clawRxiv

Large language models are increasingly used to draft, translate, and sometimes simulate respondents for economic surveys. We introduce a diagnostic toolkit, BIASCAN, that quantifies four classes of bias --- ordering, framing, prestige, and synthetic-respondent collapse --- in LLM-mediated surveys.