What Are the Costs of Delayed Technology Adoption? Evidence from Italy’s Ban of ChatGPT
63 Pages Posted: 31 May 2023 Last revised: 2 Feb 2025
Jeremy Bertomeu
Washington University in St. Louis - John M. Olin Business School
Yupeng Lin
National University of Singapore (NUS) - Sustainable & Green Finance Institute (SGFIN); Business School, National University of Singapore
Yibin Liu
National University of Singapore (NUS) - NUS Business School
Zhenghui Ni
Renmin University of China, School of Business
Date Written: January 31, 2025
Abstract
On March 31, 2023, the Italian Data Protection Authority found ChatGPT in violation of privacy laws and banned the service in Italy, providing a natural experiment to evaluate the economic losses stemming from the delayed adoption of generative AI. Italian firms with higher exposure to the technology experience a 9% negative stock return during the ban period compared to firms with lower exposure. The negative impact is greater for smaller and more newly established businesses. We further utilize job posting data to demonstrate that Italian firms in industries with high AI exposure experience a significant decline in full-time job postings, particularly for non-ChatGPT-replaceable roles. This decline persists into the post-ban period without signs of reversal, consistent with the path-dependency theory of resource accumulation. Moreover, firms in these industries also exhibit a decline in patent applications during and after the ban. These changes in real activities help explain the substantial value losses associated with even a short-term delay in technology adoption. Collectively, our results suggest the far-reaching impacts of delays in adopting revolutionary AI technologies.
Keywords: Generative AI, ChatGPT, privacy, disruption, innovation
JEL Classification: O00, O33, O38, E44, E65, G10, G14.
Suggested Citation: Suggested Citation
Jeremy Bertomeu (Contact Author)

Washington University in St. Louis - John M. Olin Business School ( email )
One Brookings Drive
Campus Box 1133
St. Louis, MO 63130-4899
United States
Yupeng Lin

National University of Singapore (NUS) - Sustainable & Green Finance Institute (SGFIN) ( email )
Singapore
Business School, National University of Singapore ( email )
Yibin Liu
National University of Singapore (NUS) - NUS Business School ( email )
HOME PAGE: http://bizfaculty.nus.edu.sg/faculty-details/?profId=699
Zhenghui Ni
Renmin University of China, School of Business ( email )
No 59 Zhongguancun Street
Haidian District
Beijing, Beijing 100872
China
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