Customer behavior and adoption · Randomized field experiment introducing optional, visible verification on an online dating platform without ratings/reviews.
Optional Verification and Signaling in Online Matching Markets: Evidence from a Randomized Field Experiment
Lanfei Shi, Siva Viswanathan (2023). Optional Verification and Signaling in Online Matching Markets: Evidence from a Randomized Field Experiment. Information Systems Research. https://doi.org/10.1287/isre.2022.1194.
Plain-English take
High-type men were more likely to verify, while medium-type women were most likely; verified users received more contacts from higher-type users, became more proactive, and voluntary verification facilitated desirable matching outcomes. For your marketing: Use it as a behavioral mechanism or experiment-design reference, not a direct forecast for a SaaS funnel.
How much weight to give this
4/5 Strong design for its specific question
The 1–5 evidence-check score is a practical reading aid, not a formal peer review or a probability that a conclusion is true. It combines design strength (2 points), sample reporting (1), comparison/control clarity (1), and how much of the paper could be checked (1). Access affects how confidently this directory can assess a study, not the study's underlying quality. Blinding is reported separately because it is not relevant to every design.
Randomized field experiment introducing optional, visible verification on an online dating platform without ratings/reviews.
Users on both sides of a leading online dating platform; self-disclosed profiles and voluntary verification.
Judged from the publisher-described design and comparison; consult the paper for complete analysis.
Publisher page and abstract were retrieved directly; full text was not assumed open.
Double-blind? Blinding was not established from the retrieved publisher record.
Research question
What the authors investigated
Who opts into optional verification, and does visible verification improve matching outcomes?
Design
Randomized field experiment introducing optional, visible verification on an online dating platform without ratings/reviews.
Sample and setting
Users on both sides of a leading online dating platform; self-disclosed profiles and voluntary verification.
Reported result
What the study found
High-type men were more likely to verify, while medium-type women were most likely; verified users received more contacts from higher-type users, became more proactive, and voluntary verification facilitated desirable matching outcomes.
This is a paraphrase of the source. Check the original paper for definitions, estimates, statistical uncertainty and analysis details.
Scope and transfer
Limitations to keep in view
The study is one dating platform with no reputation mechanisms and self-disclosed information; its gendered signaling results may not transfer to other matching or transactional marketplaces.
Possible founder application
Use it as a behavioral mechanism or experiment-design reference, not a direct forecast for a SaaS funnel.
Evidence access
Publisher record and abstract retrieved; consult the linked paper for full methods and tables.
Publisher abstract states the dating-platform randomized field experiment, side-specific opt-in patterns, contacts, proactivity and platform-level matching result. Direct publisher-page retrieval was recorded on 2026-10-09; this profile uses publisher metadata/abstract and does not claim independent review of unavailable full text.
If only an abstract or metadata was available, the profile is limited to claims supported there. A paper's paywall does not change its evidentiary status, but it limits what we can substantiate from accessible text.