Biggest changeAdjusted EBITDA should not be considered as an alternative to net loss or any other measure of financial performance calculated and presented in accordance with GAAP. 41 Table of Contents The following table presents a reconciliation of our Adjusted EBITDA to the most comparable GAAP measure, net loss, for each of the periods indicated: Year Ended December 31, 2022 2021 2020 (in thousands) Net loss $ (55,384) $ (139,080) $ (224,718) Add: Depreciation and amortization 14,860 18,716 22,610 Stock-based compensation 53,356 47,523 40,215 Interest expense 11,269 16,267 24,586 Loss on debt extinguishment — 49,977 — Direct and indirect acquisition related costs (1) — — 190 Employer taxes related to employee equity transactions 849 2,544 1,190 Other (income) expense, net (2,753) 3,630 1,932 Income tax provision (benefit) 126 1,428 (80) Adjusted EBITDA $ 22,323 $ 1,005 $ (134,075) (1) Direct and indirect acquisition related costs consist primarily of transaction and transition related fees and expenses incurred within one year of the acquisition date, including legal, accounting, tax and other professional fees as well as personnel-related costs such as severance and retention bonuses for completed, pending and attempted acquisitions.
Biggest changeAdjusted EBITDA should not be considered as an alternative to net loss or any other measure of financial performance calculated and presented in accordance with GAAP. 40 Table of Contents The following table presents our Adjusted EBITDA for the periods indicated and a reconciliation of our Adjusted EBITDA to the most comparable GAAP measure, net loss, for each of the periods indicated: Year Ended December 31, 2023 2022 2021 (in thousands) Net loss (1) $ (26,479) $ (55,384) $ (139,080) Add: Depreciation and amortization 13,760 14,860 18,716 Stock-based compensation 55,056 53,356 47,523 Interest income (27,495) (6,432) (60) Interest expense 11,185 11,269 16,267 Loss on debt extinguishment — — 49,977 Employer taxes related to employee equity transactions 972 849 2,544 Other (income) expense, net (335) 3,679 3,690 Income tax provision (benefit) 1,991 126 1,428 Adjusted EBITDA $ 28,655 $ 22,323 $ 1,005 (1) Restructuring related costs are included in Net Loss and Adjusted EBITDA.
Cash Flows from Financing Activities The net cash used in financing activities of $2.1 million during the year ended December 31, 2022 was primarily due to $3.1 million proceeds from the exercise of stock options, offset by $6.6 million taxes paid related to net share settlement of equity awards.
Net cash used in financing activities of $2.1 million during the year ended December 31, 2022 was primarily due to $6.6 million in taxes paid related to net share settlement of equity awards, offset by $3.1 million in proceeds from the exercise of stock options.
Other Income (Expense), Net Other income (expense), net consists primarily of interest income and foreign exchange rate remeasurement gains and losses recorded from consolidating our subsidiaries each period-end. The primary driver of our other income (expense), net is fluctuation in the value of the U.S. dollar against the local currencies of our foreign subsidiaries.
Other Income (Expense), Net Other income (expense), net consists primarily of foreign exchange rate remeasurement gains and losses recorded from consolidating our subsidiaries each period-end. The primary driver of our other income (expense), net is fluctuation in the value of the U.S. dollar against the local currencies of our foreign subsidiaries.
When evaluating our performance, you should consider Adjusted EBITDA alongside other financial performance measures, including our net loss and other GAAP results. 42 Table of Contents Results of Operations The results of operations presented below should be reviewed in conjunction with the consolidated financial statements and notes included in Part II, Item 8, "Financial Statements and Supplementary Data" of this Annual Report on Form 10-K.
When evaluating our performance, you should consider Adjusted EBITDA alongside other financial performance measures, including our net loss and other GAAP results. 41 Table of Contents Results of Operations The results of operations presented below should be reviewed in conjunction with the consolidated financial statements and notes included in Part II, Item 8, "Financial Statements and Supplementary Data" of this Annual Report on Form 10-K.
Significant judgment and estimates are required in assessing impairment of long-lived assets, and goodwill including identifying whether events or changes in circumstances require an impairment assessment, estimating future cash flows, and determining appropriate discount rates. There was no impairment loss recorded on goodwill and acquired intangible assets for the years ended December 31, 2022 and 2021.
Significant judgment and estimates are required in assessing impairment of long-lived assets, and goodwill including identifying whether events or changes in circumstances require an impairment assessment, estimating future cash flows, and determining appropriate discount rates. There was no impairment loss recorded on goodwill and acquired intangible assets for the years ended December 31, 2023 and 2022.
We estimate forfeitures in order to calculate stock-based compensation expense. Assumptions and judgment. Refer to Note 12, "Stockholders' Equity", of our Notes to our Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on Form 10-K for the range of assumptions used to estimate the fair value of stock options granted to employees.
We estimate forfeitures in order to calculate stock-based compensation expense. Assumptions and judgment. Refer to Note 11, "Stockholders' Equity", of our notes to our consolidated financial statements included in Part II, Item 8 of this Annual Report on Form 10-K for the range of assumptions used to estimate the fair value of stock options granted to employees.
Our payment processing costs for credit and debit card payments are generally lower outside of the United States due to a number of factors, including lower card network fees and lower cost alternative payment networks. Consequently, if we generate more revenue internationally, we expect that our payment processing costs will decline as a percentage of revenue.
Our payment processing costs for credit and debit card payments are generally lower outside of the United States due to a number of factors, including lower card network fees and lower cost alternative payment networks. Consequently, if we generate more revenue internationally, we expect that our overall payment processing costs will decline as a percentage of total revenue.
Recent Accounting Pronouncements Refer to Note 2, "Significant Accounting Policies", of our Notes to our Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on Form 10-K for more information. 52 Table of Contents
Recent Accounting Pronouncements Refer to Note 2, "Significant Accounting Policies", of our notes to our consolidated financial statements included in Part II, Item 8 of this Annual Report on Form 10-K for more information. 51 Table of Contents
Our estimates of fair value are based upon assumptions believed to be reasonable, but which are inherently uncertain and unpredictable and, as a result, actual results may differ from estimates. Actual future operating results and the remaining economic lives of our intangible assets could differ from the estimates used in assessing the recoverability of these assets.
Our estimates of fair value are based upon assumptions believed to be reasonable, but which are inherently uncertain and unpredictable and, as a result, actual results may differ from estimates. Actual future operating results and the remaining 50 Table of Contents economic lives of our intangible assets could differ from the estimates used in assessing the recoverability of these assets.
Impact if actual results differ from assumptions. As a result of the goodwill impairment assessment, management concluded goodwill was not impaired as of December 31, 2022 and does not believe that its reporting unit is at risk of failing the impairment test since the fair value of the reporting unit substantially exceeded the carrying value.
Impact if actual results differ from assumptions. As a result of the goodwill and intangibles impairment assessment, management concluded goodwill was not impaired as of December 31, 2023 and does not believe that its reporting unit is at risk of failing the impairment test since the fair value of the reporting unit substantially exceeded the carrying value.
We hold our cash with high-credit-quality financial institutions and manages credit risk of its short-term investments by investing its cash in high quality and highly liquid money market instruments and U.S. Treasury bills.
We hold our cash with high-credit-quality financial institutions and manage credit risk of our short-term investments by investing our cash in high quality and highly liquid money market instruments and U.S. Treasury bills.
For a discussion and comparison of the years ended December 31, 2021 and 2020, please refer to Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations" of the 2021 Annual Report on Form 10-K filed with the SEC on February 18, 2022.
For a discussion and comparison of the years ended December 31, 2022 and 2021, please refer to Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations" of the 2022 Annual Report on Form 10-K filed with the SEC on February 28, 2023.
In addition to revenue, net loss, and other results under GAAP, the following tables set forth key business metrics and non-GAAP financial measures we use to evaluate our business. We believe these metrics and measures are useful to facilitate period-to-period comparisons of our business performance.
In addition to revenue, net loss, and other results under generally accepted accounting principles (GAAP), the following tables set forth key business metrics and non-GAAP financial measures we use to evaluate our business. We believe these metrics and measures are useful to facilitate period-to-period comparisons of our business performance.
If such review indicates that the carrying amount of intangible assets is not recoverable, the carrying amount of the asset group is reduced to the fair value. 51 Table of Contents Assumptions and judgment.
If such review indicates that the carrying amount of intangible assets is not recoverable, the carrying amount of the asset group is reduced to the fair value. Assumptions and judgment.
Our fixed costs consist primarily of expenses associated with the operation and maintenance of our platform, including website hosting fees and platform infrastructure costs, amortization of capitalized software development 44 Table of Contents costs, on-site operations costs and customer support costs.
Our fixed costs consist primarily of expenses associated with the operation and maintenance of our platform, including website hosting fees and platform infrastructure costs, amortization of capitalized software development 43 Table of Contents costs, and customer support costs.
As of December 31, 2022, reserves relating to creator signing fees and creator advances were $6.9 million and $9.2 million, respectively. Impact if actual results differ from assumptions. Creator signing fees and creator advances are presented net of reserves on the consolidated balance sheets.
As of December 31, 2023, reserves relating to creator signing fees and creator advances were $4.8 million and $4.9 million, respectively. Impact if actual results differ from assumptions. Creator signing fees and creator advances are presented net of reserves on the consolidated balance sheets.
Our gross margin improved during the year ended December 31, 2022 compared to 2021 primarily due to improved fixed cost absorption as ticket volume and revenue increased. Operating Expenses Operating expenses consist of product development, sales, marketing and support and general and administrative expenses.
Our gross margin improved during the year ended December 31, 2023 compared to 2022 primarily due to revenue growth from marketplace and advertising revenue, as well as improved fixed cost absorption as ticket volume increased. Operating Expenses Operating expenses consist of product development, sales, marketing and support and general and administrative expenses.
Refer to Note 11, "Commitments and Contingent Liabilities", of the Notes to Consolidated Financial Statements under Part II, Item 8 of this Annual Report on Form 10-K for more details, including a table of our contractual obligations.
Refer to Note 10, "Commitments and Contingent Liabilities", of the Notes to Consolidated Financial Statements under Part II, Item 8 of this Annual Report on Form 10-K for more details.
When an advance payout is made, we reduce the cash and cash equivalents held for creators with a corresponding decrease to our accounts payable, creators, which reflects the release of the amount due to creators after ticket proceeds are remitted to the creator. As of December 31, 2022, advance payouts outstanding was approximately $193.1 million.
When an advance payout is made, we reduce the cash and cash equivalents held for creators with a corresponding decrease to our accounts payable, creators, which reflects the release of the amount due to creators after ticket proceeds are remitted to the creator.
Our actual results may differ materially from those anticipated in these forward-looking statements as a result of various factors, including those set forth under “Risk Factors” in this Annual Report on Form 10-K. Our fiscal year ends December 31.
Our actual results may differ materially from those anticipated in these forward-looking statements as a result of various factors, including those set forth under “Risk Factors” in this Annual Report on Form 10-K. Our fiscal year ends December 31. Overview Eventbrite’s mission is to bring the world together through live experiences.
We evaluate these estimates on an ongoing basis. Actual results could differ from those estimates and such differences could be material to our consolidated financial statements. Chargebacks and Refunds Reserve Critical estimates . The terms of our standard merchant agreement obligate creators to reimburse attendees who are entitled to refunds.
Actual results could differ from those estimates and such differences could be material to our consolidated financial statements. Chargebacks and Refunds Reserve Critical estimates . The terms of our standard merchant agreement obligate creators to reimburse attendees who are entitled to refunds. We record estimates for refunds and chargebacks of our fees as contra-revenue.
We record estimates for refunds and chargebacks of our fees as contra-revenue. When we provide advance payouts, we assume risk that the event may be cancelled, fraudulent, or materially not as described, resulting in significant chargebacks and refund requests.
When we provide advance payouts, we assume risk that the event may be cancelled, fraudulent, or materially not as described, resulting in significant chargebacks and refund requests.
We will adjust our recorded reserves in the future to reflect our best estimates of future outcomes, and we may pay in cash a portion of, all of, or a greater amount than the $13.1 million provision recorded as of December 31, 2022. In June 2020, we issued the 2025 Notes and received aggregate net proceeds of $144.3 million.
We will adjust our recorded reserves in the future to reflect our best estimates of future outcomes, and we may pay in cash a portion of, all of, or a greater amount than the $8.1 million provision recorded as of December 31, 2023. In June 2020, we issued the 2025 Notes, and in March 2021, we issued the 2026 Notes.
The decrease in the reserve balance during the year ended December 31, 2022 was the result of lower estimated losses from the advance payout program and estimated future refunds of fees, which were previously higher at the onset of the COVID-19 pandemic.
The decrease in the reserve balance during the year ended December 31, 2023 was the result of lower estimated losses from the advance payout program and estimated future refunds of fees, which reflects the continued recovery from the COVID-19 pandemic.
Paid Ticket Volume Our success in serving creators is measured in large part by the number of tickets sold on our platform that generate ticket fees, referred to as paid ticket volume. We consider paid ticket volume an important indicator of the underlying health of our business.
Paid Ticket Volume Paid ticket volume is measured by the number of tickets sold on our platform that generate ticketing fees. We consider paid ticket volume an important indicator of the underlying health of our ticketing business.
Creator signing fees and creator advances are presented net of reserves on the consolidated balance sheets and were $1.7 million and $0.7 million respectively, as of December 31, 2022. Assumptions and judgment.
Creator signing fees (current and noncurrent portions) and creator advances are presented net of reserves on the consolidated balance sheets and were $1.9 million and $2.8 million respectively, as of December 31, 2023. Assumptions and judgment.
The following tables set forth our consolidated results of operations data and such data as a percentage of net revenue for the periods presented: Year Ended December 31, 2022 2021 2020 (in thousands) Consolidated Statements of Operations Net revenue $ 260,927 $ 187,134 $ 106,006 Cost of net revenue 90,746 70,294 62,330 Gross profit 170,181 116,840 43,676 Operating expenses: Product development 86,346 66,303 54,551 Sales, marketing and support 49,292 35,916 84,259 General and administrative 81,285 82,399 103,146 Total operating expenses 216,923 184,618 241,956 Loss from operations (46,742) (67,778) (198,280) Interest expense (11,269) (16,267) (24,586) Loss on debt extinguishment (49,977) — Other income (expense), net 2,753 (3,630) (1,932) Loss before income taxes (55,258) (137,652) (224,798) Income tax provision (benefit) 126 1,428 (80) Net loss $ (55,384) $ (139,080) $ (224,718) 43 Table of Contents Year Ended December 31, 2022 2021 2020 Consolidated Statements of Operations, as a percentage of net revenue Net revenue 100 % 100 % 100 % Cost of net revenue 35 38 59 Gross profit 65 62 41 Operating expenses: Product development 33 35 51 Sales, marketing and support 19 19 79 General and administrative 31 44 97 Total operating expenses 83 98 227 Loss from operations (18) (36) (186) Interest expense (4) (9) (23) Loss on debt extinguishment — (27) — Other income (expense), net 1 (2) (2) Loss before income taxes (21) (74) (211) Income tax provision (benefit) — 1 — Net loss (21) % (73) % (211) % Comparison of the years ended December 31, 2022 and 2021 Net Revenue We generate revenues primarily from service fees and payment processing fees from the sale of paid tickets on our platform.
The following tables set forth our consolidated results of operations data and such data as a percentage of net revenue for the periods presented: Year Ended December 31, 2023 2022 2021 (in thousands) Consolidated Statements of Operations Net revenue $ 326,134 $ 260,927 $ 187,134 Cost of net revenue 103,130 90,746 70,294 Gross profit 223,004 170,181 116,840 Operating expenses: Product development 98,294 86,346 66,303 Sales, marketing and support 74,574 49,292 35,916 General and administrative 91,269 81,285 82,399 Total operating expenses 264,137 216,923 184,618 Loss from operations (41,133) (46,742) (67,778) Interest income 27,495 6,432 60 Interest expense (11,185) (11,269) (16,267) Loss on debt extinguishment — — (49,977) Other income (expense), net 335 (3,679) (3,690) Loss before income taxes (24,488) (55,258) (137,652) Income tax provision (benefit) 1,991 126 1,428 Net loss $ (26,479) $ (55,384) $ (139,080) 42 Table of Contents Year Ended December 31, 2023 2022 2021 Consolidated Statements of Operations, as a percentage of net revenue Net revenue 100 % 100 % 100 % Cost of net revenue 32 35 38 Gross profit 68 65 62 Operating expenses: Product development 30 33 35 Sales, marketing and support 23 19 19 General and administrative 28 31 44 Total operating expenses 81 83 98 Loss from operations (13) (18) (36) Interest Income 8 2 — Interest expense (3) (4) (9) Loss on debt extinguishment — — (27) Other income (expense), net — (1) (2) Loss before income taxes (8) (21) (74) Income tax provision (benefit) 1 — 1 Net loss (7) % (21) % (73) % Comparison of the years ended December 31, 2023 and 2022 Net Revenue We currently generate revenues primarily from service fees and payment processing fees from the sale of paid tickets on our platform.
Year Ended December 31, 2022 2021 2020 (in thousands) Paid ticket volume 87,056 67,427 47,092 Paid ticket volume change (%) 29 % 43 % (57) % Our paid ticket volume for events outside of the United States represented 39%, 35% and 39% for the years ended December 31, 2022, 2021 and 2020, respectively.
The table below sets forth the paid ticket volume for the periods indicated: Year Ended December 31, 2023 2022 2021 (in thousands) Paid ticket volume 93,443 87,056 67,427 Paid ticket volume change (%) 7 % 29 % 43 % Our paid ticket volume for events outside of the United States represented 40%, 39% and 35% for the years ended December 31, 2023, 2022 and 2021, respectively.
We record estimates for losses related to chargebacks and refunds based on various factors, including the amounts paid and outstanding to creators in conjunction with the advance payout program, the nature of future events, the remaining time to event date, macro-economic conditions and current events, and actual chargeback and refund activity during the current year.
We record estimates for losses related to chargebacks and refunds based on various factors, including the amounts paid and outstanding to creators in conjunction with the advance payout program, macroeconomic conditions, and actual chargeback and refund activity trends.
Cash Flows Our cash flow activities were as follows for the periods presented: Year Ended December 31, 2022 2021 2020 (in thousands) Net cash provided by (used in): Operating activities $ 8,610 $ 85,834 $ (157,957) Investing activities (89,502) (2,533) (12,657) Financing activities (2,079) 51,181 255,039 Effect of exchange rate changes on cash, cash equivalents and restricted cash $ (13,014) $ (6,753) $ 1,065 Net increase (decrease) in cash, cash equivalents and restricted cash $ (95,985) $ 127,729 $ 85,490 For a discussion and comparison of the years ended December 31, 2021 and 2020, please refer to Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations" of the 2021 Annual Report on Form 10-K filed with the SEC on February 18, 2022.
However, our liquidity assumptions may prove to be incorrect, and we could exhaust our available financial resources sooner than we currently expect. 47 Table of Contents Cash Flows Our cash flow activities were as follows for the periods presented: Year Ended December 31, 2023 2022 2021 (in thousands) Net cash provided by (used in): Operating activities $ 19,018 $ 8,610 $ 85,834 Investing activities (69,330) (89,502) (2,533) Financing activities (4,908) (2,079) 51,181 Effect of exchange rate changes on cash, cash equivalents and restricted cash $ 4,246 $ (13,014) $ (6,753) Net increase (decrease) in cash, cash equivalents and restricted cash $ (50,974) $ (95,985) $ 127,729 For a discussion and comparison of the years ended December 31, 2022 and 2021, please refer to Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations" of the 2022 Annual Report on Form 10-K filed with the SEC on February 28, 2023.
As our total net revenue increases or decreases and to the extent our operating expenses are not equally affected, our operating expenses as a percentage of net revenue will similarly fluctuate. Product development.
Direct and indirect personnel costs, including stock-based compensation expense, are the most significant recurring component of operating expenses. As our total net revenue increases or decreases and to the extent our operating expenses are not equally affected, our operating expenses as a percentage of net revenue will similarly fluctuate. Product development.
Interest Expense Interest expense for the year ended December 31, 2022 consists primarily of cash interest expense and amortization of debt issuance costs on our 2025 Notes and 2026 Notes.
Interest Expense Interest expense consists primarily of cash interest expense, amortization of debt discount, and issuance costs on our 2025 Notes and 2026 Notes.
Over the long term, we anticipate our product development expenses will decrease as a percentage of net revenue, as we expect our revenue to grow at a faster pace compared to product development expenses and as we continue to expand our development staff in lower cost markets.
We expect our revenue to grow at a faster pace compared to product development expenses as we plan to continue to expand our development staff in lower cost markets.
Over the long-term, we anticipate general and administrative expenses to decline as a percentage of net revenue as we expect to grow our net revenues and scale our business.
Our general and administrative expenses also include accruals for sales and business taxes, as well as reserves and impairment charges related to creator upfront payments. Over the long-term, we anticipate general and administrative expenses to decline as a percentage of net revenue as we expect to grow our net revenues and scale our business.
Creator signing fees are incentives that we offer and pay in order to secure exclusive ticketing and payment processing rights with certain creators. Creator advances are incentives that we offer, which provide the creator with funds in advance of the event.
Recoverability of Creator Signing Fees and Creator Advances Critical estimates . We offer incentives such as creator signing fees and creator advances, which are intended to increase ticket sales and revenue. Creator signing fees are incentives that we offer and pay in order to secure exclusive ticketing and payment processing rights with certain creators.
The chargebacks and refunds reserve was $13.1 million and $21.4 million which primarily includes reserve balances for estimated advance payout losses of $11.2 million and $18.5 million as of December 31, 2022 and 2021, respectively.
Impact if actual results differ from assumptions. The chargebacks and refunds reserve was $8.1 million and $13.1 million which primarily includes reserve balances for estimated advance payout losses of $6.0 million and $11.2 million as of December 31, 2023 and 2022, respectively.
Treasury bills, is designed to preserve principal and provide liquidity. Our funds receivable represents cash-in-transit from credit card processors that is received to our bank accounts within five business days of the underlying ticket transaction. As of December 31, 2022, approximately 27% of our cash was held outside of the United States.
Our funds receivable represents cash-in-transit from credit card processors that is received to our bank accounts within five business days of the underlying ticket transaction. As of December 31, 2023, approximately 21% of our cash was held outside of the United States. We do not expect to incur significant taxes related to these amounts.
We calculate Adjusted EBITDA as net loss adjusted to exclude depreciation and amortization, stock-based compensation expense, interest expense, loss on debt extinguishment, direct and indirect acquisitions related costs, employer taxes related to employee equity transactions, other income (expense), net, which consisted of interest income, foreign exchange rate gains and losses and changes in fair value of term loan embedded derivatives, and income tax provision (benefit).
We calculate Adjusted EBITDA as net loss adjusted to exclude depreciation and amortization, stock-based compensation expense, interest income, interest expense, loss on debt extinguishment, employer taxes related to employee equity transactions, other income (expense), net, and income tax provision (benefit).
Overview Our mission is to bring the world together through live experiences, and since inception, we have been at the center of the experience economy, helping to transform the way people organize and attend events. Eventbrite connects event creators - the people who bring others together to share their passions, artistry and causes through live experiences - with their audiences.
Since inception, we have been at the center of the experience economy, helping transform the way people discover and organize events. Our two-sided marketplace connects millions of creators and consumers every month to share their passions, artistry, and causes through live experiences.
When we provide advance payouts, we assume risk that the event may be cancelled, fraudulent or materially not as described, resulting in significant chargebacks and refund requests. The terms of our standard merchant agreement obligate creators to repay us for ticket sales advanced under such circumstances.
When we provide advance payouts, we assume significant risk that the event may be cancelled, postponed, fraudulent, materially not as described or removed from our platform due to its failure to comply with our terms of service, merchant agreement or community guidelines, resulting in significant chargebacks and refund requests.
Year Ended December 31, Change 2022 2021 $ % (in thousands, except percentages) Net revenue $ 260,927 $ 187,134 $ 73,793 39 % The increase in net revenue during 2022 compared to 2021 was primarily driven by an increase in revenue from service fees and payment processing fees attributed to the growth in our paid ticket volume which increased by 19.6 million or 29%.
Year Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) Net revenue $ 326,134 $ 260,927 $ 65,207 25 % The increase in net revenue during 2023 compared to 2022 was primarily driven by an increase in service fees and payment processing fees attributed to growth in our paid ticket volume, and related pricing increases implemented since January 2023 to reflect enhanced product features.
These are subsequently recovered by withholding amounts due to us from the sale of tickets for the event until the creator payment has been fully recovered. We record a reserve for creator signing fees and creator advances taking into consideration the recoverability of outstanding balances and changing facts and circumstances for each reporting period.
We record a reserve for creator signing fees and creator advances taking into consideration the recoverability of outstanding balances and changing facts and circumstances for each reporting period.
However, due to the nature of the COVID-19 pandemic and ongoing variants, there is a high degree of uncertainty around these reserves and our actual losses could be materially different from our current estimates.
Due to the nature of macroeconomic events, including but not limited to shifts in consumer behavior, inflation, and interest rate movements, there is a high degree of uncertainty around these reserves and our actual losses could be materially different from our current estimates.
Revenue is recognized when control of promised goods or services is transferred to the creator, which is when the ticket is sold for service fees and payment processing fees. Net revenue excludes sales taxes and value-added taxes (VAT) and is presented net of estimated customer refunds, chargebacks and amortization of creator signing fees.
Net revenue excludes sales taxes and value-added taxes (VAT) and is presented net of estimated customer refunds, chargebacks and amortization of creator signing fees.
These cash assets held for creators are directly offset by a corresponding liability to creators. During the year ended December 31, 2022 and 2021, the effect of exchange rate changes on cash, cash equivalents, and restricted cash, resulted in reductions of $13.0 million and $6.8 million, respectively, primarily due to the strengthening of the U.S. dollar against certain currencies.
These cash assets held for creators are directly offset by a corresponding liability to creators. During the year ended December 31, 2023 we recorded a $4.2 million increase in cash and cash equivalents primarily due to the weakening of the U.S. dollar.
If the creator is insolvent or has spent the proceeds of the ticket sales for event-related costs, we may not be able to recover our losses from these events. The COVID-19 pandemic has increased the likelihood that we will not recover the losses from ticket sales advanced prior to the COVID-19 pandemic.
The terms of our standard merchant agreement obligate creators to repay us for ticket sales advanced under such circumstances. If the creator is insolvent, has spent the proceeds of the ticket sales for event-related costs, has cancelled the event, or has engaged in fraudulent activity, we may not be able to recover our advance payout losses from these events.
Additionally, we recorded a $7.0 million reserve decrease during the year ended December 31, 2022, compared to a $10.0 million decrease recorded in 2021, which resulted in a $3.0 million increase in our expense driven by the advance payout reserve.
We recorded a $4.4 million release to our chargebacks and refunds reserve during the year ended December 31, 2023, compared to a $7.0 million release recorded in 2022, due to the continued resolution of our advanced payout exposure, which resulted in a $2.6 million increase in expense.
Collectively, our cash and cash equivalents, short term investments and funds receivable balances represent a mix of cash that belongs to us and cash that is due to creators. The amounts due to creators, which was $309.3 million as of December 31, 2022, are captioned on our consolidated balance sheets as accounts payable, creators.
The cash was held primarily to fund our foreign operations and on behalf of, and to be remitted to, creators. Collectively, our cash and cash equivalents, short term investments and funds receivable balances represent a mix of cash that belongs to us and cash that is due to creators.
Reserves are recorded based on our assessment of various factors, including the amounts paid and outstanding to creators in conjunction with the advance payout program, the nature of future events, the remaining time to event date, macro-economic conditions and current events, and actual chargeback and refund activity during the current year. Impact if actual results differ from assumptions.
We record reserves for estimated advance payout losses as an operating expense classified within sales, marketing and support. Assumptions and judgment. Reserves are recorded based on our assessment of various factors, including the amounts paid and outstanding to creators in conjunction with the advance payout program, macroeconomic conditions and current events, and actual chargeback and refund activity.
The Plan also includes a real estate reduction to reflect the geographic distribution of our employees as well as reductions in vendor and other costs. 40 Table of Contents Key Business Metrics and Non-GAAP Financial Measures We monitor key metrics to help us evaluate our business, identify trends affecting our business, formulate business plans and make strategic decisions.
Key Business Metrics and Non-GAAP Financial Measures We monitor key metrics to help us evaluate our business, identify trends affecting our business, formulate business plans and make strategic decisions.
Year Ended December 31, Change 2022 2021 $ % (in thousands, except percentages) Cost of net revenue $ 90,746 $ 70,294 $ 20,452 29 % Percentage of total net revenue 35 % 38 % Gross margin 65 % 62 % The increase in cost of net revenue during the year ended December 31, 2022 compared to 2021 was primarily due to an increase of $20.7 million in payment processing costs associated with the increase in paid ticket volume and an increase in website hosting fees of $1.8 million, partially offset by a $2.2 million decrease in amortization of capitalized internal-use software development costs.
Year Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) Cost of net revenue $ 103,130 $ 90,746 $ 12,384 14 % Percentage of total net revenue 32 % 35 % Gross margin 68 % 65 % The increase in cost of net revenue during the year ended December 31, 2023 compared to 2022 was primarily due to an increase in payment processing costs associated with the increase in ticket sales volume.
Liquidity and Capital Resources As of December 31, 2022, we had cash and cash equivalents of $539.3 million, short-term investments of $84.2 million and funds receivable of $43.5 million. Our cash and cash equivalents includes bank deposits, U.S. Treasury bills, and money market funds held by financial institutions. Our short-term investment portfolio, which consists of U.S.
Our cash and cash equivalents include bank deposits, U.S. Treasury bills, and money market funds held by financial institutions. Our short-term investment portfolio, which consists of U.S. Treasury bills, is designed to preserve principal and provide liquidity.
Year Ended December 31, Change 2022 2021 $ % (in thousands, except percentages) Other income (expense), net $ 2,753 $ (3,630) $ 6,383 176 % Percentage of total net revenue 1 % (2) % The increase in other income during 2022 compared to 2021 was driven by a $6.4 million increase in interest income primarily due to rising interest rates in 2022.
Year Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) Other income (expense), net $ 335 $ (3,679) $ 4,014 109 % Percentage of total net revenue — % (1) % The increase in other income during 2023 compared to 2022 was driven by a $5.8 million decrease in foreign currency rate remeasurement loss fluctuations, offset by a $1.8 million decrease in other income primarily related to a COVID-19 employee retention credit recorded during the year ended December 31, 2022.
Comparison of Years Ended December 31, 2022 and 2021 Cash Flows from Operating Activities The net cash provided by operating activities for the year ended December 31, 2022 was $8.6 million, which primarily resulted from our net loss of $55.4 million, adjusted for noncash charges primarily consisting of $53.4 million stock-based compensation expense, $14.9 million depreciation and amortization, and $3.4 million noncash operating lease expense.
The net cash provided by operating activities of $8.6 million for the year ended December 31, 2022, was primarily due to our net loss of $55.4 million, adjusted for non-cash charges of $86.8 million primarily driven by stock-based compensation expense and changes to our operating assets and liabilities that used $22.8 million in cash, primarily driven by timing of funds receivable.
These ticketing proceeds are legally unrestricted, and beginning in the fourth quarter we invested a portion of creator cash in high quality U.S. Treasury bills. For qualified creators, we pass ticket sales proceeds to the creator prior to the event, subject to certain limitations. Internally, we refer to these payments as advance payouts.
Treasury bills with original maturities greater than three months and less than one year. For qualified creators, we pass ticket sales proceeds to the creator prior to the event, subject to certain limitations. Internally, we refer to these payments as advance payouts.
We believe that our existing cash and short-term investments, together with cash generated from operations, will be sufficient to meet our anticipated cash needs for at least the next 12 months. However, our liquidity assumptions may prove to be incorrect, and we could exhaust our available financial resources sooner than we currently expect.
Upon conversion, the notes may be settled in cash, shares of Class A common stock, or a combination of cash and shares of Class A common stock, at our election. We believe that our existing cash, together with cash generated from operations, will be sufficient to meet our anticipated cash needs for at least the next 12 months.
The reductions are primarily attributed to the effect of exchange rate changes on cash balances held on behalf of creators, which can serve as a natural hedge for the effect of exchange rates on Accounts payable, creators presented within operating activities.
The impact of the effect of exchange rate changes are primarily attributed to creator cash balances, which can serve as a natural hedge for the effect of exchange rates on accounts payable, creators presented within operating activities. 48 Table of Contents Concentrations of Credit Risk There were no customers (creators) that represented 10% or more of our accounts receivable or exceeded 10% of our net revenue balance during the years ended December 31, 2023 and 2022.
Year Ended December 31, Change 2022 2021 $ % (in thousands, except percentages) Income tax provision (benefit) $ 126 $ 1,428 $ (1,302) (91) % Percentage of total net revenue — % 1 % The provision for income taxes decreased by $1.3 million in 2022 compared to 2021 and was primarily attributable to insignificant non-routine tax benefits and changes in our year-over-year jurisdictional mix of taxable earnings.
Year Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) Income tax provision $ 1,991 $ 126 $ 1,865 1480 % Percentage of total net revenue 1 % — % The provision for income taxes increased by $1.9 million in 2023 compared to 2022 and was primarily attributable to year-over-year business growth and changes in taxable earnings mix. 46 Table of Contents Liquidity and Capital Resources As of December 31, 2023, we had cash and cash equivalents of $489.2 million, short-term investments of $153.7 million and funds receivable of $48.8 million.
Through our highly-scalable self-service platform, we enable event creators to plan, promote and sell tickets to their events. Our consumer-facing experiences enable event seekers to find experiences they love and serve as a demand generating engine for event creators.
Creators use our highly-scalable self-service ticketing and marketing tools to plan, promote, and sell tickets to their events and event seekers use our website and mobile application to discover and purchase tickets to experiences they love.
Under certain circumstances, holders may surrender their 48 Table of Contents notes of a series for conversion prior to the applicable maturity date. Upon conversion, the notes may be settled in cash, shares of Class A common stock, or a combination of cash and shares of Class A common stock, at our election.
The 2025 Notes mature on December 1, 2025 and the 2026 Notes mature on September 15, 2026. Under certain circumstances, holders may surrender their notes of a series for conversion prior to the applicable maturity date.
Year Ended December 31, Change 2022 2021 $ % (in thousands, except percentages) Interest expense $ 11,269 $ 16,267 $ (4,998) (31) % Percentage of total net revenue 4 % 9 % The decrease in interest expense during 2022 compared to 2021 was primarily due to a $5.4 million decrease in interest on the term loans which were repaid in the first quarter of 2021.
Year Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) Interest expense $ 11,185 $ 11,269 $ (84) (1) % Percentage of total net revenue 3 % 4 % Interest expense remained relatively consistent for the year ended December 31, 2023 compared to the year ended December 31, 2022.
General and administrative expenses consist of personnel costs, including stock-based compensation, and professional fees for finance, accounting, legal, risk, human resources and other corporate functions. Our general and administrative expenses also include accruals for sales and business taxes, as well as reserves and impairment charges related to creator upfront payments.
For information on the costs associated with the restructuring, see Note 1 - Overview and Basis of Presentation in the notes to the consolidated financial statements. General and administrative. General and administrative expenses consist of personnel costs, including stock-based compensation, and professional fees for finance, accounting, legal, risk, human resources and other corporate functions.
The net cash provided by financing activities of $51.2 million during the year ended December 31, 2021 was primarily due to $207.0 million proceeds from issuing the 2026 Notes, net of issuance costs, and $18.5 million proceeds from the exercise of stock options, partially offset by $143.2 million repayment of term loans including prepayment premium, $18.5 million 49 Table of Contents purchase of the 2026 Capped Calls in connection with the issuance of the 2026 Notes and $13.7 million in taxes paid related to the net share settlement of equity awards.
Net cash used in investing activities of $89.5 million for the year ended December 31, 2022 primarily consisted of $83.9 million in purchases of short-term investments Cash Flows from Financing Activities Net cash used in financing activities of $4.9 million during the year ended December 31, 2023 was primarily due to $7.3 million in taxes paid related to net share settlement of equity awards, offset by $1.3 million in proceeds from the exercise of stock options and $1.1 million in proceeds from issuance of Class A common stock under our Employee Stock Purchase Plan.
Year Ended December 31, Change 2022 2021 $ % (in thousands, except percentages) Product development $ 86,346 $ 66,303 $ 20,043 30 % Percentage of total net revenue 33 % 35 % The increase in product development costs during 2022 compared to 2021 was primarily driven by $19.1 million employee-related costs, of which $3.2 million related to increased stock-based compensation.
Year Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) General and administrative $ 91,269 $ 81,285 $ 9,984 12 % Percentage of total net revenue 28 % 31 % The increase in general and administrative expenses during 2023 compared to 2022 was primarily driven by restructuring related costs of $4.9 million, consisting of $3.3 million in severance and other employee termination benefits and $1.6 million in lease abandonment and related costs.
We recognized foreign currency rate remeasurement losses during the year ended December 31, 2022, as a result of the strengthening of the U.S. dollar compared to the currencies with which we operate and process transactions. 47 Table of Contents Income Tax Provision (Benefit) Income tax provision consists primarily of U.S. federal and state income taxes and income taxes in certain foreign jurisdictions in which we conduct business.
Income Tax Provision Income tax provision consists primarily of U.S. federal and state income taxes and income taxes in certain foreign jurisdictions in which we conduct business.
Revision of Previously Issued Consolidated Financial Statements This “Management’s Discussion and Analysis of Financial Condition and Results of Operations” gives effect to the revision of our consolidated statements of cash flows for the years ended December 31, 2021 and 2020, as more fully described in Note 1 to the Notes to Consolidated Financial Statements – Revision of Previously Issued Consolidated Financial Statements, included in Part II, Item 8, "Financial Statements and Supplementary Data" of this Annual Report on Form 10-K.
For further information, refer to Note 1 - Overview and Basis of Presentation included in Part II, Item 8, "Notes to Consolidated Financial Statements," of this Annual Report on Form 10-K.
Cash Flows from Investing Activities The net cash used in investing activities of $89.5 million for the year ended December 31, 2022 consisted of $83.9 million purchases of short-term investments $3.0 million capitalized internal-use software development costs, $1.4 million purchases of property and equipment and $1.1 million holdback consideration associated with ToneDen acquisition.
Cash Flows from Investing Activities Net cash used in investing activities of $69.3 million for the year ended December 31, 2023 primarily consisted of $370.2 million in purchases of short-term investments, offset by a $308.0 million increase in maturity of short-term investments.
The net cash provided by operating activities for the year ended December 31, 2021 was $85.8 million, which primarily resulted from our net loss of $139.1 million, adjusted for noncash charges primarily consisting of $50.0 million loss on debt extinguishment, $47.5 million stock-based compensation expense, $18.7 million depreciation and amortization, and $4.6 million noncash operating lease expense.
Comparison of Years Ended December 31, 2023 and 2022 Cash Flows from Operating Activities The net cash provided by operating activities of $19.0 million for the year ended December 31, 2023, was primarily due to our net loss of $26.5 million, adjusted for non-cash charges of $79.2 million primarily driven by stock-based compensation expense and changes in our operating assets and liabilities that used $33.7 million in cash, primarily driven by refunds and chargebacks.
Year Ended December 31, Change 2022 2021 $ % (in thousands, except percentages) Sales, marketing and support $ 49,292 $ 35,916 $ 13,376 37 % Percentage of total net revenue 19 % 19 % The increase in sales, marketing and support expenses during 2022 compared to 2021 consisted of increases of $6.7 million employee-related costs of which $2.7 million related to increased stock-based compensation, primarily due to headcount growth.
Year Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) Sales, marketing and support $ 74,574 $ 49,292 $ 25,282 51 % Percentage of total net revenue 23 % 19 % The increase in sales, marketing and support expenses during 2023 compared to 2022 was primarily driven by a $11.0 million increase in marketing spend associated with our consumer marketing campaigns, search engine marketing, and advertising.
The remainder of the increase in net revenue during 2022 consisted of a $1.6 million decrease in amortization of creator signing fees and $1.3 million increase in revenue from marketing services. Net revenue per paid ticket was $3.00 in the year ended December 31, 2022 compared to $2.78 in 2021.
Net revenue per paid ticket was $3.49 in the year ended December 31, 2023 compared to $3.00 in 2022. The increase in net revenue per paid ticket during the year was primarily driven by pricing increases implemented since January 2023.
Due to the ongoing COVID-19 pandemic, along with other geopolitical and macroeconomic events, including inflation, rising interest rates and economic recession, there is uncertainty and significant disruption in the global economy and financial markets. We have had to make significant estimates in our consolidated financial statements, specifically related to chargebacks and refunds reserves due to cancelled or postponed events.
As the impact of ongoing macroeconomic conditions continues to evolve, including inflation and interest rate movements, there is inherent uncertainty about future events and their effects which may require significant judgment in our estimates and assumptions, specifically related to chargebacks and refunds reserves due to cancelled or postponed events. We evaluate these estimates on an ongoing basis.
Due to the nature of the COVID-19 pandemic and ongoing variants, it is possible that the reserve will not be sufficient and our actual losses could be materially different from our current estimates. We will adjust our reserves in the future to reflect our best estimates of future outcomes.
To the extent actual results differ materially from our current estimates and assumptions, the Company’s future financial statements could be affected. We will adjust our reserves in the 49 Table of Contents future to reflect our best estimates of future outcomes. We cannot predict the outcome of macroeconomic conditions, nor the likelihood and impact of event cancellations and postponements.