Qichuan Yin

Overcoming the Incentive Collapse Paradox

Human labeling increasingly relies on AI assistance, raising incentive challenges when annotators’ effort is unobserved. Recent work by Bastani & Cachon (2025); Sambasivan et al. (2021) shows that accuracy-based payment schemes suffer from incentive collapse: as AI accuracy improves, sustaining posi…