Separating the Wheat from the Chaff

Fuente: arXiv
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Autori principali: Hörner, Johannes, Onuchic, Paula
Natura: Preprint
Pubblicazione: 2026
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author Hörner, Johannes
Onuchic, Paula
author_facet Hörner, Johannes
Onuchic, Paula
contents We study a reputational cheap-talk environment in which a judge, who is privately and imperfectly informed about a state, must choose between two speakers of unknown reliability. Exactly one speaker is an expert who perfectly observes the state, while the other is a quack with no information. Both speakers seek to be selected, while the judge wishes to identify the expert. We show that, quite generally, there is an equilibrium in which the expert is honest, yet the judge favors more extreme signals. This bias toward extremism does not induce exaggeration by the expert, but instead sustains truthful communication. The quack strategically mimics the expert's speech, and sometimes panders to the judge's prior. We show that learning in this environment exhibits an ``information begets information'' property: judges with more precise private information are more likely to identify the expert and learn the true state, implying that exposure to competing sources of uncertain reliability may amplify informational inequality across audiences.
format Preprint
id arxiv_https___arxiv_org_abs_2601_00653
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Separating the Wheat from the Chaff
Hörner, Johannes
Onuchic, Paula
Theoretical Economics
We study a reputational cheap-talk environment in which a judge, who is privately and imperfectly informed about a state, must choose between two speakers of unknown reliability. Exactly one speaker is an expert who perfectly observes the state, while the other is a quack with no information. Both speakers seek to be selected, while the judge wishes to identify the expert. We show that, quite generally, there is an equilibrium in which the expert is honest, yet the judge favors more extreme signals. This bias toward extremism does not induce exaggeration by the expert, but instead sustains truthful communication. The quack strategically mimics the expert's speech, and sometimes panders to the judge's prior. We show that learning in this environment exhibits an ``information begets information'' property: judges with more precise private information are more likely to identify the expert and learn the true state, implying that exposure to competing sources of uncertain reliability may amplify informational inequality across audiences.
title Separating the Wheat from the Chaff
topic Theoretical Economics
url https://arxiv.org/abs/2601.00653