Tuesday, July 1, 2025

The Labor Market Effects of Generative Artificial Intelligence

 

The Labor Market Effects of Generative Artificial Intelligence

40 Pages Posted: 10 Apr 2025 Last revised: 25 Jun 2025

Jonathan Hartley

Stanford University

Filip Jolevski

Department of Economics, George Mason University; Enterprise Analysis Unit, Development Economics Vice Presidency, The World Bank

Vitor Melo

Clemson University

Brendan Moore

Stanford University, Department of Economics

Date Written: December 18, 2024

Abstract

In this paper we develop a new survey analyzing Generative AI use in the labor market to assist in measuring the economic effects of Generative AI. We find, consistent with other surveys that Generative AI tools like large language models (LLMs) are most commonly used in the labor force by younger individuals, more highly educated individuals, higher income individuals, and those in particular industries such as customer service, marketing and information technology. Overall, we find that LLM adoption at work among U.S. survey respondents above 18 has increased rapidly from 30.1% as of December 2024, to 43.2% as of March/April 2025. We also estimate Generative AI use at the intensive margins, its efficiency gains and its use in job search and seek to examine the effects of LLMs on productivity and the labor market using a number of additional datasets. These results have several implications for policymakers, businesses, and researchers navigating the evolving landscape shaped by the integration of Generative AI into the global economy.

Keywords: Large Language Models, Artificial Intelligence, Employment Dynamics, Automation

JEL Classification: E00, E02, F22, F43, P48


27 References

  1. Daron References Acemoglu
    The Simple Macroeconomics of AI , volume 40 , p. 13 - 58 Posted: 2025-01
  2. Daron & Acemoglu , Simon Johnson
    Power and Progress: Our Thousand-Year Struggle Over Technology and Prosperity Posted: 2023
  3. Daron Acemoglu , David Autor , Jonathon Hazell , Pascual Restrepo
    Artificial Intelligence and Jobs: Evidence from Online Vacancies
    Journal of Labor Economics , volume 40 , issue 1 Posted: 2022-04
  4. Ajay Agrawal , Joshua S Gans , Avi Goldfarb
    Do we want less automation?
    Science , volume 381 , p. 155 - 158 Posted: 2023-07-13
  5. Alderucci , Lee G Dean , Eduard Branstetter , Andrew Hovy , Nikolas Runge , ; Zolas , H David , Frank Levy , Richard J Murnane
    Quantifying the Impact of AI on Productivity and Labor Demand: Evidence from U.S. Census Microdata
    The Quarterly Journal of Economics , volume 118 , issue 4 , p. 1279 - 1333 Posted: 2003-11
  6. Hayden Baker , Emma Dwyer , Senthooran Kalidoss , Kelly Hynes , Jennifer Wolf , Jason A Strelzow
    Posted: 2024
  7. ChatGPT's Ability to Assist with Clinical Documentation: A Randomized Controlled Trial
    J Am Acad Orthop Surg , volume 32 , issue 3 , p. 123 - 129 Posted: 2024-02-01
  8. Nicholas Bloom , Charles I Jones , John Van Reenen , Michael Webb
    Are Ideas Getting Harder to Find?
    American Economic Review , volume 110 , issue 4 , p. 1104 - 1144 Posted: 2020
  9. Kathryn Bonney , Cory Breaux , Cathy Buffington , Emin Dinlersoz , Lucia S Foster , Nathan Goldschlag , John C Haltiwanger , Zachary Kroff , Keith Savage
    Tracking Firm Use of AI in Real Time: A Snapshot from the Business Trends and Outlook Survey Posted: 2024
  10. Timothy F Bresnahan , Manuel Trajtenberg
    General Purpose Technologies 'Engines of Growth?
    Journal of Econometrics , volume 65 , issue 1 , p. 83 - 108 Posted: 1995-01
  11. Erik Brynjolfsson , Tom M Mitchell
    Artificial Intelligence and the Future of Work
    National Academies of Sciences, Engineering, and Medicine Posted: 2024
  12. Erik Brynjolfsson , Gabriel Unger ; Development Brynjolfsson , Erik , Danielle Li , Lindsey R Raymond
    The Macroeconomics of Artificial Intelligence
    IMF Finance and , volume 140 , p. 889 - 942 Posted: 2023
  13. Erik Brynjolfsson , Danielle Li , ; E Mcafee , A
    The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologies Posted: 2014
  14. Erik Brynjolfsson , Tom Mitchell , Daniel Rock
    What Can Machines Learn, and What Does It Mean for Occupations and the Economy?
    AEA Papers and Proceedings , volume 108 , p. 43 - 47 Posted: 2018
  15. T B Brown
    Language Models are Few-Shot Learners Posted: 2020
  16. Gary Charness , Brian Jabarian , John A List
    Generation Next: Experimentation with AI Posted: 2023
  17. Dell'acqua , Edward Fabrizio , Ethan R Mcfowland , Hila Mollick , Lifshitz-Assaf
  18. Lisa Rajendran , François Krayer , Karim R Candelon , L Lakhani ; Andrea , Gregor Schubert , & Miao , Ben Zhang
    Navigating the jagged technological frontier: Field experimental evidence of the effects of AI on knowledge worker productivity and quality
    Generative AI and Firm Values Posted: 2023
  19. Tyna Eloundou , Sam Manning , Pamela Mishkin , Daniel Rock ; Wayne , G Dirk Mateer , Jadrian Wooten , Nikhil Damodaran , W Edward , Raj Manav , Robert Seamans
    GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models
    The American Economist , volume 68 , issue 2 , p. 233 - 245 Posted: 2023-10
  20. Lena ; Greska , Paper Working , Handa , Alex Kunal , Miles Tamkin , Saffron Mccain , Esin Huang , Sarah Durmus , Jared Heck , Jerry Mueller , Stuart Hong , Tim Ritchie , Kevin K Belonax , Dario Troy , Jared Amodei , Jack Kaplan , Deep Clark , Ganguli
    Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations Posted: 2023
  21. Xiang Hui , Oren Reshef , Luofeng Zhou ; Keynes , John Maynard
    The Short-Term Effects of Generative Artificial Intelligence on Employment: Evidence from an Online Labor Market
    Journal of Economic Literature , volume 61 , issue 4 , p. 1281 - 1317 Posted: 1930
  22. Ted Liu , Carina Deng , Kelly Monahan , ; William , D
    How Generative AI Adds Value to the Future of Work
    B.E. Journal of Macroeconomics , volume 8 , issue 1 , p. 1 - 39 Posted: 2008
  23. William D Nordhaus
    Are We Approaching an Economic Singularity? Information Technology and the Future of Economic Growth
    American Economic Journal: Macroeconomics , volume 13 , issue 1 , p. 299 - 332 Posted: 2021
  24. Shakked Noy , Whitney Zhang
    Experimental evidence on the productivity effects of generative artificial intelligence
    Science , volume 381 , p. 187 - 192 Posted: 2023-07-13
  25. Sida Peng
    The impact of ai on developer productivity: Evidence from github copilot
    Language Models are Few-Shot Learners Posted: 2019
  26. Sofia Spatharioti , David M Eleni , Daniel G Rothschild , Jake M Goldstein , Hofman
    Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment
    American Economic Review , volume 105 , issue 5 , p. 60 - 65 Posted: 2015
  27. Michael Webb , Emma Wiles , John J Horton ; Wiles , Zanele T Emma , John J Munyikwa , Horton
    More, but Worse: The Impact of AI Writing Assistance on the Supply and Quality of Job Posts
    Algorithmic Writing Assistance on Jobseekers' Resumes Increases Hires Posted: 2020

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