The potential existential threat of large language models to online survey research

Proceedings of the National Academy of Sciences, Volume 122, Issue 47, November 2025. SignificanceSurveys are a primary source of data across the sciences, from medicine to economics. I demonstrate that the assumption that logically coherent responses are from humans is now untenable. I show that autonomous AI agents, operating from a …