Research & Papers

A Bayesian Framework for Human-AI Collaboration: Complementarity and Correlation Neglect

AI can make you dumber at your job, according to this new research.

Deep Dive

MIT researchers developed a model showing AI assistance can impair human decisions, not just help. The key factor is 'correlation neglect'—when humans treat AI advice as independent from their own knowledge, ignoring shared evidence. This behavioral flaw can lead to worse outcomes than working alone. The study defines four interaction regimes: augmentation, impairment, complementarity, and automation, based on the overlap between human and AI information.

Why It Matters

This challenges the blind faith in AI assistants and shows when human intuition should override the machine.