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A Better Matchmaker? The Impact of GenAI on Matching Effectiveness in Online Labor Markets
- Truvace record
- TRV-2026-2554raw data (JSON)
- Version
- v2Revised
- First published
- Evidence type
- Controlled or validated comparison
- Sources
- 1 sourcePeer-reviewed
- sha256
- 3dc9a582e2e5…check it
Generative Artificial Intelligence (GenAI) is rapidly transforming online labor markets. However, its impact on matching effectiveness—the ability of platforms to efficiently pair mutually satisfactory relationships between employers and workers—remains underexplored. This study investigates how GenAI-assisted proposals affects the matching process. While access to GenAI may improve proposal clarity and increase the likelihood of a successful match, it can also obscure workers' unique attributes, potentially hin…
The problem
In early lab experiments on creative tasks, workers' AI-assisted proposals converged in writing style and content, which makes them less differentiating for employers choosing among them.
What this doesn’t fix
The findings are preliminary results from controlled lab experiments on creative-intensive tasks, so they do not yet show how GenAI affects matching on real platforms.
Sources
1 on file- Journal of the Association for Information Systemsaisel.aisnet.org
Cite this record
v2Truvace Impact Record TRV-2026-2554, v2: “A Better Matchmaker? The Impact of GenAI on Matching Effectiveness in Online Labor Markets.” Truvace, 2026-11-12. /record/TRV-2026-2554 (accessed on the day you copy it). sha256 3dc9a582e2e50227…
Change history
2 versionsEvery change made to this record since it was first published, and why.
Reworded the problem so it stands on its own and repaired the source title; no facts changed.
Certified into the record
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