,733 26,684 22,659 19,539 19,580 15,534 General and administrative 18,067 19,395 21,529 19,675 23,063 14,465 32,017 11,835 Depreciation and amortization 8,882 8,089 8,317 9,040 8,296 7,492 7,440 7,057 Income (loss) from operations 28,600 14,397 13,168 2,859 16,022 11,808 (9,924) 8,778 Interest expense 224 226 223 232 236 249 297 390 Other (income) expense, net (1,671) 231 145 46 (674) 365 49 (49) Income (loss) before income taxes 30,047 13,940 12,800 2,581 16,460 11,194 (10,270) 8,437 Income tax expense (benefit) 11,979 3,609 2,510 (1,998) (11,848) 3,270 2,298 2,793 Net income (loss) $ 18,068 $ 10,331 $ 10,290 $ 4,579 $ 28,308 $ 7,924 $ (12,568) $ 5,644 The following table sets forth our unaudited consolidated results of operations for the specified periods as a percentage of revenue: Three Months Ended Dec 31, Sep 30, Jun 30, Mar 31, Dec 31, Sep 30, Jun 30, Mar 31, 2022 2022 2022 2022 2021 2021 2021 2021 (as % of Revenue) Revenue 100 % 100 % 100 % 100 % 100 % 100 % 100 % 100 % Cost of revenue (exclusive of depreciation and amortization shown separately below) 17 17 17 17 17 16 16 15 Product development 20 21 21 22 16 20 20 21 Sales, marketing and customer support 22 24 23 28 21 24 26 23 General and administrative 14 17 20 20 22 17 42 18 Depreciation and amortization 7 7 8 9 8 9 10 10 Income (loss) from operations 21 13 12 3 15 14 (13) 13 Interest expense — — — — — — — 1 Other (income) expense, net (1) — — — (1) — — — Income (loss) before income taxes 22 12 12 3 16 13 (13) 12 Income tax expense (benefit) 9 3 2 (2) (11) 4 3 4 Net income (loss) 14 % 9 % 9 % 5 % 27 % 10 % (16) % 8 % 59 Table of Contents The following table presents a reconciliation of Adjusted EBITDA, a non-GAAP financial measure, to the most directly comparable financial measure prepared in accordance with GAAP. Three Months Ended Dec 31, Sep 30, Jun 30, Mar 31, Dec 31, Sep 30, Jun 30, Mar 31, 2022 2022 2022 2022 2021 2021 2021 2021 (In Thousands) Net income $ 18,068 $ 10,331 $ 10,290 $ 4,579 $ 28,308 $ 7,924 $ (12,568) $ 5,644 Net income margin 14% 9% 9% 5% 27% 10% (16%) 8% Depreciation and amortization 8,882 8,089 8,317 9,040 8,296 7,492 7,440 7,057 Stock-based compensation 11,083 10,971 9,259 10,994 9,787 4,848 4,714 2,538 Interest expense 224 226 223 232 237 249 297 390 Income tax expense (benefit) 11,979 3,609 2,510 (1,998) (11,848) 3,270 2,298 2,793 M&A and restructuring costs (recoveries) 5 39 527 653 2,382 1,079 67 (18) Offering, IPO readiness and secondary offering costs 566 726 — — 1,099 318 18,886 3,261 Other (recoveries) costs (245) (228) 2,690 1,197 2,825 878 — 109 Other (income) expense (1,671) 231 145 46 (674) 365 49 (49) Adjusted EBITDA $ 48,891 $ 33,994 $ 33,961 $ 24,743 $ 40,412 $ 26,423 $ 21,183 $ 21,725 Adjusted EBITDA margin 37% 30% 31% 26% 38% 32% 28% 32% Liquidity and Capital Resources The Company’s operations are financed primarily through cash generated from operations.
Biggest changeWe believe that the year-over-year comparison of results more appropriately reflects the overall performance of the business. 55 Table of Contents Three Months Ended Dec 31, Sep 30, Jun 30, Mar 31, Dec 31, Sep 30, Jun 30, Mar 31, 2023 2023 2023 2023 2022 2022 2022 2022 (In Thousands) Revenue $ 172,231 $ 143,974 $ 133,744 $ 122,594 $ 133,636 $ 112,254 $ 109,805 $ 96,723 Cost of revenue (exclusive of depreciation and amortization shown separately below) 30,022 26,466 26,191 23,952 22,830 19,323 18,836 16,877 Product development 32,565 32,315 31,941 28,555 26,376 23,932 23,222 21,588 Sales, marketing and customer support 35,733 32,971 31,537 25,712 28,881 27,118 24,733 26,684 General and administrative 24,748 23,280 19,755 20,188 18,067 19,395 21,529 19,675 Depreciation and amortization 11,520 10,706 9,676 8,983 8,882 8,089 8,317 9,040 Income from operations 37,643 18,236 14,644 15,204 28,600 14,397 13,168 2,859 Interest expense 275 288 247 256 224 226 223 232 Other (income) expense, net (4,373) (1,633) (2,476) (2,734) (1,671) 231 145 46 Income before income taxes 41,741 19,581 16,873 17,682 30,047 13,940 12,800 2,581 Income tax expense (benefit) 8,636 6,234 4,034 5,507 11,979 3,609 2,510 (1,998) Net income $ 33,105 $ 13,347 $ 12,839 $ 12,175 $ 18,068 $ 10,331 $ 10,290 $ 4,579 The following table sets forth our unaudited consolidated results of operations for the specified periods as a percentage of revenue: Three Months Ended Dec 31, Sep 30, Jun 30, Mar 31, Dec 31, Sep 30, Jun 30, Mar 31, 2023 2023 2023 2023 2022 2022 2022 2022 (as % of Revenue) Revenue 100 % 100 % 100 % 100 % 100 % 100 % 100 % 100 % Cost of revenue (exclusive of depreciation and amortization shown separately below) 17 18 20 20 17 17 17 17 Product development 19 22 24 23 20 21 21 22 Sales, marketing and customer support 21 23 24 21 22 24 23 28 General and administrative 14 16 15 16 14 17 20 20 Depreciation and amortization 7 7 7 7 7 7 8 9 Income from operations 22 13 11 12 21 13 12 3 Interest expense — — — — — — — — Other (income) expense, net (3) (1) (2) (2) (1) — — — Income before income taxes 24 14 13 14 22 12 12 3 Income tax expense (benefit) 5 4 3 4 9 3 2 (2) Net income 19 % 9 % 10 % 10 % 14 % 9 % 9 % 5 % Note: Percentages may not sum due to rounding. 56 Table of Contents The following table presents a reconciliation of Adjusted EBITDA, a non-GAAP financial measure, to the most directly comparable financial measure prepared in accordance with GAAP. Three Months Ended Dec 31, Sep 30, Jun 30, Mar 31, Dec 31, Sep 30, Jun 30, Mar 31, 2023 2023 2023 2023 2022 2022 2022 2022 (In Thousands) Net income $ 33,105 $ 13,347 $ 12,839 $ 12,175 $ 18,068 $ 10,331 $ 10,290 $ 4,579 Net income margin 19% 9% 10% 10% 14% 9% 9% 5% Depreciation and amortization 11,520 10,706 9,676 8,983 8,882 8,089 8,317 9,040 Stock-based compensation 16,473 15,791 15,167 11,813 11,083 10,971 9,259 10,994 Interest expense 275 288 247 256 224 226 223 232 Income tax expense (benefit) 8,636 6,234 4,034 5,507 11,979 3,609 2,510 (1,998) M&A and restructuring (recoveries) costs (359) 921 700 — 5 39 527 653 Offering, IPO readiness and secondary offering costs 315 286 122 187 566 726 — — Other (recoveries) costs (164) (267) (266) (267) (245) (228) 2,690 1,197 Other (income) expense (4,373) (1,633) (2,476) (2,734) (1,671) 231 145 46 Adjusted EBITDA $ 65,428 $ 45,673 $ 40,043 $ 35,920 $ 48,891 $ 33,994 $ 33,961 $ 24,743 Adjusted EBITDA margin 38% 32% 30% 29% 37% 30% 31% 26% Liquidity and Capital Resources The Company’s operations are financed primarily through cash generated from operations.
Cost of revenue primarily consists of platform hosting fees, data center costs, software and other technology expenses, and other costs directly associated with data infrastructure; personnel costs, including salaries, bonuses, stock-based compensation and benefits, directly associated with the support and delivery of our software platform and data solutions; and costs from revenue-sharing arrangements with our partners. Product development.
Cost of revenue consists primarily of costs from revenue-sharing arrangements with our partners, platform hosting fees, data center costs, software and other technology expenses, other costs directly associated with data infrastructure, and personnel costs, including salaries, bonuses, stock-based compensation and benefits, directly associated with the support and delivery of our software platform and data solutions. 50 Table of Contents Product development.
Product development expenses primarily consist of personnel costs, including salaries, bonuses, stock-based compensation and benefits, third party vendors and outsourced engineering services, and allocated overhead. We allocate overhead such as information technology infrastructure, rent and occupancy charges based on headcount.
Product development expenses consist primarily of personnel costs, including salaries, bonuses, stock-based compensation and benefits, third party vendors and outsourced engineering services, and allocated overhead. Overhead costs such as information technology infrastructure, rent and occupancy charges are allocated based on headcount.
Adjusted EBITDA is a non-GAAP financial measure. For information on how we compute Adjusted EBITDA and a reconciliation of Adjusted EBITDA to net income, see “Results of Operations — Adjusted EBITDA.” For the years ended December 31, 2022 and December 31, 2021, we generated 90% and 91% of our revenue, respectively, from advertiser customers.
Adjusted EBITDA is a non-GAAP financial measure. For information on how we compute Adjusted EBITDA and a reconciliation of Adjusted EBITDA to net income, see “Results of Operations — Adjusted EBITDA.” 47 Table of Contents For the years ended December 31, 2023 and December 31, 2022, we generated 92% and 90% of our revenue, respectively, from advertiser customers.
Product development expenses are expensed as incurred, except to the extent that such costs are associated with software development that qualifies for capitalization, which are then recorded as capitalized software development costs included in Property, plant and equipment, net on our Consolidated Balance Sheets.
Product development expenses are expensed as incurred, except to the extent that such costs are associated with software development that qualifies for capitalization, which are then recorded as capitalized software development costs included in Property, plant and equipment, net on our Consolidated Balance Sheets. Capitalized software development costs are amortized to depreciation and amortization. Sales, marketing, and customer support.
For the years ended December 31, 2022 and 2021, we generated 10% and 9% of our revenue, respectively, from supply-side customers who use our data analytics to validate the quality of their ad inventory and provide data to their customers to facilitate targeting and purchasing digital ads.
For the years ended December 31, 2023 and 2022, we generated 8% and 10% of our revenue, respectively, from supply-side customers who use our data analytics to validate the quality of their ad inventory and provide data to their customers to facilitate targeting and purchasing of digital ads, which we refer to as Supply-side revenue.
In 2021, approximately 72%, 25% and 3% of Media Transactions Measured were for mobile devices, desktop devices, and emerging digital channels, respectively. For the years ended December 31, 2022 and December 31, 2021, 10% and 9% of our revenue, respectively, was generated from our supply-side customers to validate the quality of their ad inventory.
In 2022, approximately 76%, 20% and 4% of Media Transactions Measured were for mobile devices, desktop devices, and emerging digital channels, respectively. For the years ended December 31, 2023 and December 31, 2022, 8% and 10% of our revenue, respectively, was generated from our supply-side customers to validate the quality of their ad inventory.
Marketing activities, including advertising, promotions, events and other activities increased $1.1 million, personnel travel and entertainment expenses to support marketing and sales activities increased $2.2 million, and allocated rent expense increased $2.2 million.
Marketing activities, including advertising, promotions, events and other activities, increased $1.1 million, and personnel travel and entertainment expenses to support marketing and sales activities increased $1.6 million.
We have experienced rapid growth and achieved significant profitability in recent years as evidenced by the following: ● We generated revenue of $452.4 million for the year ended December 31, 2022 and $332.7 million for the year ended December 31, 2021, representing an increase of 36%. ● Our net income was $43.3 million for the year ended December 31, 2022 and $29.3 million for the year ended December 31, 2021. ● Our Adjusted EBITDA was $141.6 million for the year ended December 31, 2022 and $109.7 million for the year ended December 31, 2021.
We have experienced rapid growth and achieved significant profitability in recent years as evidenced by the following: ● We generated revenue of $572.5 million for the year ended December 31, 2023 and $452.4 million for the year ended December 31, 2022, representing an increase of 27%. ● Our net income was $71.5 million for the year ended December 31, 2023 and $43.3 million for the year ended December 31, 2022. ● Our Adjusted EBITDA was $187.1 million for the year ended December 31, 2023 and $141.6 million for the year ended December 31, 2022.
We derive revenue from our advertising customers based on the volume of Media Transactions Measured on our software platform. Advertisers utilize the DV Authentic Ad, our definitive metric of digital media quality, to evaluate the existence of fraud, brand suitability, viewability and geography for each digital ad.
We derive revenue primarily from our advertiser customers based on the volume of media transactions, or ads, that our software platform measures (“Media Transactions Measured”). Advertisers utilize the DV Authentic Ad, our definitive metric of digital media quality, to evaluate the existence of fraud, brand safety, viewability and geography for each digital ad.
As of December 31, 2022, the Company had cash of $267.8 million and net working capital, consisting of current assets (excluding cash) less current liabilities, of $108.4 million. As of December 31, 2021, the Company had cash of $221.6 million and net working capital, consisting of current assets (excluding cash) less current liabilities, of $89.2 million.
As of December 31, 2023, the Company had cash of $310.1 million and net working capital, consisting of current assets (excluding cash) less current liabilities, of $139.0 million. As of December 31, 2022, the Company had cash of $267.8 million and net working capital, consisting of current assets (excluding cash) less current liabilities, of $108.4 million.
General and Administrative Expenses General and administrative expenses decreased by $2.7 million, or 3%, from $81.4 million in the year ended December 31, 2021 to $78.7 million in the year ended December 31, 2022. Personnel costs, including stock-based compensation, increased $6.2 million.
General and Administrative Expenses General and administrative expenses increased by $9.3 million, or 12%, from $78.7 million in the year ended December 31, 2022 to $88.0 million in the year ended December 31, 2023. Personnel costs, including stock-based compensation, increased by $8.9 million.
Off-Balance Sheet Arrangements During the periods presented, we did not have any off-balance sheet arrangements that have or are reasonably likely to have a current or future effect on our financial condition, changes in financial condition, revenues or expenses, results of operations, liquidity, capital expenditures or capital resources that are material to investors. 62 Table of Contents Critical Accounting Policies and Estimates Management’s discussion and analysis of our financial condition and results of operations is based on our consolidated financial statements, which have been prepared in accordance with GAAP.
Off-Balance Sheet Arrangements During the periods presented, we did not have any off-balance sheet arrangements that have or are reasonably likely to have a current or future effect on our financial condition, changes in financial condition, revenues or expenses, results of operations, liquidity, capital expenditures or capital resources that are material to investors.
The following table presents a reconciliation of Adjusted EBITDA, a non-GAAP financial measure, to the most directly comparable financial measure prepared in accordance with GAAP. Year Ended December 31, 2022 2021 (In Thousands) Net income $ 43,268 $ 29,308 Net income margin 10% 9% Depreciation and amortization 34,328 30,285 Stock-based compensation 42,307 21,887 Interest expense 905 1,172 Income tax expense (benefit) 16,100 (3,487) M&A and restructuring costs (a) 1,224 3,510 Offering, IPO readiness and secondary offering costs (b) 1,292 23,564 Other costs (c) 3,414 3,812 Other income (d) (1,249) (309) Adjusted EBITDA $ 141,589 $ 109,742 Adjusted EBITDA margin 31% 33% (a) M&A and restructuring costs for the year ended December 31, 2022 consist of transaction costs, integration and restructuring costs related to the acquisition of OpenSlate.
The following table presents a reconciliation of Adjusted EBITDA, a non-GAAP financial measure, to the most directly comparable financial measure prepared in accordance with GAAP. Year Ended December 31, 2023 2022 (In Thousands) Net income $ 71,466 $ 43,268 Net income margin 12% 10% Depreciation and amortization 40,885 34,328 Stock-based compensation 59,244 42,307 Interest expense 1,066 905 Income tax expense 24,411 16,100 M&A and restructuring costs (a) 1,262 1,224 Offering, IPO readiness and secondary offering costs (b) 910 1,292 Other (recoveries) costs (c) (964) 3,414 Other income (d) (11,216) (1,249) Adjusted EBITDA $ 187,064 $ 141,589 Adjusted EBITDA margin 33% 31% (a) M&A and restructuring costs for the year ended December 31, 2023 consist of transaction costs related to the acquisition of Scibids.
In order to achieve that core principle, the Company applies the following five-step approach: (1) identify the contract with a customer, (2) identify the performance obligations in the contract, (3) determine the transaction price, (4) allocate the transaction price to the performance obligations in the contract, and (5) recognize revenue when a performance obligation is satisfied.
In order to achieve that core principle, the Company applies the following five-step approach: (1) identify the contract with a customer, (2) identify the performance obligations in the contract, (3) determine the transaction price, (4) allocate the transaction price to the performance obligations in the contract, and (5) recognize revenue when a performance obligation is satisfied. 59 Table of Contents For Measurement (f/k/a Advertiser – direct) revenue, our contracts with our customers typically consist of the various ad measurement services that we offer.
On April 30, 2021, we used a portion of the net proceeds from the IPO and the concurrent private placement to pay the entire outstanding balance of $22.0 million under the New Revolving Credit Facility. 60 Table of Contents The New Revolving Credit Facility is secured by substantially all of the assets of the Credit Group (subject to customary exceptions) and contain customary affirmative and restrictive covenants, including with respect to our ability to enter into fundamental transactions, incur additional indebtedness, grant liens, pay dividends or make distributions to our stockholders and engage in transactions with our affiliates.
The New Revolving Credit Facility is secured by substantially all of the assets of the Credit Group (subject to customary exceptions) and contain customary affirmative and restrictive covenants, including with respect to our ability to enter into fundamental transactions, incur additional indebtedness, grant liens, pay dividends or make distributions to our stockholders and engage in transactions with our affiliates.
In 2021, approximately 59% and 41% of Media Transactions Measured were for display and for video ad formats, respectively. In 2022, approximately 76%, 20% and 4% of Media Transactions Measured were for mobile devices, desktop devices, and emerging digital channels, respectively.
In 2022, approximately 55% and 45% of Media Transactions Measured were for display and for video ad formats, respectively. In 2023, approximately 78%, 17% and 5% of Media Transactions Measured were for mobile devices, desktop devices, and emerging digital channels, respectively.
Fair Value of Common Stock Historical Valuation Approach Given the absence of a public trading market for our common stock prior to our IPO, our board of directors exercised reasonable judgment and considered a number of objective and subjective factors to determine the best estimate of the fair value of our common stock, including, with input from management, our financial and operating history, equity market conditions affecting comparable public companies, and the lack of marketability of our common stock. 65 Table of Contents In addition, our board of directors considered valuations of our common stock prepared by an unrelated third-party valuation firm in accordance with the guidance provided by the American Institute of Certified Public Accountants Practice Guide, Valuation of Privately-Held-Company Equity Securities Issued as Compensatio n.
Fair Value of Common Stock Historical Valuation Approach Given the absence of a public trading market for our common stock prior to our IPO, our board of directors exercised reasonable judgment and considered a number of objective and subjective factors to determine the best estimate of the fair value of our common stock, including, with input from management, our financial and operating history, equity market conditions affecting comparable public companies, and the lack of marketability of our common stock.
For contracts that contain overages, once the minimum guaranteed amount is achieved, overages are recognized as earned over time based on a tiered pricing structure. Year Ended December 31, Change Change 2022 2021 $ % (In Thousands) Revenue by customer type: Measurement (f/k/a Advertiser - direct) $ 157,908 $ 135,516 $ 22,392 17 % Activation (f/k/a Advertiser - programmatic) 251,198 167,798 83,400 50 Supply-side customer 43,312 29,427 13,885 47 Total revenue $ 452,418 $ 332,741 $ 119,677 36 % See “Critical Accounting Policies and Estimates — Revenue Recognition” for a description of our revenue recognition policies.
For contracts that contain overages, once the minimum guaranteed amount is achieved, overages are recognized as earned over time based on a tiered pricing structure. Year Ended December 31, Change Change 2023 2022 $ % (In Thousands) Revenue by customer type: Activation (f/k/a Advertiser - programmatic) $ 328,936 $ 251,198 $ 77,738 31 % Measurement (f/k/a Advertiser - direct) 198,024 157,908 40,116 25 Supply-side customer 45,583 43,312 2,271 5 Total revenue $ 572,543 $ 452,418 $ 120,125 27 % See “Critical Accounting Policies and Estimates — Revenue Recognition” for a description of our revenue recognition policies.