Automation in the Wake of GenAI: Implications for Firm Training
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- Samuel Muehlemann & Stefan Wolter, 2014. "Return on investment of apprenticeship systems for enterprises: Evidence from cost-benefit analyses," IZA Journal of Labor Policy, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-22, December.
- Brunello, Giorgio & Rückert, Désirée & Weiss, Christoph T. & Wruuck, Patricia, 2023.
"Advanced Digital Technologies and Investment in Employee Training: Complements or Substitutes?,"
IZA Discussion Papers
15936, IZA Network @ LISER.
- Brunello, Giorgio & Rückert, Désirée & Weiss, Christoph & Wruuck, Patricia, 2023. "Advanced digital technologies and investment in employee training: Complements or substitutes?," EIB Working Papers 2023/01, European Investment Bank (EIB).
- Melanie Arntz & Terry Gregory & Ulrich Zierahn, 2016. "The Risk of Automation for Jobs in OECD Countries: A Comparative Analysis," OECD Social, Employment and Migration Working Papers 189, OECD Publishing.
- Daron Acemoglu & David Autor & Jonathon Hazell & Pascual Restrepo, 2022.
"Artificial Intelligence and Jobs: Evidence from Online Vacancies,"
Journal of Labor Economics, University of Chicago Press, vol. 40(S1), pages 293-340.
- Acemoglu, Daron & Autor, David & Hazell, Jonathon & Restrepo, Pascual, 2022. "Artificial intelligence and jobs: evidence from online vacancies," LSE Research Online Documents on Economics 113325, London School of Economics and Political Science, LSE Library.
- Daron Acemoglu & Jorn-Steffen Pischke, 1999.
"The Structure of Wages and Investment in General Training,"
Journal of Political Economy, University of Chicago Press, vol. 107(3), pages 539-572, June.
- Acemoglu, D. & Pischke, J.S., 1997. "The Structure of Wages and Investment in General Training," Working papers 97-24, Massachusetts Institute of Technology (MIT), Department of Economics.
- Acemoglu, Daron & Pischke, Jörn-Steffen, 1998. "The Structure of Wages and Investment in General Training," CEPR Discussion Papers 1833, C.E.P.R. Discussion Papers.
- Daron Acemoglu & Jorn-Steffen Pischke, 1998. "The Structure of Wages and Investment in General Training," NBER Working Papers 6357, National Bureau of Economic Research, Inc.
- Bontadini, filippo & corrado, Carol & Haskel, Jonathan & Iommi, Massimiliano, 2023. "Euklems and IntanProd: industry productivity accounts with intangibles," MPRA Paper 126218, University Library of Munich, Germany.
- Teutloff, Ole & Einsiedler, Johanna & Kässi, Otto & Braesemann, Fabian & Mishkin, Pamela & del Rio-Chanona, R. Maria, 2025. "Winners and losers of generative AI: Early Evidence of Shifts in Freelancer Demand," Journal of Economic Behavior & Organization, Elsevier, vol. 235(C).
- Daron Acemoglu & Pascual Restrepo, 2019.
"Automation and New Tasks: How Technology Displaces and Reinstates Labor,"
Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 3-30, Spring.
- Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," Boston University - Department of Economics - The Institute for Economic Development Working Papers Series dp-315, Boston University - Department of Economics.
- Acemoglu, Daron & Restrepo, Pascual, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," IZA Discussion Papers 12293, IZA Network @ LISER.
- Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," NBER Working Papers 25684, National Bureau of Economic Research, Inc.
- David H. Autor & Frank Levy & Richard J. Murnane, 2003.
"The Skill Content of Recent Technological Change: An Empirical Exploration,"
The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1279-1333.
- David H. Autor & Frank Levy & Richard J. Murnane, 2001. "The Skill Content of Recent Technological Change: An Empirical Exploration," NBER Working Papers 8337, National Bureau of Economic Research, Inc.
- Anton Korinek, 2024.
"Economic Policy Challenges for the Age of AI,"
Papers
2409.13168, arXiv.org.
- Anton Korinek, 2024. "Economic Policy Challenges for the Age of AI," NBER Working Papers 32980, National Bureau of Economic Research, Inc.
- Edward Felten & Manav Raj & Robert Seamans, 2021. "Occupational, industry, and geographic exposure to artificial intelligence: A novel dataset and its potential uses," Strategic Management Journal, Wiley Blackwell, vol. 42(12), pages 2195-2217, December.
- Lipowski, Cäcilia, 2024.
"No teens, no tech: How shortages of young workers hinder firm technology investments,"
ZEW Discussion Papers
24-062, ZEW - Leibniz Centre for European Economic Research.
- Cäcilia Lipowski & Cäcilia vom Baur & Cäcilia vom Baur, 2024. "No Teens, No Tech: How Shortages of Young Workers Hinder Firm Technology Investments," CESifo Working Paper Series 11471, CESifo.
- Muehlemann, Samuel, 2025. "Artificial intelligence adoption and workplace training," Journal of Economic Behavior & Organization, Elsevier, vol. 238(C).
- Ozge Demirci & Jonas Hannane & Xinrong Zhu, 2025. "Who Is AI Replacing? The Impact of Generative AI on Online Freelancing Platforms," Management Science, INFORMS, vol. 71(10), pages 8097-8108, October.
- Maarten Goos & Alan Manning & Anna Salomons, 2014.
"Explaining Job Polarization: Routine-Biased Technological Change and Offshoring,"
American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
- Goos, Maarten & Manning, Alan & Salomons, Anna, 2014. "Explaining job polarization: routine-biased technological change and offshoring," LSE Research Online Documents on Economics 59698, London School of Economics and Political Science, LSE Library.
- Wojciech Hardy & Roma Keister & Piotr Lewandowski, 2018. "Educational upgrading, structural change and the task composition of jobs in Europe," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 26(2), pages 201-231, April.
- Christian Gschwendt, 2022. "Routine job dynamics in the Swiss labor market," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 158(1), pages 1-21, December.
- Emilio Colombo & Luca Stanca, 2014. "The impact of training on productivity: evidence from a panel of Italian firms," International Journal of Manpower, Emerald Group Publishing Limited, vol. 35(8), pages 1140-1158, October.
- Stevens, Margaret, 1994. "An Investment Model for the Supply of Training by Employers," Economic Journal, Royal Economic Society, vol. 104(424), pages 556-570, May.
- Daron Acemoglu & Fredric Kong & Pascual Restrepo, 2024.
"Tasks At Work: Comparative Advantage, Technology and Labor Demand,"
NBER Working Papers
32872, National Bureau of Economic Research, Inc.
- Daron Acemoglu & Fredric Kong & Pascual Restrepo, 2025. "Tasks At Work: Comparative Advantage, Technology and Labor Demand," RFBerlin Discussion Paper Series 2535, ROCKWOOL Foundation Berlin (RFBerlin).
- Milgrom, Paul & Shannon, Chris, 1994.
"Monotone Comparative Statics,"
Econometrica, Econometric Society, vol. 62(1), pages 157-180, January.
- Milgrom, P. & Shannon, C., 1991. "Monotone Comparative Statics," Papers 11, Stanford - Institute for Thoretical Economics.
- Emilio Colombo & Luca Stanca, 2014. "The impact of training on productivity: evidence from a panel of Italian firms," International Journal of Manpower, Emerald Group Publishing Limited, vol. 35(8), pages 1140-1158, October.
- David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue nov.
- Cattaneo, Maria A. & Gschwendt, Christian & Wolter, Stefan C., 2025.
"How scary is the risk of automation? Evidence from a large-scale survey experiment,"
Journal of Economic Behavior & Organization, Elsevier, vol. 235(C).
- Cattaneo, Maria Alejandra & Gschwendt, Christian & Wolter, Stefan C., 2024. "How Scary Is the Risk of Automation? Evidence from a Large Scale Survey Experiment," IZA Discussion Papers 17097, IZA Network @ LISER.
- Gathmann, Christina & Kagerl, Christian & Pohlan, Laura & Roth, Duncan, 2024.
"The pandemic push: Digital technologies and workforce adjustments,"
Labour Economics, Elsevier, vol. 89(C).
- Gathmann, Christina & Kagerl, Christian & Pohlan, Laura & Roth, Duncan, 2023. "The Pandemic Push: Digital Technologies and Workforce Adjustments," CEPR Discussion Papers 18097, C.E.P.R. Discussion Papers.
- Gathmann, Christina & Kagerl, Christian & Pohlan, Laura & Roth, Duncan H.W., 2023. "The Pandemic Push: Digital Technologies and Workforce Adjustments," IZA Discussion Papers 16062, IZA Network @ LISER.
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Keywords
; ; ; ; ; ;JEL classification:
- J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
- M53 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Personnel Economics - - - Training
- O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
NEP fields
This paper has been announced in the following NEP Reports:- NEP-AIN-2026-03-23 (Artificial Intelligence)
- NEP-EXP-2026-03-23 (Experimental Economics)
- NEP-HRM-2026-03-23 (Human Capital and Human Resource Management)
- NEP-LMA-2026-03-23 (Labor Markets - Supply, Demand, and Wages)
- NEP-SBM-2026-03-23 (Small Business Management)
- NEP-TID-2026-03-23 (Technology and Industrial Dynamics)
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