Who Is Afraid of ChatGPT? A Natural Experiment on the Effect of ChatGPT Release on Labour-Market Concerns

The public release of ChatGPT on November 30th, 2022 revived the public debate on technological change and, particularly, on its impact on the labour market. Despite the sudden growth in AI salience after the launch of the new chatbot, to our knowledge, no empirical investigation has assessed the impact of this technological breakthrough on citizens’ first concerns. By means of a unique survey fielded between November and December 2022 in five European countries, we use an Unexpected Event During Survey (UEDS) design to causally test the effect of ChatGPT’s launch on individual perception of unemployment risk. We rely on statistical matching techniques, combined with regression analyses to explore heterogeneity in responses between socioeconomic groups. We show that the release of the new chatbot mildly but significantly increased unemployment concerns in advanced industrial democracies, particularly among individuals with low and middling levels of income and education, as well as poorly exposed to AI. By capturing reactions before informational framings consolidate and widespread adoption occurs, this study provides a rare window into citizens’ genuine response to technological change, indicating that its socioeconomic consequences are perceived as immediately salient.

Authors

Institutions

Publication Details

Journal
Social Science Computer Review
Published
2026-10-09
DOI
https://doi.org/10.1177/08944393261493959
Primary Topic
Labor market dynamics and wage inequality
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Who Is Afraid of ChatGPT? A Natural Experiment on the Effect of ChatGPT Release on Labour-Market Concerns

Gregorio Buzzelli, Francesco Nicoli, Brian Michael Burgoon, Stefano Sacchi
Social Science Computer Review
Labor market dynamics and wage inequality
article

Who Is Afraid of ChatGPT? A Natural Experiment on the Effect of ChatGPT Release on Labour-Market Concerns

Gregorio Buzzelli, Francesco Nicoli, Brian Michael Burgoon, Stefano Sacchi
article en

Abstract

The public release of ChatGPT on November 30th, 2022 revived the public debate on technological change and, particularly, on its impact on the labour market. Despite the sudden growth in AI salience after the launch of the new chatbot, to our knowledge, no empirical investigation has assessed the impact of this technological breakthrough on citizens’ first concerns. By means of a unique survey fielded between November and December 2022 in five European countries, we use an Unexpected Event During Survey (UEDS) design to causally test the effect of ChatGPT’s launch on individual perception of unemployment risk. We rely on statistical matching techniques, combined with regression analyses to explore heterogeneity in responses between socioeconomic groups. We show that the release of the new chatbot mildly but significantly increased unemployment concerns in advanced industrial democracies, particularly among individuals with low and middling levels of income and education, as well as poorly exposed to AI. By capturing reactions before informational framings consolidate and widespread adoption occurs, this study provides a rare window into citizens’ genuine response to technological change, indicating that its socioeconomic consequences are perceived as immediately salient.

Social Science Computer Review
Politecnico di Torino (IT), University of Amsterdam (NL)
Openalex Percentile: Top 9%
Labor market dynamics and wage inequality
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Who Is Afraid of ChatGPT? A Natural Experiment on the Effect of ChatGPT Release on Labour-Market Concerns — Gregorio Buzzelli, Francesco Nicoli, et al. · Social Science Computer Review (2026) | TGRS Research Map | TGRS