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Winners and losers of generative AI: Early Evidence of Shifts in Freelancer Demand

Business

Winners and losers of generative AI: Early Evidence of Shifts in Freelancer Demand

O. Teutloff, J. Einsiedler, et al.

This paper, authored by Ole Teutloff, Johanna Einsiedler, Otto Kässi, Fabian Braesemann, Pamela Mishkin, and R. Maria del Rio-Chanona, reveals how ChatGPT is reshaping the landscape of freelancing. Discover how demand is shifting away from substitutable skills like writing and translation, while the need for specialized expertise in areas like machine learning is skyrocketing. Join us as we explore these pivotal changes in the job market.

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~3 min • Beginner • English
Abstract
We examine how ChatGPT has changed the demand for freelancers in jobs where generative AI tools can act as substitutes or complements to human labor. Using BERTopic we partition job postings from a leading online freelancing platform into 116 fine-grained skill clusters and with GPT-40 we classify them as substitutable, complementary or unaffected by LLMs. Our analysis reveals that labor demand increased after the launch of ChatGPT, but only in skill clusters that were complementary to or unaffected by the AI tool. In contrast, demand for substitutable skills, such as writing and translation, decreased by 20-50% relative to the counterfactual trend, with the sharpest decline observed for short-term (1-3 week) jobs. Within complementary skill clusters, the results are mixed: demand for machine learning programming grew by 24%, and demand for AI-powered chatbot development nearly tripled, while demand for novice workers declined in general. This result suggests a shift toward more specialized expertise for freelancers rather than uniform growth across all complementary areas.
Publisher
Journal of Economic Behavior and Organization
Published On
Nov 25, 2024
Authors
Ole Teutloff, Johanna Einsiedler, Otto Kässi, Fabian Braesemann, Pamela Mishkin, R. Maria del Rio-Chanona
Tags
ChatGPT
freelancer demand
generative AI
specialized expertise
job postings
skill clusters
labor market
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