AI Assistance in Legal Analysis: An Empirical Study

37 Pages Posted: 16 Aug 2023 Last revised: 1 Nov 2025

See all articles by Jonathan H. Choi

Jonathan H. Choi

Washington University School of Law

Daniel Schwarcz

University of Minnesota Law School

Date Written: April 15, 2025

Abstract

Can artificial intelligence (AI) augment human legal reasoning? To find out, we designed a novel experiment administering law school exams to students with and without access to GPT-4, the best-performing AI model currently available. We found that assistance from GPT-4 significantly enhanced performance on simple multiple-choice questions but not on complex essay questions. We also found that GPT-4’s impact depended heavily on the student’s starting skill level; students at the bottom of the class saw huge performance gains with AI assistance, while students at the top of the class saw performance declines. This suggests that AI may have an equalizing effect on the legal profession, mitigating inequalities between elite and nonelite lawyers. In addition, we graded exams written by GPT-4 alone to compare it with humans alone and AI-assisted humans. We found that GPT-4’s performance varied substantially depending on prompting methodology. With basic prompts, GPT-4 was a mediocre student, but with optimal prompting it outperformed both the average student and the average student with access to AI. This finding has important implications for the future of work, hinting that it may become advantageous to entirely remove humans from the loop for certain tasks.

Keywords: AI, ChatGPT, Legal Reasoning

Suggested Citation

Choi, Jonathan H. and Schwarcz, Daniel, AI Assistance in Legal Analysis: An Empirical Study (April 15, 2025). 73 Journal of Legal Education 384 (2025), Available at SSRN: https://ssrn.com/abstract=4539836 or http://dx.doi.org/10.2139/ssrn.4539836

Jonathan H. Choi

Washington University School of Law ( email )

1 Brookings Dr
St Louis, MO Missouri 63130
United States

Daniel Schwarcz (Contact Author)

University of Minnesota Law School ( email )

229 19th Avenue South
Minneapolis, MN 55455
United States

HOME PAGE: http://www.law.umn.edu/profiles/daniel-schwarcz

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