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Auteurs principaux: Si, Shuhua, Zhou, Yangfan
Format: Preprint
Publié: 2026
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Accès en ligne:https://arxiv.org/abs/2605.13039
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author Si, Shuhua
Zhou, Yangfan
author_facet Si, Shuhua
Zhou, Yangfan
contents A principal decides whether to approve an agent based on a noisy signal (e.g., test scores) generated by the agent. High-quality agents can produce high signals on average at lower cost, but the realizations are subject to noise that depends on the screening technology's precision. We uncover a paradoxical "pitfall of precision": when precision is already high, further improvements reduce screening accuracy and lower the principal's welfare. This occurs because greater precision incentivizes strategic signaling from more low-quality agents, outweighing the direct benefit from improved precision. The pitfall of precision also has implications for statistical discrimination: groups with noisier technologies face lower approval rates yet may be favored ex ante -- a reversal of discrimination. We also examine how commitment power helps mitigate the pitfall.
format Preprint
id arxiv_https___arxiv_org_abs_2605_13039
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Pitfall of Precision in Noisy Signaling
Si, Shuhua
Zhou, Yangfan
Theoretical Economics
A principal decides whether to approve an agent based on a noisy signal (e.g., test scores) generated by the agent. High-quality agents can produce high signals on average at lower cost, but the realizations are subject to noise that depends on the screening technology's precision. We uncover a paradoxical "pitfall of precision": when precision is already high, further improvements reduce screening accuracy and lower the principal's welfare. This occurs because greater precision incentivizes strategic signaling from more low-quality agents, outweighing the direct benefit from improved precision. The pitfall of precision also has implications for statistical discrimination: groups with noisier technologies face lower approval rates yet may be favored ex ante -- a reversal of discrimination. We also examine how commitment power helps mitigate the pitfall.
title Pitfall of Precision in Noisy Signaling
topic Theoretical Economics
url https://arxiv.org/abs/2605.13039