Who Is AI Replacing? The Impact of Generative AI on Online Freelancing Platforms
Ozge Demirci, Jonas Hannane, Xinrong Zhu
Management Science
- 주제인간과 AI 협업 · 디지털조직
- 방법
- 현상
This paper studies the impact of generative artificial intelligence (AI) technologies on the demand for online freelancers using a large data set from a leading global freelancing platform. We identify the types of jobs that are more affected by generative AI and quantify the magnitude of the heterogeneous impact. Our findings indicate a 21% decrease in the number of job posts for automation-prone jobs related to writing and coding compared with jobs requiring manual-intensive skills within eight months after the introduction of ChatGPT. We show that the reduction in the number of job posts increases competition among freelancers, whereas the remaining automation-prone jobs are of greater complexity and offer higher pay. We also find that the introduction of image-generating AI technologies led to a 17% decrease in the number of job posts related to image creation. We use Google Trends to show that the more pronounced decline in the demand for freelancers within automation-prone jobs correlates with their higher public awareness of ChatGPT’s substitutability. This paper was accepted by Duncan Simester, marketing. Supplemental Material: The online appendices and data files are available at https://doi.org/10.1287/mnsc.2024.05420 .
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- 저널Management Science · 71(10) · 8097–8108
- 토픽Digital Economy and Work Transformation · Sociology and Political Science
- DOI10.1287/mnsc.2024.05420
- 저자Ozge Demirci, Jonas Hannane, Xinrong Zhu