Biggest changeResults of Operations The following table sets forth our results of operations data for the periods presented: Comparisons for the year ended December 31, 2022 and 2021: The following table sets forth our consolidated statements of comprehensive loss for the year ended December 31, 2022 and 2021 and the dollar and percentage change between the two periods: For the year ended December 31, 2022 2021 Variance ($) Variance (%) Revenues $ 39,384,284 $ 9,466,363 $ 29,917,921 316 % Expenses: Cost of services (content, hosting and other) 43,745,518 7,805,474 35,940,044 460 % General and administrative 14,503,576 3,131,479 11,372,097 363 % Research and development 6,287,372 1,622,264 4,665,108 288 % Sales and marketing 6,092,395 2,918,000 3,174,395 109 % Finance costs 1,116,056 2,925,499 (1,809,443 ) (62 )% Share-based compensation 1,683,622 1,414,479 269,143 19 % Foreign exchange loss 49,067 7,166 41,901 585 % Amortization and depreciation 1,556,056 154,415 1,401,641 908 % Total expenses 75,033,662 19,978,776 55,054,886 276 % Loss from operations (35,649,378 ) (10,512,413 ) (25,136,965 ) 239 % Interest income, net 3,019,456 16,443 3,003,013 18,263 % Other income, net — 168,840 (168,840 ) (100 )% Change in fair value of warrant liability 21,010,500 — 21,010,500 NM* Change in fair value of option liability — (3,214,286 ) 3,214,286 (100 )% Loss before income taxes (11,619,422 ) (13,541,416 ) 1,921,994 (14 )% Income tax recovery 215,428 (575 ) 216,003 (37,566 )% Deferred tax recovery — 128,459 (128,459 ) (100 )% Net and comprehensive loss $ (11,403,994 ) $ (13,413,532 ) $ 2,009,538 (15 )% NM*- Percentage change not meaningful. 38 Revenues Revenues increased by $29.9 million to $39.4 million in the year ended December 31, 2022, compared to the year ended December 31, 2021, of which $24.3 million is attributable to higher advertising and $5.6 million is attributable to higher licensing and other revenue.
Biggest changeResults of Operations The following table sets forth our consolidated statements of operations for the years ended December 31, 2023 and 2022 and the dollar and percentage change between the two periods: For the year ended December 31, 2023 2022 Variance ($) Variance (%) Revenues $ 80,963,451 $ 39,384,284 $ 41,579,167 106 % Expenses Cost of services (content, hosting and other) $ 146,156,734 $ 43,745,518 $ 102,411,216 234 % General and administrative 37,125,296 16,086,254 21,039,042 131 % Research and development 15,721,663 6,342,851 9,378,812 148 % Sales and marketing 13,427,021 6,137,860 7,289,161 119 % Acquisition-related transaction costs 1,151,318 1,116,056 35,262 3 % Amortization and depreciation 4,850,812 1,556,056 3,294,756 212 % Changes in fair value of contingent consideration (1,922,381 ) - (1,922,381 ) *NM Total expenses 216,510,463 74,984,595 141,525,868 189 % Loss from operations (135,547,012 ) (35,600,311 ) (99,946,701 ) 281 % Interest income 13,594,463 3,019,456 10,575,007 350 % Other income (expense) (125,511 ) (49,067 ) (76,444 ) 156 % Change in fair value of warrant liability 2,365,895 21,010,500 (18,644,605 ) (89 )% Loss before income taxes (119,712,165 ) (11,619,422 ) (108,092,743 ) 930 % Income tax recovery - 215,428 (215,428 ) (100 )% Deferred tax recovery 3,291,703 - 3,291,703 *NM Net loss $ (116,420,462 ) $ (11,403,994 ) $ (105,016,468 ) 921 % *NM- Percentage change not meaningful. 41 Revenues Revenues increased by $41.6 million to $81.0 million in the year ended December 31, 2023 compared to the year ended December 31, 2022, of which $28.9 million is attributable to higher advertising revenue and $12.7 million is attributable to higher revenue from other services and cloud.
MWPM represents the monthly average of minutes watched per user within a quarterly period, which helps us measure user engagement. MWPM is calculated by converting actual bandwidth consumption into minutes watched, using our management’s best estimate of video resolution quality mix and various encoding parameters.
Estimated MWPM represents the monthly average of minutes watched per user within a quarterly period, which helps us measure user engagement. Estimated MWPM is calculated by converting actual bandwidth consumption into minutes watched, using our management’s best estimate of video resolution quality mix and various encoding parameters.
Management’s Discussion and Analysis of Financial Condition and Results of Operations The following “Management’s Discussion and Analysis of Financial Condition and Results of Operations” should be read in conjunction with the “Business” section and Rumble Inc.’s (“Rumble” or the “Company”) consolidated financial statements as of and for the years ended December 31, 2022 and 2021 (“consolidated financial statements”) and other information included elsewhere in this Annual Report.
Management’s Discussion and Analysis of Financial Condition and Results of Operations The following “Management’s Discussion and Analysis of Financial Condition and Results of Operations” should be read in conjunction with the “Business” section and Rumble Inc.’s (“Rumble” or the “Company”) consolidated financial statements as of and for the years ended December 31, 2023 and 2022 (“consolidated financial statements”) and other information included elsewhere in this Annual Report.
Overview We are a high growth, video sharing platform designed to help content creators manage, distribute, and monetize their content by connecting them with brands, publishers, and directly to their subscribers and followers. Our registered office is 444 Gulf of Mexico Drive, Longboat Key, Florida, 34228.
Overview We are a high growth, video sharing and cloud services provider platform designed to help content creators manage, distribute, and monetize their content by connecting them with brands, publishers, and directly to their subscribers and followers. Our registered office is 444 Gulf of Mexico Drive, Longboat Key, Florida, 34228.
Our shares of Class A common stock and warrants are traded on The Nasdaq Global Market (“Nasdaq”) under the symbols “RUM” and “RUMBW”, respectively. Significant Events and Transactions As previously announced, on December 1, 2021, CF Acquisition Corp.
Our shares of Class A common stock and warrants are traded on The Nasdaq Global Market (“Nasdaq”) under the symbols “RUM” and “RUMBW”, respectively. Significant Events and Transactions On December 1, 2021, CF Acquisition Corp.
The preparation of consolidated financial statements also requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, costs and expenses and related disclosures. We base our estimates on historical experience and on various other assumptions that we believe to be reasonable under the circumstances.
The preparation of consolidated financial statements also requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, costs and expenses and related disclosures. We evaluate our estimates on a continuous basis. We base our estimates on historical experience and on various other assumptions that we believe to be reasonable under the circumstances.
The increase in advertising revenue was driven by an increase in consumption as well the introduction of new advertising solutions for creators, publishers and advertisers, including host read advertising and our online advertising management exchange (“Rumble Advertising Center” or “RAC”), both of which we started to build and test in the second half of 2022.
The increase in advertising revenue was driven by an increase in consumption as well as the introduction of new advertising solutions for creators, publishers and advertisers, including host read advertising and our online advertising management exchange (“Rumble Advertising Center” or “RAC”), both of which we started to build and test in the second half of 2022 and continued to scale testing throughout 2023.
JOBS Act Accounting Election We are an emerging growth company, as defined in the JOBS Act. Under the JOBS Act, emerging growth companies can delay adopting new or revised accounting standards until such time as those standards apply to private companies. We intend to elect to adopt new or revised accounting standards under private company adoption timelines.
Under the JOBS Act, emerging growth companies can delay adopting new or revised accounting standards until such time as those standards apply to private companies. We intend to elect to adopt new or revised accounting standards under private company adoption timelines.
The primary short-term requirements for liquidity and capital are to fund general working capital and capital expenditures. As of December 31, 2022, our cash, cash equivalents, and marketable securities balance was $338.3 million. Cash, cash equivalents, and marketable securities consist of cash on deposit with banks and amounts held in money market funds, treasury bills, and term deposits.
The primary short-term requirements for liquidity and capital are to fund general working capital and capital expenditures. 43 As of December 31, 2023, our cash, cash equivalents, and marketable securities balance was $219.5 million. Cash, cash equivalents, and marketable securities consist of cash on deposit with banks and amounts held in money market funds, treasury bills, and term deposits.
As these warrants meet the classification of a financial liability in accordance with ASC 815-40, the related warrant liability is measured at its fair value, determined in accordance with ASC 820, at each reporting period.
The warrant liability arose in connection with the warrants offered as part of the Business Combination. As these warrants meet the classification of a financial liability in accordance with ASC 815-40, the related warrant liability is measured at its fair value, determined in accordance with ASC 820, at each reporting period.
Advertising fees are generated by delivering both display advertisements and cost-per-message-read advertisements. Display advertisements are placed on Rumble and third-party publisher websites or mobile applications.
Advertising fees are generated by delivering digital video and display advertisements as well as cost-per-message-read advertisements. Digital video and display advertisements are placed on Rumble and third-party publisher websites or mobile applications.
In certain circumstances, we incur additional costs related to incentivizing top content creators to promote and join our platform. ● Other costs of services include third-party service provider costs such as data center and networking, staffing costs directly related to professional services fees, and costs paid to publishers.
In certain circumstances, we incur additional costs related to incentivizing top content creators to promote and join our platform; and ● Other cost of services such as third-party service provider costs, including data center and networking, and costs paid to publishers.
Sales and Marketing Expenses Sales and marketing expense increased by $3.2 million to $6.1 million in the year ended December 31, 2022, compared to the year ended December 31, 2021. The increase was due to a $1.6 million increase in staffing-related and consulting services cost, as well as a $1.6 million increase in other marketing and public relations activities.
Sales and Marketing Expenses Sales and marketing expenses increased by $7.3 million to $13.4 million in the year ended December 31, 2023 compared to the year ended December 31, 2022. The increase was due to a $2.6 million increase in staffing-related and consulting service costs as well as a $4.7 million increase in other marketing and public relations activities.
MAUs do not include embedded video, certain connected TV users, or users of the Locals platform. Like many other major social media companies, we rely on paid advertising in order to attract users to our platform; however, we cannot be certain that all or substantially all activity that results from such advertising is genuine.
Like many other major social media companies, we rely on significant paid advertising in order to attract users to our platform; however, we cannot be certain that all or substantially all activity that results from such advertising is genuine.
As these warrants meet the definition of a liability under ASC 815, Derivatives and Hedging (“ASC 815”), they are measured at fair value at inception and each reporting date in accordance with the guidance in ASC 820, Fair Value Measurement (“ASC 820”), with any subsequent changes in fair value recognized in the statement of operations in the period of change.
Because the contingent consideration meets the definition of a liability under ASC 815, Derivatives and Hedging (“ASC 815”), it is measured at fair value at inception and at each reporting date in accordance with the guidance in ASC 820, Fair Value Measurement (“ASC 820”), with any subsequent changes in fair value recognized in the consolidated statement of operations in the applicable period of change.
Finance Costs Finance costs decreased by $1.8 million to $1.1 million in the year ended December 31, 2022, compared to the year ended December 31, 2021. Finance costs for the year ended December 31, 2022 consisted of $1.1 million in transaction costs, which included legal and other professional fees related to the Business Combination.
For the year ended December 31, 2022, acquisition-related transaction costs consisted of $1.1 million, which included legal and other professional fees related to the Business Combination. 42 Amortization and Depreciation Amortization and depreciation increased by $3.3 million to $4.8 million in the year ended December 31, 2023 compared to the year ended December 31, 2022.
Display advertisements are placed on Rumble and third-party publisher websites or mobile applications. Customers pay for advertisements either directly or through their relationships with advertising agencies or resellers, based on the number of impressions delivered or the number of actions such as clicks, or purchases taken, by our users.
Customers pay for advertisements either directly or through relationships with advertising agencies or resellers, based on the number of impressions delivered or the number of actions such as clicks, or purchases taken, by our users.
The increase was due to an increase in programming and content costs of $30.0 million, hosting expenses of $4.7 million, and other service costs of $1.2 million. General and Administrative Expenses General and administrative expense increased by $11.4 million to $14.5 million in the year ended December 31, 2022, compared to the year ended December 31, 2021.
The increase was due to an increase in programming and content costs of $98.9 million, hosting expenses of $2.7 million, and other service costs of $0.8 million. General and Administrative Expenses General and administrative expenses increased by $21.0 million to $37.1 million in the year ended December 31, 2023 compared to the year ended December 31, 2022.
These costs primarily include: ● Programming and content costs related to payments to content providers from whom video and other content are licensed. These costs are typically paid to these providers based on revenues generated.
These costs primarily include: ● Programming and content costs related to compensation to content providers, including share-based compensation, from whom video and other content are licensed. These costs are paid to these providers based on revenues generated, or in fixed amounts.
Non-Operating Income and Other Items Interest Income Interest income consists of interest earned on our cash, cash equivalents, and marketable securities. We invest in highly liquid securities such as money market funds, treasury bills and term deposits. 35 Finance Costs Finance costs consist of transaction expenses related to the Business Combination and other financing rounds.
Non-Operating Income and Other Items Interest Income Interest income consists of interest earned on our cash, cash equivalents, and marketable securities. We invest in highly liquid securities such as money market funds, treasury bills and term deposits.
Sales and Marketing Expenses Sales and marketing expenses consist primarily of costs related to salaries, employee benefits, employee bonuses, consultant fees, direct marketing costs related to the promotion of our platforms/solutions. Sales and marketing expenses are expected to increase over time as we promote our platform, increase marketing activities, grow domestic and international operations, and continues to build brand awareness.
Sales and marketing expenses also include consultant fees and direct marketing costs related to the promotion of our platforms and solutions. We expect our sales and marketing expenses to increase over time as we promote our platform and brand, increase marketing activities, and grow domestic and international operations.
We regularly review, have adjusted in the past, and may in the future adjust our processes for calculating our key business metrics to improve their accuracy, including through the application of new data or technologies or product changes that may allow us to identify previously undetected spam activity.
We provided additional information about this issue in a current report on Form 8-K, filed with the SEC on January 16, 2024. 40 We regularly review, have adjusted in the past, and may in the future adjust our processes for calculating our key business metrics to improve their accuracy, including through the application of new data or technologies or product changes that may allow us to identify previously undetected spam activity.
Expenses Expenses primarily include costs of services, general and administrative, research and development, sales and marketing, finance costs, share-based compensation, foreign exchange gain or loss, and amortization and depreciation. The most significant component of our expenses on an ongoing basis are programming and content, service provider costs, and staffing-related costs.
Expenses Expenses primarily include cost of services, general and administrative, research and development, sales and marketing, acquisition-related transaction costs, amortization and depreciation, and changes in fair value of contingent consideration. The most significant component of our expenses on an ongoing basis are programming and content, service provider costs, and staffing-related costs.
We believe that the accounting policies described below involve a significant degree of judgment and complexity. Accordingly, we believe that these are the most critical to aid in fully understanding and evaluating our financial condition and results of operations.
We believe the following key accounting policies require significant judgments and estimates used in the preparation of our consolidated financial. Accordingly, we believe that these are the most critical to aid in fully understanding and evaluating our financial condition and results of operations.
MAUs represent the total web and app users of Rumble for each month, which allows us to measure our total user base calculated from data provided by third-party analytics providers using company-set parameters. The analytics systems and the resulting data have not been independently verified.
MAUs represent the total web, mobile app, and connected TV users of Rumble for each month, which allows us to measure our total user base calculated from data provided by Google, a third-party analytics provider.
Monthly Active Users (“MAUs”) We use MAUs as a measure of audience engagement to help us understand the volume of users engaged with our content on a monthly basis.
Estimated Minutes Watched Per Month (“MWPM”) We use estimated MWPM as a measure of audience engagement to help us understand the volume of users engaged with our content on a monthly basis and the intensity of users’ engagement with the platform.
In connection with the consummation of the Business Combination, CFVI changed its name from CF Acquisition Corp. VI to Rumble Inc. and Legacy Rumble changed its name from Rumble Inc. to Rumble Canada Inc. Refer to Note 2, Significant Events and Transactions, to the consolidated financial statements. Revenues We generate revenues primarily from advertising and licensing fees.
In connection with the consummation of the Business Combination, CFVI changed its name from CF Acquisition Corp. VI to Rumble Inc. and Legacy Rumble changed its name from Rumble Inc. to Rumble Canada Inc.
Change in Fair Value of Warrant Liability We account for our outstanding warrants in accordance with guidance in ASC 815-40, Derivatives and Hedging Contracts in Entity’s Own Equity (“ASC 815-40”), under which the warrants issued in connection with the public offerings, private placements, and forward purchase contract (“FPA”) entered into with CFAC Holdings VI, LLC (such contract, the “FPA”) do not meet the criteria for equity classification, and must be recorded as liabilities.
Change in Fair Value of Warrant Liability We account for our outstanding warrants in accordance with ASC 815-40, under which the warrants issued in connection with Business Combination do not meet the criteria for equity classification, and must be recorded as liabilities.
General and Administrative Expenses General and administrative expenses consist primarily of salaries, employee benefits and bonuses related to our executives, finance team, and administrative employees. It also includes legal and professional fees, business insurance costs, operating lease costs and other costs.
General and Administrative Expenses General and administrative expenses consist primarily of payroll and related expenses, which include bonuses and share-based compensation for our executives and certain other employees. General and administrative expenses also include legal and professional fees, business insurance costs, operating lease costs and other costs.
This growth is attributable to: our growing pool of content creators; our value proposition as competing platforms continue to censor and cancel the voices of creators; and a number of new platform features. 37 Hours of Uploaded Video Per Day We use the amount of hours of uploaded video per day as a measure of content creation to help us understand the volume of content being created and uploaded to us on a daily basis.
Hours of Uploaded Video Per Day We use the amount of hours of uploaded video per day as a measure of content creation to help us understand the volume of content being created and uploaded to us on a daily basis.
Investing activities for the year ended December 31, 2021, consisted of $1.3 million used in the purchases of capital assets and $0.5 million used in the purchase of intellectual property, offset by $3.4 million in cash acquired on the acquisition of Locals Technology Inc.
Investing Activities Net cash used in investing activities for the year ended December 31, 2023 consisted of $24.8 million in purchases of property, equipment, and intangible assets, offset by $1.0 million in cash acquired in connection with the Callin acquisition.
We continually seek to improve our ability to estimate the total number of spam-generated users, and we eliminate material activity that is substantially likely to be spam from the calculation of our MAUs. We will not, however, succeed in identifying and removing all spam.
Spam activity, including inauthentic and fraudulent user activity, if undetected, may contribute to some amount of overstatement of our performance indicators, including reporting of MAUs by Google. We continually seek to improve our ability to estimate the total number of spam-generated users, and we eliminate material activity that is substantially likely to be spam from the calculation of our MAUs.
Research and Development Expenses Research and development expenses consist primarily of salaries, employee benefits, employee bonuses and consultant fees related to our development activities to originate, develop and enhance our platforms.
Research and development expenses also include consultant fees related to our development activities to originate, develop and enhance our platforms. Sales and Marketing Expenses Sales and marketing expenses consist primarily of payroll and related expenses, which include bonuses and share-based compensation for our employees associated with our sales and marketing functions.
Financing activities in the year ended December 31, 2021, mostly consisted of the cash proceeds, net of transaction costs, from the issuance of Legacy Rumble Class A preferred shares and Class A common shares. 41 Summary of Quarterly Results Information for the most recent quarters presented are as follows: Dec 31, 2022 Sep 30, 2022 Jun 30, 2022 Mar 31, 2022 Revenue $ 19,957,025 $ 10,983,182 $ 4,399,312 $ 4,044,765 Net and comprehensive loss $ (944,668 ) $ (1,858,452 ) $ (4,688,680 ) $ (3,912,194 ) Dec 31, 2021 Sep 30, 2021 Jun 30, 2021 Mar 31, 2021 Revenue $ 2,939,548 $ 2,069,473 $ 2,124,879 $ 2,332,463 Net and comprehensive income (loss) $ (10,548,573 ) $ (2,624,957 ) $ (315,804 ) $ 75,802 Critical Accounting Policies and Significant Management Estimates We prepare our consolidated financial statements in accordance with accounting principles generally accepted in the United States of America (“US GAAP”).
The increase in net cash used in financing activities was mainly due to the taxes paid from the net share settlement of share-based compensation in the year ended December 31, 2023 compared to the receipt of cash proceeds, net of transactions costs, from the Business Combination in the year ended December 31, 2022. 44 Summary of Quarterly Results Information for the most recent quarters presented are as follows: Dec 31, 2023 Sep 30, 2023 Jun 30, 2023 Mar 31, 2023 Total revenue $ 20,391,872 $ 17,982,150 $ 24,974,054 $ 17,615,375 Net loss $ (29,277,227 ) $ (29,021,042 ) $ (29,454,080 ) $ (28,668,113 ) Dec 31, 2022 Sep 30, 2022 Jun 30, 2022 Mar 31, 2022 Total revenue $ 19,957,025 $ 10,983,182 $ 4,399,312 $ 4,044,765 Net loss $ (944,668 ) $ (1,858,452 ) $ (4,688,680 ) $ (3,912,194 ) Critical Accounting Policies and Estimates We prepare our consolidated financial statements in accordance with accounting principles generally accepted in the United States of America (“US GAAP”).
Research and Development Expenses Research and development expense increased by $4.7 million to $6.3 million in the year ended December 31, 2022, compared to the year ended December 31, 2021. The increase was due to a $3.2 million increase in staffing-related costs, as well as a $1.5 million increase in costs related to computer software, hardware and other administrative expenses.
The increase was due to an increase in payroll and related expenses of $7.4 million, as well as a $2.0 million increase in costs related to computer hardware, software, and other expenses used in research and development related activity.
Change in Fair Value of Option Liability Change in fair value of the option liability decreased by $3.2 million to $0 in the year ended December 31, 2022.
Other Income (Expense) Other expense increased by $76.4 thousand to $0.1 million in the year ended December 31, 2023 compared to the year ended December 31, 2022. Change in Fair Value of Warrant Liability Change in fair value of warrant liability decreased by $18.6 million resulting in a gain of $2.4 million in the year ended December 31, 2023.
The increase was due to a $4.4 million increase in staffing-related costs, as well as a $7.0 million increase in other administrative expenses, most of which are public company-related and include accounting, legal, investor relations, insurance and other administrative services.
The increase was due to an increase in payroll and related expenses of $9.0 million, share-based compensation of $2.5 million related to the recognition of contingent shares issued in connection with the Callin acquisition that were accounted for as post-combination expense, as well as a $9.5 million increase in other administrative expenses, most of which are public company-related, including accounting, legal, investor relations, insurance, and other administrative services.
The increase in licensing and other revenue was driven by tipping features within our platform as well as certain cloud, subscription, platform hosting fees, provision of one-time content, and professional services. Cost of Services Cost of services increased by $35.9 million to $43.7 million in the year ended December 31, 2022, compared to the year ended December 31, 2021.
The increase in revenue from other services and cloud was driven mainly by subscriptions, content licensing, tipping features, and cloud services offered. Cost of Services Cost of services increased by $102.4 million to $146.2 million in the year ended December 31, 2023 compared to the year ended December 31, 2022.
The option liability associated with these Class A preferred shares of Legacy Rumble was exercised on November 24, 2021. Key Business Metrics To analyze our business performance, determine financial forecasts and help develop long-term strategic plans, we review the key business metrics described below.
Key Business Metrics To analyze our business performance, determine financial forecasts and help develop long-term strategic plans, we review the key business metrics described below. Monthly Active Users (“MAUs”) We use MAUs as a measure of audience engagement to help us understand the volume of users engaged with our content on a monthly basis.
As a public company, we expect to continue to incur additional audit, tax, accounting, legal and other costs related to compliance with applicable securities and other regulations, as well as additional insurance, investor relations and other costs.
As a public company, we expect to continue to incur material costs related to compliance with applicable laws and regulations, including audit and accounting fees, legal, insurance, investor relations and other costs. 36 Research and Development Expenses Research and development expenses consist primarily of payroll and related expenses, which include bonuses and share-based compensation for our employees on our engineering and development teams.
Other Income (Expense) Other income decreased by $0.2 million to $0 in the year ended December 31, 2022, compared to the year ended December 31, 2021. The decrease was related to the settlement of litigation during the year ended December 31, 2021. There was no comparable income in the year ended December 31, 2022.
Income Tax Recovery Income tax recovery decreased by $0.2 million to $nil in the year ended December 31, 2023 compared to the year ended December 31, 2022. Deferred Tax Recovery Deferred tax recovery increased by $3.3 million to $3.3 million in the year ended December 31, 2023 compared to the year ended December 31, 2022.
Our present focus is to grow users and usage consumption, experiment with monetization levers, and not to maximize revenue and profitability in the immediate term. This business strategy could have a negative impact on our liquidity.
Our focus in 2023 was to grow users and usage consumption and experiment with monetization levers, which may not maximize profitability in the immediate term, but which we believe positions our business for the long term. As a result, we expect this strategy will require us to consume a significant portion of our capital raised.
Interest Income Interest income increased by $3.0 million to $3.0 million in the year ended December 31, 2022, compared to the year ended December 31, 2021. The increase was primarily due to carrying a higher balance in cash, cash equivalents, and marketable securities which was the result of the Business Combination in 2022.
The increase was due to carrying a higher balance of cash, cash equivalents, and marketable securities as a result of the Business Combination. The funds were invested in money market funds, treasury bills, and term deposits.
MAUs were 80 million on average in the fourth quarter of 2022, an increase of 142% from the fourth quarter of 2021.
We will not, however, succeed in identifying and removing all spam. MAUs (GA4) were 67 million on average in the fourth quarter of 2023, an increase of 16% from the third quarter of 2023.
Amortization and Depreciation Amortization and depreciation increased by $1.4 million to $1.6 million in the year ended December 31, 2022, compared to the year ended December 31, 2021 as we commenced building out our infrastructure subsequent to Q2 2021.
Research and Development Expenses Research and development expenses increased by $9.4 million to $15.7 million in the year ended December 31, 2023 compared to the year ended December 31, 2022.
The fair value of this warrant liability was measured using the fair value of the Company’s warrants listed on the Nasdaq (Level 1 fair value hierarchy input). Refer to Note 2, Significant Events and Transactions, of the consolidated financial statements.
The fair value of this warrant liability was measured using the fair value of the Company’s warrants listed on the Nasdaq. The decrease in the change in fair value of warrant liability is directly attributable to changes in the trading price of Rumble’s warrants.
The grant date fair value of stock options is recognized as share-based compensation expense on a straight-line basis over the requisite service period. Forfeitures are accounted for when they occur. BSM considers several variables and assumptions in estimating the fair value of stock-based awards.
We account for equity awards by recognizing the fair value of share-based compensation expense on a straight-line basis over the service period of the award.
For further information, see Note 3, Summary of Significant Accounting Policies to our consolidated financial statements included elsewhere in this Annual Report. Revenues On January 1, 2018, we adopted ASC Topic 606, Revenue from Contracts with Customers .
For further information on the summary of significant accounting policies and the effect on our consolidated financial statements, see Note 2, Summary of Significant Accounting Policies, to the consolidated financial statements.
Financing Activities Net cash provided by financing activities for the year ended December 31, 2022 was $332.8 million compared to $49.1 million provided for the year ended December 31, 2021. Financing activities in the year ended December 31, 2022, mostly consisted of the cash proceeds, net of transaction costs, from the Business Combination.
Financing Activities Net cash used in financing activities for the year ended December 31, 2023 mainly consisted of $2.1 million in taxes paid from net share settlement of share-based compensation.
These Legacy Rumble warrants were exchanged for 14,153,048 shares of Class A common stock of the Company as part of the Business Combination, for a par value of $731,281. 44 New Accounting Pronouncements See Note 3, Summary of Significant Accounting Policies, to our consolidated financial statements for the year ended December 31, 2022 and 2021.
New Accounting Pronouncements See Note 2, Summary of Significant Accounting Policies, to our consolidated financial statements for the years ended December 31, 2023 and 2022. JOBS Act Accounting Election We are an emerging growth company, as defined in the JOBS Act.
Investing Activities Net cash used in investing activities for the year ended December 31, 2022 was $10.1 million compared to $1.6 million provided for the year ended December 31, 2021.
The increase in net cash used in operating activities during the year ended December 31, 2023 compared to the year ended December 31, 2022 was mostly due to an increase in expenses partially offset by changes in revenue and operating assets and liabilities.
Deferred Tax Recovery Deferred tax recovery decreased by $128.5 thousand to zero in the year ended December 31, 2022, compared to the year ended December 31, 2021. 40 Liquidity and Capital Resources We have historically financed operations primarily through cash generated from operating activities and most recently through proceeds from financings.
Liquidity and Capital Resources Since the completion of our Business Combination in September 2022, we have financed operations primarily through cash generated from operating activities and the funds raised from our Business Combination.
Hours of uploaded video per day were 10,373 on average in the fourth quarter 2022, an increase of 216% from the fourth quarter of 2021. This growth is attributable to: our growing pool of content creators; our value proposition as competing platforms continue to censor and cancel the voices of creators; and a number of new platform features.
Hours of uploaded video per day were 12,520 on average in the fourth quarter of 2023, representing an increase of 21% from the fourth quarter of 2022 and a 20% decrease from the third quarter of 2023.