AI-Simulated Survey Matches Real Human Rankings: Spearman r=0.886 in Head-to-Head Match-ups

soumitrashukla9 · x · 2026-11-13

Responding to "this is just AI's opinion — what about real humans?", economist John Horton ran a human-vs-AI comparison study with Prolific: AI simulations (n=18) and real respondents (n=5) judged the same options in head-to-head match-ups.

Results showed strong agreement: win rates track closely (Photo F: 100% vs 100%; Photo A: 80% vs 78%), and Bradley-Terry scores correlate at Spearman r=0.886 (p=0.0188). Tiny samples make this preliminary, but it's a reproducible paradigm for testing whether AI can simulate human survey responses.

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