Signaling in the Age of AI: Evidence from Cover Letters

We study the impact of generative AI on labor market signaling using the introduction of an AI-powered cover letter writing tool on a large online labor platform. Our data track both access to the tool and usage at the application level. Difference-in-differences estimates show that access to the tool increased textual alignment between cover letters and job posts and raised callback rates. Time spent editing AI-generated cover letter drafts is positively correlated with hiring success. After the tool's introduction, the correlation between cover letters' textual alignment and callbacks fell by 51%, consistent with what theory predicts if the AI technology reduces the signal content of cover letters. In response, employers shifted toward alternative signals, including workers' prior work histories.

Publication Details

Journal
ArXiv.org
Published
2025-09-29
Primary Topic
Neutropenia and Cancer Infections
Type
article
Field-Weighted Citation Impact
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article

Signaling in the Age of AI: Evidence from Cover Letters

ArXiv.org
Neutropenia and Cancer Infections
article

Signaling in the Age of AI: Evidence from Cover Letters

article en

Abstract

We study the impact of generative AI on labor market signaling using the introduction of an AI-powered cover letter writing tool on a large online labor platform. Our data track both access to the tool and usage at the application level. Difference-in-differences estimates show that access to the tool increased textual alignment between cover letters and job posts and raised callback rates. Time spent editing AI-generated cover letter drafts is positively correlated with hiring success. After the tool's introduction, the correlation between cover letters' textual alignment and callbacks fell by 51%, consistent with what theory predicts if the AI technology reduces the signal content of cover letters. In response, employers shifted toward alternative signals, including workers' prior work histories.

ArXiv.org
Decent work and economic growth
Openalex Percentile: Top 37%
Neutropenia and Cancer Infections
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Signaling in the Age of AI: Evidence from Cover Letters · ArXiv.org (2025) | TGRS Research Map | TGRS