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Journal of Financial Economics Vol. 182 2026

Intellectual property protection lost and competition: An examination using large language models

Utku U. Acikalin1; TOLGA CASKURLU2; Gerard Hoberg3; Gordon M. Phillips4

1 Cornell University · 2 University of Amsterdam · 3 University of Southern California · 4 Dartmouth College

open access

Abstract

We examine the impact of lost intellectual property protection on innovation, competition, firm performance, and valuation. We consider firms whose ability to protect intellectual property (IP) using patents is weakened following a major Supreme Court decision. We use large language models (LLM) to identify firms’ patent portfolios’ exposure to this decision and find an unequal impact. Large firms gain and small firms lose. Large impacted firms benefit as their sales growth increases and their exposure to lawsuits decreases. Small impacted firms lose as they face increased competition, product-market encroachment, and lower profits and valuations. They increase R&D and nondisclosure agreements.

DOI
10.1016/j.jfineco.2026.104306
Volume
182
Pages
104306
Language
en
Sources
openalex crossref

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