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  • Large Language Models, Small Labor Market Effects - SSRN
    We examine the labor market effects of AI chatbots using two large-scale adoption surveys (late 2023 and 2024) covering 11 exposed occupations (25,000 workers, 7,000 workplaces), linked to matched employer-employee data in Denmark
  • Large Language Models, Small Labor Market Effects
    Large Language Models, Small Labor Market Effects∗ Anders Humlum† Emilie Vestergaard‡ April 15, 2025 Abstract We examine the labor market effects of AI chatbots using two large-scale adoption surveys (late 2023 and 2024) covering 11 exposed occupations (25,000 workers, 7,000 workplaces), linked to matched employer-employee data in Denmark
  • LARGE LANGUAGE MODELS, SMALL LABOR MARKET EFFECTS NATIONAL BUREAU OF . . .
    Large Language Models, Small Labor Market Effects Anders Humlum and Emilie Vestergaard NBER Working Paper No 33777 May 2025 JEL No J23, J24, J31, O33 ABSTRACT We examine the labor market effects of AI chatbots using two large-scale adoption surveys (late 2023 and 2024) covering 11 exposed occupations (25,000 workers, 7,000 workplaces), linked to
  • AI is storming workplaces — and barely making a difference, study says
    Economists Anders Humlum and Emilie Vestergaard estimate in the report, called “Large Language Models, Small Labor Market Effects,” that productivity gains from AI chatbots amounted to a mere
  • Time saved by AI offset by new work created, study suggests
    In "Large Language Models, Small Labor Market Effects," economists Anders Humlum and Emilie Vestergaard focused specifically on the impact of AI chatbots across 11 occupations often considered
  • Large language models, small labor market effects [pdf] | Hacker News
    Second, Denmark’s labor market is highly flexible, with low hiring and firing costs and decentralized wage bargaining—similar to that of the U S —which allows firms and workers to adjust hours and earnings in response to technological change (Botero et al , 2004; Dahl, Le Maire and Munch, 2013)
  • Labor Space: A Unifying Representation of the Labor Market via Large . . .
    Here, we introduce $\textit{Labor Space}$, a vector-space embedding of heterogeneous labor market entities, derived through applying a large language model with fine-tuning Labor Space exposes the complex relational fabric of various labor market constituents, facilitating coherent integrative analysis of industries, occupations, skills, and firms, while retaining type-specific clustering





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