Generative AI and Asset Management

57 Pages Posted: 8 Apr 2024

See all articles by Jinfei Sheng

Jinfei Sheng

University of California, Irvine - Paul Merage School of Business

Zheng Sun

University of California, Irvine - Paul Merage School of Business

Baozhong Yang

Georgia State University - J. Mack Robinson College of Business

Alan L. Zhang

Florida International University (FIU)

Date Written: August 01, 2024

Abstract

This paper proposes a novel measure of investment companies' reliance on generative AI, focusing on its implications for hedge funds. We document a sharp increase in generative AI usage by hedge funds after ChatGPT's 2022 launch. A difference-indifferences test shows that hedge funds adopting generative AI earn 3-5% higher annualized abnormal returns than non-adopters. We further identify this effect by exploiting ChatGPT outages as exogenous shocks. The outperformance originates from funds' AI talent and ChatGPT's strength in analyzing firm-specific information. Non-hedge funds yield no significant returns from AI adoption, suggesting generative AI may widen existing disparities among investors.

Keywords: ChatGPT, Hedge Funds, Reliance on AI information (RAI), Portfolio Return, Alpha, Outage, AI Disparity, Generative AI

JEL Classification: C81, G11, G14, G23

Suggested Citation

Sheng, Jinfei and Sun, Zheng and Yang, Baozhong and Zhang, Alan L., Generative AI and Asset Management (August 01, 2024). Available at SSRN: https://ssrn.com/abstract=4786575

Jinfei Sheng

University of California, Irvine - Paul Merage School of Business ( email )

4293 Pereira Drive
Irvine, CA 92697
United States

HOME PAGE: http://sites.google.com/site/shengjinfei/

Zheng Sun

University of California, Irvine - Paul Merage School of Business ( email )

Paul Merage School of Business
Irvine, CA California 92697-3125
United States

Baozhong Yang (Contact Author)

Georgia State University - J. Mack Robinson College of Business ( email )

35 Broad St NW
Atlanta, GA Ga 30303-3083
United States
4044137350 (Phone)

HOME PAGE: http://sites.google.com/view/baozhongyang/home

Alan L. Zhang

Florida International University (FIU) ( email )

University Park
11200 SW 8th Street
Miami, FL 33199
United States

HOME PAGE: http://www.alanlzhang.com

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