Biggest changeThe following tables set forth our results of operations (in thousands) and such data as a percentage of revenue for the periods presented: Year Ended December 31, 2022 2021 2020 (In thousands) Revenue: Consignment revenue $ 384,979 $ 302,221 $ 213,312 Direct revenue 158,726 120,844 52,623 Shipping services revenue 59,788 44,627 34,014 Total revenue 603,493 467,692 299,949 Cost of revenue: Cost of consignment revenue 56,963 44,985 30,389 Cost of direct revenue 141,661 101,427 45,406 Cost of shipping services revenue 56,178 47,803 36,587 Total cost of revenue 254,802 194,215 112,382 Gross profit 348,691 273,477 187,567 Operating expenses: Marketing 63,128 62,749 54,813 Operations and technology 279,110 235,829 163,808 Selling, general and administrative 195,160 176,418 140,652 Legal settlement 456 13,389 1,110 Total operating expenses 537,854 488,385 360,383 Loss from operations (189,163) (214,908) (172,816) Interest income 3,191 365 2,518 Interest expense (10,472) (21,531) (5,264) Other income (expense), net 171 23 (169) Loss before provision for income taxes (196,273) (236,051) (175,731) Provision for income taxes 172 56 101 Net loss $ (196,445) $ (236,107) $ (175,832) 40 Table of Contents Year Ended December 31, 2022 2021 2020 Revenue: Consignment revenue 64 % 65 % 71 % Direct revenue 26 26 18 Shipping services revenue 10 9 11 Total revenue 100 100 100 Cost of revenue: Cost of consignment revenue 9 10 10 Cost of direct revenue 24 22 15 Cost of shipping services revenue 9 10 12 Total cost of revenue 42 42 37 Gross profit 58 58 63 Operating expenses: Marketing 11 13 18 Operations and technology 46 50 55 Selling, general and administrative 33 38 47 Legal settlement — 3 — Total operating expenses 90 104 120 Loss from operations (32) (46) (57) Interest income 1 — 1 Interest expense (2) (5) (2) Other income (expense), net — — — Loss before provision for income taxes (33) % (51) (58) Provision for income taxes — — — Net loss (33) % (51) % (58) % Comparison of 2022 and 2021 Consignment Revenue Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Consignment revenue, net $ 384,979 $ 302,221 $ 82,758 27 % Consignment revenue increased by $82.8 million, or 27%, in 2022 compared to 2021.
Biggest changeThe following tables set forth our results of operations (in thousands) and such data as a percentage of revenue for the periods presented: Year Ended December 31, 2023 2022 2021 (In thousands) Revenue: Consignment revenue $ 415,572 $ 384,979 $ 302,221 Direct revenue 79,160 158,726 120,844 Shipping services revenue 54,572 59,788 44,627 Total revenue 549,304 603,493 467,692 Cost of revenue: Cost of consignment revenue 58,120 56,963 44,985 Cost of direct revenue 74,343 141,661 101,427 Cost of shipping services revenue 40,563 56,178 47,803 Total cost of revenue 173,026 254,802 194,215 Gross profit 376,278 348,691 273,477 Operating expenses: Marketing 58,275 62,988 62,749 Operations and technology 257,041 278,628 233,687 Selling, general and administrative 182,453 194,886 176,246 Restructuring 43,462 896 2,314 Legal settlement 1,340 456 13,389 Total operating expenses 542,571 537,854 488,385 Loss from operations (166,293) (189,163) (214,908) Interest income 8,805 3,191 365 Interest expense (10,701) (10,472) (21,531) Other income, net — 171 23 Loss before provision for income taxes (168,189) (196,273) (236,051) Provision for income taxes 283 172 56 Net loss $ (168,472) $ (196,445) $ (236,107) 40 Table of C ontents Year Ended December 31, 2023 2022 2021 Revenue: Consignment revenue 76 % 64 % 65 % Direct revenue 14 26 26 Shipping services revenue 10 10 9 Total revenue 100 100 100 Cost of revenue: Cost of consignment revenue 11 9 10 Cost of direct revenue 14 24 22 Cost of shipping services revenue 7 9 10 Total cost of revenue 32 42 42 Gross profit 68 58 58 Operating expenses: Marketing 11 11 13 Operations and technology 47 46 50 Selling, general and administrative 33 33 38 Restructuring 8 — — Legal settlement — — 3 Total operating expenses 99 90 104 Loss from operations (31) (32) (46) Interest income 2 1 — Interest expense (2) (2) (5) Other income, net — — — Loss before provision for income taxes (31) (33) (51) Provision for income taxes — — — Net loss (31) % (33) % (51) % Comparison of 2023 and 2022 Consignment Revenue Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Consignment revenue, net $ 415,572 $ 384,979 $ 30,593 8 % Consignment revenue increased by $30.6 million, or 8%, in 2023 compared to 2022.
See Note 2—Summary of Significant Accounting Policies—Revenue Recognition—Consignment Revenue. NMV Net merchandise value ("NMV") represents the value of sales from both consigned goods and our inventory net of platform-wide discounts less product returns and order cancellations and excludes the effect of buyer incentives, shipping fees and sales tax.
See Note 2—Summary of Significant Accounting Policies—Revenue Recognition—Consignment Revenue. NMV Net merchandise value (“NMV”) represents the value of sales from both consigned goods and our inventory net of platform-wide discounts less product returns and order cancellations and excludes the effect of buyer incentives, shipping fees and sales tax.
In addition to scaling our physical infrastructure, growing our single-SKU business operations require that we attract, train and retain highly-skilled personnel for purposes of authentication, copywriting, merchandising, pricing and fulfilling orders. We have invested substantially in technology to automate our operations and support growth, including proprietary machine learning technology to support efficiency and quality.
In addition to scaling our physical infrastructure, growing our single-SKU business operations requires that we attract, train and retain highly-skilled personnel for purposes of authentication, copywriting, merchandising, pricing and fulfilling orders. We have invested substantially in technology to automate our operations and support growth, including proprietary machine learning technology to support efficiency and quality.
Because Adjusted EBITDA facilitates internal comparisons of our historical operating performance on a more consistent basis, we use this measure as an overall assessment of our performance, to evaluate the effectiveness of our business strategies and for business planning purposes. Adjusted EBITDA may not be comparable to similarly titled metrics of other companies.
Because Adjusted EBITDA facilitates internal comparisons of our historical operating performance on a more consistent basis, we use this measure as an overall assessment of our performance, to evaluate the effectiveness of our business strategies and for business planning purposes and for incentive and compensation purposes. Adjusted EBITDA may not be comparable to similarly titled metrics of other companies.
In 2022 and 2021, repeat consignors accounted for approximately 83% and 84% of GMV, respectively. Buyer growth and retention . We grow our business by attracting and retaining buyers. We attract and retain buyers by offering highly coveted, authenticated, pre-owned luxury goods at attractive values and delivering a high-quality, luxury experience.
In 2023 and 2022, repeat consignors accounted for approximately 84% and 83% of GMV, respectively. Buyer growth and retention . We grow our business by attracting and retaining buyers. We attract and retain buyers by offering highly coveted, authenticated, pre-owned luxury goods at attractive values and delivering a high-quality, luxury experience.
Each coho rt represents all buyers that first purchased across our online marketplace in the designated year and the aggregate GMV purchased by such cohort for the initial year and each year thereafter. As illustrated in the first graph below, we have seen consistent retention of buyer activity across cohorts through 2022.
Each coho rt represents all buyers that first purchased across our online marketplace in the designated year and the aggregate GMV purchased by such cohort for the initial year and each year thereafter. As illustrated in the graph below, we have seen consistent retention of buyer activity across cohorts through 2023.
Prior year comparisons are included in "Park II, Item 7 - Management's Discussion and Analysis of Financial Condition and Results of Operations" of our Annual Report on Form 10-K for the fiscal year ended December 31, 2021.
Prior year comparisons are included in "Park II, Item 7 - Management's Discussion and Analysis of Financial Condition and Results of Operations" of our Annual Report on Form 10-K for the fiscal year ended December 31, 2022.
Recent Accounting Pronouncements See Note 2, “Summary of Significant Accounting Policies” to our financial statements included elsewhere in this Annual Report on Form 10-K for recently issued accounting pronouncements not yet adopted as of the date of this Annual Report on Form 10-K. 48 Table of Contents Item 7A. Quantitative and Qualitative Disclosures About Market Risk.
Recent Accounting Pronouncements See Note 2, “Summary of Significant Accounting Policies” to our financial statements included elsewhere in this Annual Report on Form 10-K for recently issued accounting pronouncements not yet adopted as of the date of this Annual Report on Form 10-K. 48 Table of C ontents Item 7A. Quantitative and Qualitative Disclosures About Market Risk.
In the event that additional financing is required from outside sources, we may not be able to raise it on terms acceptable to us or at all. If we are unable to raise additional capital when desired, our business, financial condition and results of operations could be adversely affected.
We may seek additional equity or debt financing. In the event that additional financing is required from outside sources, we may not be able to raise it on terms acceptable to us or at all. If we are unable to raise additional capital when desired, our business, financial condition and results of operations could be adversely affected.
Our Flagship and Neighborhood Stores provide an alternative location to drop off consigned items and an opportunity to interact with our authentication experts. Consignors may also utilize our complimentary shipping directly to our authentication centers. We leverage our proprietary transactional database and market insights from approximately 30.9 million item sales since our inception to deliver optimal pricing and rapid sell-through.
Our Neighborhood and Flagship Stores provide an alternative location to drop off consigned items and an opportunity to interact with our authentication experts. Consignors may also utilize our complimentary shipping directly to our authentication centers. We leverage our proprietary transactional database and market insights from approximately 37.5 million item sales since our inception to deliver optimal pricing and rapid sell-through.
Adjusted EBITDA means net loss before interest income, interest expense, other (income) expense net, provision for income taxes, and depreciation and amortization, further adjusted to exclude stock-based compensation, payroll taxes on employee stock transactions, restructuring charges, CEO transition costs, and certain one-time expenses.
Adjusted EBITDA means net loss before interest income, interest expense, other (income) expense net, provision for income taxes, and depreciation and amortization, further adjusted to exclude stock-based compensation, payroll taxes on employee stock transactions, restructuring, CEO separation benefits, CEO transition costs, and certain one-time expenses.
We do not reduce GMV to reflect product returns or order cancellations, which totaled 26.5%, 26.3%, and 25.3% of GMV in 2022, 2021, and 2020, respectively. GMV includes amounts paid for both consigned goods and our inventory net of platform-wide discounts and excludes the effect of buyer incentives, shipping fees and sales tax.
We do not reduce GMV to reflect product returns or order cancellations, which totaled 26.4%, 26.5%, and 26.3% of GMV in 2023, 2022, and 2021, respectively. GMV includes amounts paid for both consigned goods and our inventory net of platform-wide discounts and excludes the effect of buyer incentives, shipping fees and sales tax.
We expect to maintain this full valuation allowance for the foreseeable future. 39 Table of Contents Results of Operations The results of operations presented below should be reviewed in conjunction with the financial statements and notes included elsewhere in the Annual Report.
We expect to maintain this full valuation allowance for the foreseeable future. 39 Table of C ontents Results of Operations The results of operations presented below should be reviewed in conjunction with the financial statements and notes included elsewhere in the Annual Report.
If we fail to continue to attract and retain our buyer base to our online marketplace, our operating results would be adversely affected. The first graph below shows trends in purchasing activity for buyer cohorts for each year beginning in 2016.
If we fail to continue to attract and retain our buyer base to our online marketplace, our operating results would be adversely affected. The graph below shows trends in purchasing activity for buyer cohorts for each year beginning in 2017.
Sell-through ratio is defined as GMV in the period divided by the aggregate initial value of items added to our online marketplace in the period. In 2022 and 2021, our marketplace sell-through ratios were 91% and 94%, respectively. Our growth has been driven in significant part by repeat sales by existing consignors concurrent with growth of our consignor base.
Sell-through ratio is defined as GMV in the period divided by the aggregate initial value of items added to our online marketplace in the period. In 2023 and 2022, our marketplace sell-through ratios were 92% and 91%, respectively. Our growth has been driven in significant part by repeat sales by existing consignors concurrent with growth of our consignor base.
(4) During the year ended December 31, 2022, we received insurance reimbursement of $1.4 million related to a legal settlement expense. During the year ended December 31, 2021, we received insurance reimbursement of $4.3 million related to legal fees for a certain matter, of which $3.1 million were applied to legal expenses for the year ended December 31, 2021.
During the year ended December 31, 2021, we received insurance reimbursement of $4.3 million related to legal fees for a certain matter, of which $3.1 million were applied to legal expenses for the year ended December 31, 2021.
We recognize direct revenue upon shipment of the goods sold, based on the gross purchase price net of allowances for product returns, buyer incentives and adjustments. 35 Table of Contents Shipping Services Revenue Shipping services revenue is generated from shipping fees we charge to buyers for outbound shipping and handling activities related to delivering purchased items to our buyers.
We recognize direct revenue upon shipment of the goods sold, based on the gross purchase price net of allowances for product returns, buyer incentives and adjustments. 36 Table of C ontents Shipping Services Revenue Shipping services revenue is generated from shipping fees we charge to buyers for outbound shipping and handling activities related to delivering purchased items to our buyers.
We have transformed the luxury consignment experience by removing the friction and pain points inherent in the traditional consignment model. For consignors, we offer concierge at-home consultation and pickup, and meetings with consignors via online face-to-face platforms, or virtual consultations. Consignors may also drop off items at our luxury consignment offices.
We have transformed the luxury consignment experience by removing the friction and pain points inherent in the traditional consignment model. For consignors, we offer concierge at-home consultation and pickup as well as virtual consultations via online face-to-face platforms. Consignors may also drop off items at our luxury consignment offices.
These expenses may vary from year to year as a percentage of revenue, depending primarily upon when we choose to make more significant investments.
These expenses may vary from year to year as a percentage of revenue, depending primarily upon when we choose to make more significant investments. We expect these expenses to continue to decrease as a percentage of revenue.
We generate revenue from orders processed through our website, mobile app and retail stores. Our omni-channel experience enables buyers to purchase anytime and anywhere. We have a global base of more than 31.3 million members as of December 31, 2022.
We generate revenue from orders processed through our website, mobile app and retail stores. Our omni-channel experience enables buyers to purchase anytime and anywhere. We have a global base of more than 35.2 million members as of December 31, 2023.
We measure our success in attracting and retaining buyers by tracking buyer satisfaction and purchasing activity over time. We have experienced higher than average buyer satisfaction, as evidenced by our buyer net promoter score of 55 in 2022, and compared to our online shopping industry average of 41 according to NICE Satmetrix U.S. Consumer 2022 data.
We measure our success in attracting and retaining buyers by tracking buyer satisfaction and purchasing activity over time. We have experienced higher than average buyer satisfaction, as evidenced by our buyer net promoter score of 51 in 2023, and compared to our online shopping industry average of 45 according to NICE Satmetrix U.S. Consumer 2023 data.
Except as described below, prior year comparisons for 2021 and 2020 are included in “Part II, Item 7 – Management’s Discussion and Analysis of Financial Condition and Results of Operations” of our Annual Report on Form 10-K for the fiscal year ended December 31, 2021.
Prior year comparisons for 2022 and 2021 are included in “Part II, Item 7 – Management’s Discussion and Analysis of Financial Condition and Results of Operations” of our Annual Report on Form 10-K for the fiscal year ended December 31, 2022.
In July 2019, we received net proceeds of $315.5 million upon completion of our IPO on July 2, 2019. In June 2020, we received net proceeds of $143.3 million from the issuance of the 2025 Notes and the related capped call transactions.
In July 2019, we received net proceeds of $315.5 million upon completion of our IPO on July 2, 2019. In June 2020, we received net proceeds of $143.3 million from the issuance of our 3.00% Convertible Senior Notes due 2025 (the “2025 Notes”) and the related capped call transactions.
As of December 31, 2022, our cash requirements related to our operating leases on our authentication centers, retail stores, and corporate offices that are included in our balance sheet were $175.1 million, of which $29.0 million is expected to be paid within the next 12 months. • Convertible Senior Notes.
As of December 31, 2023, our cash requirements related to our operating leases on our authentication centers, retail stores, and corporate offices that are included in our balance sheet were $146.7 million, of which $27.0 million is expected to be paid within the next 12 months. • Convertible Senior Notes.
Our future capital requirements and the adequacy of available funds will depend on many factors, including, but not limited to, those set forth under the heading “Risk Factors” in this Annual Report, and our ability to grow our revenue and the timing of investments to support growth in our business, such as the build-out of our authentication centers.
Our future capital requirements and the adequacy of available funds will depend on many factors, including, but not limited to, those set forth under the heading “Risk Factors” in this Annual Report, and our ability to grow our revenues and the timing of investments to support growth in our business, such as the build-out of our authentication centers and, to a lesser extent, the opening of new retail stores.
Take rates vary depending on the total value of goods sold through our online marketplace on behalf of a particular consignor as well as the category and price point of the items. In 2022 and 2021, our take rate on consigned goods was 36.0% and 34.7% respectively.
Take rates vary depending on the total value of goods sold through our online marketplace on behalf of a particular consignor as well as the category and price point of the items. In 2023 and 2022, our overall take rate on consigned goods was 37.5% and 36.0% respectively.
In April 2021, the Company entered into a loan and security agreement ("Revolving Credit Agreement") with a lender, to provide a revolving line of credit of up to $50 million. The credit facility expires in April 2023.
In April 2021, the Company entered into a loan and security agreement (“Revolving Credit Agreement”) with a lender, to provide a revolving line of credit of up to $50 million.
Our cash requirements related to certain other non-cancellable purchase commitments associated primarily with software services and hosting arrangements, were approximately $24.4 million, of which approximately $11.2 million is expected to be paid within the next 12 months.
Our cash requirements related to certain other non-cancellable purchase commitments associated primarily with software services and hosting arrangements, were approximately $21.5 million, of which approximately $7.9 million is expected to be paid within the next 12 months.
As of December 31, 2022, our cash requirements related to our Convertible Senior Notes that are included on our balance sheet and the related periodic interest payments were $488.8 million, of which $8.1 million is expected to be paid within the next 12 months. • Non-cancellable purchase commitments.
As of December 31, 2023, our cash requirements related to our Convertible Senior Notes that are included on our balance sheet and the related periodic interest payments were $480.7 million, of which $8.1 million is expected to be paid within the next 12 months.
The following table provides a reconciliation of net loss to Adjusted EBITDA (in thousands): Year Ended December 31, 2022 2021 2020 (In thousands) Adjusted EBITDA Reconciliation: Net loss $ (196,445) $ (236,107) $ (175,832) Add (deduct): Depreciation and amortization 27,669 23,531 18,845 Interest income (3,191) (365) (2,518) Interest expense 10,472 21,531 5,264 Provision for income taxes 172 56 101 EBITDA (161,323) (191,354) (154,140) Stock-based compensation (1) 46,138 48,802 24,322 CEO separation benefits (2) 948 — — CEO transition costs (3) 1,551 — — Payroll taxes on employee stock transactions 451 1,168 — Legal fees reimbursement benefit (4) (1,400) (1,204) — Legal settlements (5) 456 13,389 1,110 Restructuring charges (6) 896 2,314 514 Other (income) expense, net (171) (23) 169 Adjusted EBITDA (112,454) (126,908) (128,025) (1) The stock-based compensation expense for the year ended December 31, 2022 includes a one-time charge of $1.0 million related to the modification of certain equity awards pursuant to the terms of the transition and separation agreement entered into with our founder, Julie Wainwright, in connection with her resignation as Chief Executive Officer ("CEO") on June 6, 2022 (the "Separation Agreement").
The following table provides a reconciliation of net loss to Adjusted EBITDA (in thousands): Year Ended December 31, 2023 2022 2021 (In thousands) Adjusted EBITDA Reconciliation: Net loss $ (168,472) $ (196,445) $ (236,107) Add (deduct): Depreciation and amortization 31,695 27,669 23,531 Interest income (8,805) (3,191) (365) Interest expense 10,701 10,472 21,531 Provision for income taxes 283 172 56 EBITDA (134,598) (161,323) (191,354) Stock-based compensation (1) 34,273 46,138 48,802 CEO separation benefits (2) — 948 — CEO transition costs (3) 159 1,551 — Payroll taxes on employee stock transactions 195 451 1,168 Legal fees reimbursement benefit (4) — (1,400) (1,204) Legal settlements (5) 1,340 456 13,389 Restructuring (6) 43,462 896 2,314 Other expense, net — (171) (23) Adjusted EBITDA (55,169) (112,454) (126,908) (1) The stock-based compensation expense for the year ended December 31, 2022 includes a one-time charge of $1.0 million related to the modification of certain equity awards pursuant to the terms of the transition and separation agreement entered into with our founder, Julie Wainwright, in connection with her resignation as Chief Executive Officer ("CEO") on June 6, 2022 (the "Separation Agreement").
We believe this metric reflects scale, brand awareness, buyer acquisition and engagement. Average Order Value (“AOV”) Average order value (“AOV”) means the average value of all orders placed across our online marketplace and retail stores, excluding the effect of buyer incentives, shipping fees and sales taxes. Our focus on luxury goods across multiple categories drives a consistently strong AOV.
Average Order Value (“AOV”) Average order value (“AOV”) means the average value of all orders placed across our online marketplace and retail stores, excluding the effect of buyer incentives, shipping fees and sales taxes. Our focus on luxury goods across multiple categories drives a consistently strong AOV.
Throughout the pandemic, our top priority has been to protect the health and safety of our employees and our customers. Macroeconomic uncertainty and inflationary pressure have and may in the future drive lower demand for the end customer and increase costs of labor and shipping.
During any public health emergency, our top priority is to protect the health and safety of our employees and our customers. Macroeconomic uncertainty and inflationary pressure have and may in the future drive lower demand for the end customer and increase costs of labor and shipping.
See “Risk Factors—Risks Related to Our Business and Industry— Our reduction in workforce and the associated real estate reduction plan may not result in anticipated savings, could resul t in total costs and expenses that are greater than expected and could disrupt our business. ” Other Factors Affecting Our Performance Other key business and marketplace factors, independent of the health and economic impact of the COVID-19 pandemic and macroeconomic conditions, impact our business.
See “Risk Factors—Risks Related to Our Business and Industry— The savings plan we implemented in February 2023 may not result in anticipated savings, could resul t in total costs and expenses that are greater than expected and could disrupt our business. ” Other Factors Affecting Our Performance Other key business and marketplace factors, independent of the health and economic impact of public health emergencies and macroeconomic conditions, impact our business.
Provision for Income Taxes Our provision for income taxes consists primarily of state minimum taxes in the United States. We have a full valuation allowance for our net deferred tax assets primarily consisting of net operating loss carryforwards, accruals and reserves, stock-based compensation, fixed assets, and other book-to-tax timing differences.
We have a full valuation allowance for our net deferred tax assets primarily consisting of net operating loss carryforwards, accruals and reserves, stock-based compensation, fixed assets, and other book-to-tax timing differences.
The net change in our operating assets and liabilities was primarily the result of cash inflows due to a decrease in 2022 of $28.0 million in inventory driven by a decrease in direct purchases of inventory from vendors, an increase of $10.5 million in accrued consignor payables, and by a $4.9 million increase in accounts payable, partially offset by a decrease of $17.8 million in operating lease liability and a decrease of $9.8 million in other accrued and current liabilities.
The net change in our operating assets and liabilities was primarily the result of cash outflows due to a decrease of $26.5 million in operating lease liabilities, a decrease of $4.4 million in consignor payables, an increase of $7.0 million in accounts receivable, and an increase of $3.1 million in other assets, partially offset by cash inflows due to a decrease of $10.9 million in inventory driven by a decrease in direct purchases of inventory from vendors.
Interest Income Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Interest income $ 3,191 $ 365 $ 2,826 774 % Interest income increased by $2.8 million, or over 100%, in the year ended December 31, 2022 compared to the year ended December 31, 2021. The increase was primarily driven by higher average interest rates.
Interest Income Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Interest income $ 8,805 $ 3,191 $ 5,614 176 % Interest income increased by $5.6 million, or over 100%, in the year ended December 31, 2023 compared to the year ended December 31, 2022. The increase was primarily driven by higher average interest rates.
To support the future growth of our business, we continue to invest in physical infrastructure, talent and technology. We principally conduct our intake, authentication, merchandising and fulfillment operations in our leased authentication centers located in Arizona and New Jersey comprising an aggregate of approximately 1.4 million square feet of space. We also operate retail stores in several geographies.
We principally conduct our intake, authentication, merchandising and fulfillment operations in our leased authentication centers located in Arizona and New Jersey comprising an aggregate of approximately 1.4 million square feet of space. We also operate retail stores in several geographies.
We count as a member any user who has registered an email address on our website or downloaded our mobile app, thereby agreeing to our terms of service. 33 Table of Contents Through December 31, 2022, we have cumulatively paid approximately $3.2 billion in commissions to our consignors.
We count as a member any user who has registered an email address on our website or downloaded our mobile app, thereby agreeing to our terms of service. Through December 31, 2023, we have cumulatively paid approximately $4.0 billion in commissions to our consignors. Our GMV decreased to $1.7 billion in 2023 from $1.8 billion in 2022.
Net Cash Used in Investing Activities During 2022, net cash used in investing activities was $36.9 million, which consisted of $22.9 million for purchases of property and equipment, net, including leasehold improvements, and $14.1 million for capitalized proprietary software costs.
Net Cash Used in Investing Activities During 2023, net cash used in investing activities was $42.1 million, which consisted of $29.2 million for purchases of property and equipment, net, including leasehold improvements, and $13.0 million for capitalized proprietary software costs.
Year Ended December 31, 2022 2021 2020 (In thousands, except AOV and percentages) GMV $ 1,815,983 $ 1,482,432 $ 986,951 NMV $ 1,335,506 $ 1,092,353 $ 736,872 Consignment revenue $ 384,979 $ 302,221 $ 213,312 Direct revenue $ 158,726 $ 120,844 $ 52,623 Shipping services revenue $ 59,788 $ 44,627 $ 34,014 Number of orders 3,757 2,981 2,233 Take rate 36.0 % 34.7 % 35.7 % Active buyers 998 797 649 AOV $ 483 $ 497 $ 442 % of GMV from repeat buyers 84.0 % 83.9 % 83.0 % GMV GMV represents the total amount paid for goods across our online marketplace in a given period.
Year Ended December 31, 2023 2022 2021 (In thousands, except AOV and percentages) GMV $ 1,725,983 $ 1,815,983 $ 1,482,432 NMV $ 1,269,880 $ 1,335,506 $ 1,092,353 Consignment revenue $ 415,572 $ 384,979 $ 302,221 Direct revenue $ 79,160 $ 158,726 $ 120,844 Shipping services revenue $ 54,572 $ 59,788 $ 44,627 Number of orders 3,300 3,757 2,981 Take rate 37.5 % 36.0 % 34.7 % Active buyers 922 998 797 AOV $ 523 $ 483 $ 497 GMV GMV represents the total amount paid for goods across our online marketplace in a given period.
As a percentage of revenue, selling, general and administrative expense decreased to 33% in 2022 from 38% in 2021. These expenses may vary from period to period as a percentage of revenue. We expect these expenses to decrease as a percentage of revenue over the long term.
As a percentage of revenue, selling, general and administrative remained flat at 33% in the years ended December 31, 2023 and 2022 . These expenses may vary from period to period as a percentage of revenue. We expect these expenses to decrease as a percentage of revenue over the long term.
These expenses may vary from period to period as a percentage of revenue, depending primarily upon our marketing investments. We expect these expenses to decrease as a percentage of revenue over the longer term.
As a percentage of revenue, marketing remained flat at 11% in the years ended December 31, 2023 and 2022. These expenses may vary from period to period as a percentage of revenue, depending primarily upon our marketing investments. We expect these expenses to decrease as a percentage of revenue over the longer term.
(5) The legal settlement charges for the year ended December 31, 2021 reflects legal settlement expenses arising from the settlement of a putative shareholder class action and derivative case. (6) The restructuring charges for the year ended December 31, 2022 consists of employee severance payments and benefits.
The legal settlement charges for the year ended December 31, 2021 reflect legal settlement expenses arising from the settlement of a putative shareholder class action and derivative case.
The increase in our take rate was due to the larger sales mix of higher take rate categories such as women's apparel. Additionally, we earn revenue from our subscription program, First Look, in which we offer buyers early access to the items we sell in exchange for a monthly fee. • Direct revenue .
The increase in our take rate was due to the update of our consignor commission structure (effective November 1, 2022). Additionally, we earn revenue from our subscription program, First Look, in which we offer buyers early access to the items we sell in exchange for a monthly fee. • Direct revenue .
Year Ended December 31, 2022 2021 2020 (In thousands) Net cash (used in) provided by: Operating activities $ (91,557) $ (142,151) $ (134,419) Investing activities (36,922) (43,437) 178,004 Financing activities 4,101 252,913 152,815 Net (decrease) increase in cash and cash equivalents $ (124,378) $ 67,325 $ 196,400 Net Cash Used in Operating Activities During 2022, net cash used in operating activities was $91.6 million, which consisted of a net loss of $196.4 million, adjusted by non-cash charges of $98.2 million and cash inflows due to a net change of $6.7 million in our operating assets and liabilities.
Year Ended December 31, 2023 2022 2021 (In thousands) Net cash (used in) provided by: Operating activities $ (61,268) $ (91,557) $ (142,151) Investing activities (42,128) (36,922) (43,437) Financing activities 226 4,101 252,913 Net (decrease) increase in cash and cash equivalents $ (103,170) $ (124,378) $ 67,325 Net Cash Used in Operating Activities During 2023, net cash used in operating activities was $61.3 million, which consisted of a net loss of $168.5 million, adjusted by non-cash charges of $136.3 million and cash outflows due to a net change of $29.1 million in our operating assets and liabilities.
We believe that our existing cash and cash equivalents as of December 31, 2022 will be sufficient to meet our working capital, capital expenditures and contractual obligation requirements for at least the next 12 months. We may seek additional equity or debt financing.
We believe our existing cash and cash equivalents as of December 31, 2023 will be sufficient to meet our working capital and capital expenditures needs for at least the next 12 months.
The increase was primarily attributable to the 31% increase in direct revenue compared to the prior year. Direct revenue gross margin decreased by 5 percentage points in the year ended December 31, 2022 compared to the year ended December 31, 2021, primarily driven by strategic liquidation of company owned inventory sold at discounted prices.
Direct revenue gross margin decreased by 467 basis points in the year ended December 31, 2023 compared to the year ended December 31, 2022, primarily driven by strategic liquidation of company owned inventory sold at discounted prices, which resulted in the sell through of inventory that was previously reserved.
The margin profile of our direct revenue is lower than the margin profile of our consignment revenue. 42 Table of Contents Cost of Shipping Services Revenue Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Cost of shipping services revenue $ 56,178 $ 47,803 $ 8,375 18 % As a percent of shipping services revenue 94 % 107 % Cost of shipping services revenue increased by $8.4 million, or 18%, in the year ended December 31, 2022 compared to the year ended December 31, 2021.
The margin profile of our direct revenue is lower than the margin profile of our consignment revenue. 42 Table of C ontents Cost of Shipping Services Revenue Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Cost of shipping services revenue $ 40,563 $ 56,178 $ (15,615) (28) % As a percent of shipping services revenue 74 % 94 % Cost of shipping services revenue decreased by $15.6 million, or 28%, in the year ended December 31, 2023 compared to the year ended December 31, 2022.
Cost of Consignment Revenue Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Cost of consignment revenue $ 56,963 $ 44,985 $ 11,978 27 % As a percent of consignment revenue 15 % 15 % Cost of consignment revenue increased by $12.0 million, or 27%, in 2022 compared to 2021.
Cost of Consignment Revenue Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Cost of consignment revenue $ 58,120 $ 56,963 $ 1,157 2 % As a percent of consignment revenue 14 % 15 % Cost of consignment revenue increased by $1.2 million, or 2%, in 2023 compared to 2022.
These expenses may vary from period to period as a percentage of revenue, depending primarily upon when we choose to make more significant investments.
As a percentage of revenue, operations and technology expense increased to 47% in 2023 from 46% in 2022 due to a decrease in direct revenue. These expenses may vary from period to period as a percentage of revenue, depending primarily upon when we choose to make more significant investments.
(3) The CEO transition charges for the year ended December 31, 2022 consist of general and administrative fees, including legal and recruiting expenses, as well as retention bonuses for certain executives incurred in connection with our founder's resignation on June 6, 2022.
(2) The CEO separation benefit charges for the year ended December 31, 2022 consist of base salary, bonus and benefits for the 2022 fiscal year, as well as an additional twelve months of base salary and benefits payable to Julie Wainwright pursuant to the Separation Agreement. 47 Table of C ontents (3) The CEO transition charges for the year ended December 31, 2022 consist of general and administrative fees, including legal and recruiting expenses, as well as retention bonuses for certain executives incurred in connection with our founder's resignation on June 6, 2022.
Our AOV reflects both the average price of items sold as well as the number of items per order. Our AOV is a key driver of our operating leverage.
Our AOV reflects both the average price of items sold as well as the number of items per order. Our AOV is a key driver of our operating leverage. 37 Table of C ontents Components of our Operating Results Revenue Our revenue is comprised of consignment revenue, direct revenue, and shipping services revenue. • Consignment revenue .
Interest Expense Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Interest expense $ (10,472) $ (21,531) $ 11,059 -51 % Interest expense decreased by $11.1 million, or 51%, for the year ended December 31, 2022 compared to the year ended December 31, 2021.
Interest Expense Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Interest expense $ (10,701) $ (10,472) $ 229 2 % Interest expense increased by $0.2 million, or 2%, for the year ended December 31, 2023 compared to the year ended December 31, 2022.
Other Income, Net Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Other income, net $ 171 $ 23 $ 148 643 % Other income increased by $0.1 million, or over 100%, in the year ended December 31, 2022 compared to the year ended December 31, 2021.
Other Income, Net Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Other income, net $ — $ 171 $ (171) -100 % 44 Table of C ontents Other income decreased by $0.2 million, or 100%, in the year ended December 31, 2023 compared to the year ended December 31, 2022.
Cost of Direct Revenue Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Cost of direct revenue $ 141,661 $ 101,427 $ 40,234 40 % As a percent of direct revenue 89 % 84 % Cost of direct revenue increased by $40.2 million, or 40%, in 2022 compared to 2021.
Cost of Direct Revenue Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Cost of direct revenue $ 74,343 $ 141,661 $ (67,318) (48) % As a percent of direct revenue 94 % 89 % Cost of direct revenue decreased by $67.3 million, or 48%, in 2023 compared to 2022.
Our total gross margin decreased by 1 percentage point in the year ended December 31, 2022 compared to the year ended December 31, 2021 driven by the decrease in direct revenue gross margin as discussed above. Gross margin may vary from period to period.
Total Gross Margin Our total gross margin increased by 1,072 basis point in the year ended December 31, 2023 compared to the year ended December 31, 2022 primarily driven by the increase in higher margin consignment revenue and decrease in lower margin direct revenue. Gross margin may vary from period to period.
We expect these expenses to continue to decrease as a percentage of revenue over the longer term. 43 Table of Contents Selling, General and Administrative Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Selling, general and administrative $ 195,160 $ 176,418 $ 18,742 11 % Selling, general and administrative expense increased by $18.7 million, or 11%, in 2022 compared to 2021.
We expect these expenses to decrease as a percentage of revenue over the longer term. 43 Table of C ontents Selling, General and Administrative Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Selling, general and administrative $ 182,453 $ 194,886 $ (12,433) (6) % Selling, general and administrative expense decreased by $12.4 million, or 6%, in 2023 compared to 2022.
We believe there is substantial opportunity to grow our business by having buyers also become consignors and vice versa. As of December 31, 2022, 15% of our buyers had become consignors and 50% of our consignors had become buyers.
In 2020, buyer retention was impacted by the adverse impacts of COVID-19 on supply, and as a result, GMV. We believe there is substantial opportunity to grow our business by having buyers also become consignors and vice versa. As of December 31, 2023, 15% of our buyers had become consignors and 49% of our consignors had become buyers.
Consignors typically started at a 55% commission (which equals a 45% take rate for us) and could earn up to a 70% commission. In addition, there were commission exceptions from the tiered commission structure based on category and price point of the items.
Previously, our take rate was primarily based on a tiered commission structure for consignors, where the more they sell the higher percent commission they earn. Consignors typically started at a 55% commission (which equals a 45% take rate for us) and could earn up to a 70% commission.
Beginning in November 2022, the take rate structure is primarily based on the category and the price point of the sold items. For example, under the updated take rate structure, consignors can earn 20% commission on all sold items under $100, and up to 90% commission on watches sold for over $7,500.
For example, under the updated take rate structure, consignors can earn 20% commission on all sold items under $100, and up to 90% commission on watches sold for over $7,500. We launched a pricing tool for our consignors that provides detail on commission rates for specific categories and other aspects of the take rate structure.
We adjust or re-allocate our advertising in real-time to optimize our spend across channels, buyer demographics and geographies to improve our return on advertising spend. With the exception of 2020 due to the adverse impacts of COVID-19 on our business, our BAC has declined over time driven by improving acquisition efficiencies. Scaling operations and technology.
We adjust or re-allocate our advertising in real-time to optimize our spend across channels, buyer demographics and geographies to improve our return on advertising spend. Scaling operations and technology. To support the future growth of our business, we continue to invest in physical infrastructure, talent and technology.
Marketing Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Marketing $ 63,128 $ 62,749 $ 379 1 % Marketing expense increased by $0.4 million, or 1%, in 2022 compared to 2021.
Legal Settlement Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Legal settlement $ 1,340 $ 456 $ 884 194 % Legal settlement expense increased by $0.9 million, or over 100%, in 2023 compared to 2022.
Shipping Services Revenue Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Shipping services revenue $ 59,788 $ 44,627 $ 15,161 34 % Shipping services revenue increased by $15.2 million, or 34%, in 2022 compared to 2021 primarily due to increased shipping rates charged to buyers for outbound and return shipments and the fulfillment of a larger number of orders, which increased 26% in the year ended December 31, 2022 compared to the year ended December 31, 2021.
Shipping Services Revenue Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Shipping services revenue $ 54,572 $ 59,788 $ (5,216) (9) % Shipping services revenue decreased by $5.2 million, or 9%, in 2023 compared to 2022 primarily due to a decrease in the number of orders.
We will continue to evaluate our real estate presence as we deem appropriate to create efficiencies and to address trends in the marketplace and macroeconomic factors. We may not be able to fully realize the cost savings and benefits initially anticipated from the RIF or Real Estate Reduction Plan, and the expected costs may be greater than expected.
We may not be able to fully realize the cost savings and benefits initially anticipated from the savings plan, and the expected costs may be greater than expected.
The restructuring charges for the year ended December 31, 2021 consist of the costs to transition operations from the Brisbane warehouse to our new Phoenix warehouse. 37 Table of Contents Components of our Operating Results Revenue Our revenue is comprised of consignment revenue, direct revenue, and shipping services revenue. • Consignment revenue .
Restructuring for the year ended December 31, 2021 consist of the costs to transition operations from the Brisbane warehouse to our new Phoenix warehouse. Material Contractual and Other Obligations O ur material contractual and other obligations as of December 31, 2023 consist of: • Operating Leases.
Operations and Technology Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Operations and technology $ 279,110 $ 235,829 $ 43,281 18 % Operations and technology expense increased by $43.3 million, or 18%, in 2022 compared to 2021.
Operations and Technology Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Operations and technology $ 257,041 $ 278,628 $ (21,587) (8) % Operations and technology expense decreased by $21.6 million, or 8%, in 2023 compared to 2022.
For the year ended December 31, 2022, we have not identified critical accounting estimates that involve a significant level of estimation uncertainty and would have a material impact on our results. Refer to our significant accounting policies are more fully described in Note 2—Summary of Significant Accounting Policies.
Actual results may differ from these judgments and estimates under different assumptions or conditions and any such differences may be material. For the year ended December 31, 2023, we have not identified critical accounting estimates that involve a significant level of estimation uncertainty and would have a material impact on our results.
Our take rate increased to 36.0% from 34.7% during the year ended December 31, 2022 compared to last year due to increased contribution from higher take rate products such as women's apparel. 41 Table of Contents Direct Revenue Year Ended December 31, Change 2022 2021 Amount % (In thousands, except percentage) Direct revenue $ 158,726 $ 120,844 $ 37,882 31 % Direct revenue increased by $37.9 million, or 31%, in 2022 compared to 2021.
Our take rate increased to 37.5% from 36.0% during the year ended December 31, 2023 compared to last year due to the update of our consignor commission structure which went into effect on November 1, 2022. 41 Table of C ontents Direct Revenue Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Direct revenue $ 79,160 $ 158,726 $ (79,566) (50) % Direct revenue decreased by $79.6 million, or 50%, in 2023 compared to 2022.
The increase in revenue was driven primarily by a 23% increase in GMV, and improvement in our take rate during the year ended December 31, 2022. GMV growth during the year ended December 31, 2022 was driven by a 26% increase in orders, due to strong market demand for online luxury goods, partially offset by a 3% decrease in AOV.
The increase in revenue was driven primarily by an increase in consignment GMV, and improvement in our take rate during the year ended December 31, 2023. Overall GMV decreased by 5% during the year ended December 31, 2023. The decrease in GMV is driven by a decrease in direct GMV, partially offset by the increase in consignment GMV.
Our GMV increased to $1.8 billion in 2022 from $1.5 billion in 2021. Our AOV decreased to $483 in 2022 from $497 in 2021. In 2022 and 2021, our total revenue was $603.5 million and $467.7 million, respectively, representing an increase of 29% in 2022.
Our AOV increased to $523 in 2023 34 Table of C ontents from $483 in 2022. In 2023 and 2022, our total revenue was $549.3 million and $603.5 million, respectively, representing a decrease of 9% in 2023. In 2023 and 2022, our gross profit was $376.3 million and $348.7 million, respectively, representing an increase of 8% in 2023.
In November 2022, we updated our take rate structure with the goals of optimizing take rate, limiting consignment of lower value items, and increasing supply of higher value items. Previously, our take rate was primarily based on a tiered commission structure for consignors, where the more they sell the higher percent commission they earn.
In November 2022, we updated our take rate structure with the goals of optimizing take rate, limiting consignment of lower value items, and increasing supply of higher value items. We continue to assess the impact of our updated take rate structure and may implement further changes in the future.
As a result of this seasonality, we typically see stronger AOV and more rapid sell-through in the fourth quarter.
As a result of this seasonality, we typically see stronger AOV and more rapid sell-through in the fourth quarter. 35 Table of C ontents Key Financial and Operating Metrics The key operating and financial metrics that we use to assess the performance of our business are set forth below for 2023, 2022, and 2021.
Management assesses changes in take rates by monitoring the volume of GMV and take rate across each discrete commission grouping, encompassing commission tiers and exceptions. Active Buyers Active buyers include buyers who purchased goods through our online marketplace during the 12 months ended on the last day of the period presented, irrespective of returns or cancellations.
Active Buyers Active buyers include buyers who purchased goods through our online marketplace during the 12 months ended on the last day of the period presented, irrespective of returns or cancellations. We believe this metric reflects scale, brand awareness, buyer acquisition and engagement.
Liquidity and Capital Resources As of December 31, 2022, we had cash and cash equivalents of $293.8 million and an accumulated deficit of $951.2 million. Since our inception, we have generated negative cash flows from operations and have primarily financed our operations through equity and convertible debt financings.
We had restricted cash of $14.9 million as of December 31, 2023, consisting of cash deposited with a financial institution as collateral for our letters of credit, facility leases and credit cards. Since our inception, we have generated negative cash flows from operations and have primarily financed our operations through equity and convertible debt financings.
We expect these expenses to continue to decrease as a percentage of revenue. 38 Table of Contents Selling, General and Administrative Selling, general and administrative expense is principally comprised of personnel-related costs for our sales professionals and employees involved in finance and administration.
Selling, General and Administrative Selling, general and administrative expense is principally comprised of personnel-related costs for our sales professionals and employees involved in finance and administration. Selling, general and administrative expense also includes allocated facilities and overhead costs and professional services, including accounting and legal advisors.
We launched a pricing tool for our consignors that provides detail on commission rates for specific categories and other aspects of the take rate structure. Consignors are eligible to receive additional commissions based on total net sales under an added tiered commission structure.
Consignors are eligible to receive additional commissions based on total net sales under an added tiered commission structure. Management assesses changes in take rates by monitoring the volume of GMV and take rate across each discrete commission grouping, encompassing commission tiers and exceptions.
The increase was primarily attributable to the 27% increase in consignment revenue compared to the prior year, as well as higher credit card fees and overhead costs driven by growth in our business. Consignment revenue gross margin remained flat in the year ended December 31, 2022 compared to the year ended December 31, 2021.
The increase was primarily attributable to the 8% increase in consignment revenue compared to the prior year, partially offset by efficiencies in our cost leverage. Consignment revenue gross margin increased by 81 basis points in the year ended December 31, 2023 compared to the year ended December 31, 2022, primarily driven by the 8% increase in consignment revenue.
We believe GMV growth is driven by interest in luxury resale due to increasing consumer desire for more affordable, accessible luxury goods in a sustainable circular economy. Returns and cancellations as a percentage of GMV for the year ended December 31, 2022 was 26.5%, compared to 26.3% for the year ended December 31, 2021.
Returns and cancellations as a percentage of GMV for the year ended December 31, 2023 was 26.4%, compared to 26.5% for the year ended December 31, 2022.
The increase was primarily driven by the sell-through of company owned inventory from previous direct purchases from businesses. We recognize direct revenue on a gross basis upon shipment of the purchased good to the buyer. Direct revenue was flat as a percentage of total revenue year over year.
The decrease was primarily driven by our planned actions to minimize vendor-purchased company-owned inventory as the margin profile of our direct revenue is lower than consignment revenue. We recognize direct revenue upon shipment of the purchased good to the buyer.
Consignment Revenue Year Ended December 31, Change 2021 2020 Amount % (In thousands, except percentage) Consignment revenue, net $ 302,221 $ 213,312 $ 88,909 42 % Consignment and service revenue increased by $88.9 million, or 42%, in 2021 compared to 2020.
Restructuring Year Ended December 31, Change 2023 2022 Amount % (In thousands, except percentage) Restructuring $ 43,462 $ 896 $ 42,566 4,751 % Restructuring increased by $42.6 million, or over 100%, in 2023 compared to 2022.