The Heterogeneous Productivity Effects of Generative AI
Not on the map. Why?
Abstract (arXiv)
We analyse the individual productivity effects of Italy's ban on ChatGPT, a generative pretrained transformer chatbot. We compile data on the daily coding output quantity and quality of over 36,000 GitHub users in Italy and other European countries and combine these data with the sudden announcement of the ban in a difference-in-differences framework. Among the affected users in Italy, we find a short-term increase in output quantity and quality for less experienced users and a decrease in productivity on more routine tasks for experienced users.
Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 6 of its 35 references that are in the map. First posted on arXiv 4 Mar 2024.
Builds on
6 of 35 references.
References · 6
- 2023How is ChatGPT's behavior changing over time?cited by 265
- 2023The Impact of AI on Developer Productivity: Evidence from GitHub Copilotcited by 264
- 2023GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Modelscited by 174
- 2023Is Stack Overflow Obsolete? An Empirical Study of the Characteristics of ChatGPT Answers to Stack Overflow Questionscited by 42
- 2023Are Large Language Models a Threat to Digital Public Goods? Evidence from Activity on Stack Overflowcited by 22
- 2024AI Oversight and Human Mistakes: Evidence from Centre Courtcited by 2
Built on by
Citing papers per year: 2025: 1; 2026: 1.
2 papers.