# Freelance Gig Platforms — Meta ads research Category research. Brand directory deferred. Edition: October 2026. Page updated: 2026-10-11. ## Account AOV aggregate No publishable AOV benchmark. - Status: unavailable_insufficient_cohort - Scope: The exact category cohort does not support a publishable AOV aggregate. - Status reviewed: 2026-10-11T14:09:52.863370+00:00 - Period: No publishable aggregate; underlying reporting period not supplied Median and middle 50% of account-level average order values. Each account value is purchase ROAS multiplied by cost per purchase in USD. Successful classifications, including manual corrections, with positive finite spend, purchases, ROAS and cost per purchase. Accounts are counted once with equal weight. Quartiles use linear interpolation. Root cohorts include direct root classifications and their child categories; exact-child cohorts exclude parent and sibling categories. The source selects the highest-spend coverage row per account among snapshots dated within the preceding 30 days; the underlying reporting period is not supplied. This is a dated aggregate advertising-data snapshot, not business-wide AOV or a census. Source: [Madgicx Research & Labs](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#benchmark) Directory status: deferred. Final brand research and logo placement are pending. ## Research questions ### Should a freelance marketplace use transaction volume as platform revenue in ROAS? Upwork’s May 2025 report distinguishes gross services volume from platform revenue and defines take rate using the two. State which value an acquisition report uses; marketplace transaction volume is not interchangeable with the platform’s revenue. [Source](https://investors.upwork.com/static-files/91e17858-66d2-45af-9c21-f1dae512fa37) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-edjobs1-freelance-gig-platforms-1) Citation: Madgicx Research & Labs. Freelance Gig Platforms. Should a freelance marketplace use transaction volume as platform revenue in ROAS? Upwork’s May 2025 report distinguishes gross services volume from platform revenue and defines take rate using the two. State which value an acquisition report uses; marketplace transaction volume is not interchangeable with the platform’s revenue. Source: https://investors.upwork.com/static-files/91e17858-66d2-45af-9c21-f1dae512fa37 Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-edjobs1-freelance-gig-platforms-1 ### Does a freelance-platform registration establish an active buyer? Upwork’s report defines an active client through spending during the preceding twelve months. Keep registrations and spending buyers distinct when evaluating a marketplace acquisition funnel; this is a dated provider definition, not an industry standard. [Source](https://investors.upwork.com/static-files/91e17858-66d2-45af-9c21-f1dae512fa37) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-edjobs1-freelance-gig-platforms-2) Citation: Madgicx Research & Labs. Freelance Gig Platforms. Does a freelance-platform registration establish an active buyer? Upwork’s report defines an active client through spending during the preceding twelve months. Keep registrations and spending buyers distinct when evaluating a marketplace acquisition funnel; this is a dated provider definition, not an industry standard. Source: https://investors.upwork.com/static-files/91e17858-66d2-45af-9c21-f1dae512fa37 Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-edjobs1-freelance-gig-platforms-2 ### Is spend per active marketplace buyer the same as first-order value? Upwork defines GSV per active client using trailing-four-quarter GSV and active clients at period end. That measure includes a longer activity window; do not relabel it as a new buyer’s first purchase or a Labs AOV measurement. [Source](https://investors.upwork.com/static-files/91e17858-66d2-45af-9c21-f1dae512fa37) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-edjobs1-freelance-gig-platforms-3) Citation: Madgicx Research & Labs. Freelance Gig Platforms. Is spend per active marketplace buyer the same as first-order value? Upwork defines GSV per active client using trailing-four-quarter GSV and active clients at period end. That measure includes a longer activity window; do not relabel it as a new buyer’s first purchase or a Labs AOV measurement. Source: https://investors.upwork.com/static-files/91e17858-66d2-45af-9c21-f1dae512fa37 Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-edjobs1-freelance-gig-platforms-3 ### Why should freelancer acquisition and buyer acquisition have different value events? Upwork describes Connects as tokens used for proposals and advertising, separately from client service spending. Define which side of the marketplace a campaign acquires before comparing paid tokens with service transactions. [Source](https://investors.upwork.com/static-files/91e17858-66d2-45af-9c21-f1dae512fa37) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-edjobs1-freelance-gig-platforms-4) Citation: Madgicx Research & Labs. Freelance Gig Platforms. Why should freelancer acquisition and buyer acquisition have different value events? Upwork describes Connects as tokens used for proposals and advertising, separately from client service spending. Define which side of the marketplace a campaign acquires before comparing paid tokens with service transactions. Source: https://investors.upwork.com/static-files/91e17858-66d2-45af-9c21-f1dae512fa37 Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-edjobs1-freelance-gig-platforms-4 ### Is an AOV benchmark available for this category? No publishable AOV benchmark is available. The exact category cohort does not support a publishable AOV aggregate. Parent and sibling benchmarks are not substituted. [Source](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#benchmark) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-benchmark-status) Citation: Madgicx Research & Labs. Freelance Gig Platforms. Is an AOV benchmark available for this category? No publishable AOV benchmark is available. The exact category cohort does not support a publishable AOV aggregate. Parent and sibling benchmarks are not substituted. Source: https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#benchmark Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-benchmark-status ### Can I download this industry research? The exports section provides this edition in Markdown and JSON, along with a research index. This private draft is not licensed for public redistribution. [Source](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#reuse) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-download-research) Citation: Madgicx Research & Labs. Freelance Gig Platforms. Can I download this industry research? The exports section provides this edition in Markdown and JSON, along with a research index. This private draft is not licensed for public redistribution. Source: https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#reuse Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-download-research ### How should I cite a finding from this page? When reuse is permitted, credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope. This private draft is not licensed for public redistribution. [Source](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#reuse) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-cite-research) Citation: Madgicx Research & Labs. Freelance Gig Platforms. How should I cite a finding from this page? When reuse is permitted, credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope. This private draft is not licensed for public redistribution. Source: https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#reuse Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/freelance-gig-platforms#answer-cite-research