Generative AI and Asset Management

Abstract Using a novel measure of investment companies’ reliance on generative artificial intelligence (GenAI), we document a sharp increase in GenAI usage by hedge funds after ChatGPT’s 2022 launch. A difference-in-differences test shows that hedge funds adopting GenAI earn 2-4% higher annualized abnormal returns than nonadopters, while non-hedge funds do not benefit. The outperformance originates from funds’ AI talent and ChatGPT’s strength in analyzing firm-specific information. We conduct a new survey of fund managers’ GenAI usage to provide direct validation of our measure and offer additional new insights on how managers adopt GenAI tools in their practice. (JEL C81, G11, G14, G23)

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Publication Details

Journal
Review of Financial Studies
Published
2026-05-11
DOI
https://doi.org/10.1093/rfs/hhag050
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Generative AI and Asset Management

Jinfei Sheng, Baozhong Yang, Zheng Sun, Alan L Zhang
Review of Financial Studies
Artificial Intelligence in Healthcare and Education
article

Generative AI and Asset Management

Jinfei Sheng, Baozhong Yang, Zheng Sun, Alan L Zhang
article en

Abstract

Abstract Using a novel measure of investment companies’ reliance on generative artificial intelligence (GenAI), we document a sharp increase in GenAI usage by hedge funds after ChatGPT’s 2022 launch. A difference-in-differences test shows that hedge funds adopting GenAI earn 2-4% higher annualized abnormal returns than nonadopters, while non-hedge funds do not benefit. The outperformance originates from funds’ AI talent and ChatGPT’s strength in analyzing firm-specific information. We conduct a new survey of fund managers’ GenAI usage to provide direct validation of our measure and offer additional new insights on how managers adopt GenAI tools in their practice. (JEL C81, G11, G14, G23)

Review of Financial Studies
Iowa State University (US), University of California, Irvine (US), Middle Georgia State University (US)
Openalex Percentile: Top 7%
Artificial Intelligence in Healthcare and Education
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Generative AI and Asset Management — Jinfei Sheng, Baozhong Yang, et al. · Review of Financial Studies (2026) | TGRS Research Map | TGRS