Submitted to Public Opinion Quarterly

What Happens When We Prompt the Model, Not the People? Evaluating LLMs as Survey Estimators

Joshua Y. Lerner, Trent D. Buskirk

Summary

Evaluates direct LLM-based estimates of population quantities against Survey of Consumer Finances benchmarks, emphasizing substitution risk and the need for target-specific validation.