Automation and Human Capital Investment
Author
Abstract
Suggested Citation
DOI: 10.53330/XOGM3113
Download full text from publisher
References listed on IDEAS
- 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, 1997. "Training and Innovation in an Imperfect Labour Market," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(3), pages 445-464.
- William D. Nordhaus, 2021.
"Are We Approaching an Economic Singularity? Information Technology and the Future of Economic Growth,"
American Economic Journal: Macroeconomics, American Economic Association, vol. 13(1), pages 299-332, January.
- William D. Nordhaus, 2015. "Are We Approaching an Economic Singularity" Information Technology and the Future of Economic Growth," Cowles Foundation Discussion Papers 2021, Cowles Foundation for Research in Economics, Yale University.
- William D. Nordhaus, 2015. "Are We Approaching an Economic Singularity? Information Technology and the Future of Economic Growth," NBER Working Papers 21547, 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, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
- 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.
- 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.
- Richard Blundell & Lorraine Dearden & Costas Meghir & Barbara Sianesi, 1999. "Human capital investment: the returns from education and training to the individual, the firm and the economy," Fiscal Studies, Institute for Fiscal Studies, vol. 20(1), pages 1-23, March.
- Francis Green & Alan Felstead & Duncan Gallie & Hande Inanc & Nick Jewson, 2016. "The Declining Volume of Workers’ Training in Britain," British Journal of Industrial Relations, London School of Economics, vol. 54(2), pages 422-448, June.
- Richard Blundell & Monica Costa-Dias & David Goll & Costas Meghir, 2021.
"Wages, Experience, and Training of Women over the Life Cycle,"
Journal of Labor Economics, University of Chicago Press, vol. 39(S1), pages 275-315.
- Richard Blundell & Monica Costa Dias & David A. Goll & Costas Meghir, 2019. "Wages, Experience and Training of Women over the Lifecycle," NBER Working Papers 25776, National Bureau of Economic Research, Inc.
- Blundell, Richard & Goll, David & Costa Dias, Monica & Meghir, Costas, 2019. "Wages, Experience and Training of Women over the Lifecycle," IZA Discussion Papers 12310, IZA Network @ LISER.
- Richard Blundell & Monica Costa Dias & David Goll & Costas Meghir, 2019. "Wages, Experience and Training of Women over the Lifecycle," Cowles Foundation Discussion Papers 2174, Cowles Foundation for Research in Economics, Yale University.
- Richard Blundell & Monica Costa Dias & David Goll & Costas Meghir, 2019. "Wages, Experience and Training of Women over the Lifecycle," Cowles Foundation Discussion Papers 2174R, Cowles Foundation for Research in Economics, Yale University.
- Richard Blundell & Monica Costa Dias & David Goll & Costas Meghir, 2019. "Wages, Experience and Training of Women over the Lifecycle," IFS Working Papers W19/08, Institute for Fiscal Studies.
- Richard Blundell & Monica Costa Dias & David Goll & Costas Meghir, 2019. "Wages, Experience and Training of Women over the Lifecycle," Working Papers 2019-040, Human Capital and Economic Opportunity Working Group.
- James Bessen, 2019. "Automation and jobs: when technology boosts employment," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(100), pages 589-626.
- Ljubica Nedelkoska & Glenda Quintini, 2018. "Automation, skills use and training," OECD Social, Employment and Migration Working Papers 202, OECD Publishing.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Guo, Yuchen Mo & Falck, Oliver & Langer, Christina & Lindlacher, Valentin & Wiederhold, Simon, 2024. "Training, Automation, and Wages: Worker-Level Evidence," VfS Annual Conference 2024 (Berlin): Upcoming Labor Market Challenges 302366, Verein für Socialpolitik / German Economic Association.
- Falck, Oliver & Guo, Yuchen & Langer, Christina & Lindlacher, Valentin & Wiederhold, Simon, 2026.
"Firm training, automation, and wages: International worker-level evidence,"
Research Policy, Elsevier, vol. 55(3).
- Falck, Oliver & Guo, Yuchen & Langer, Christina & Lindlacher, Valentin & Wiederhold, Simon, 2025. "Firm Training, Automation, and Wages: International Worker-Level Evidence," IWH Discussion Papers 27/2024, Halle Institute for Economic Research (IWH), revised 2025.
- Chau Tran Bao & Khoi Nguyen Dinh Nguyen & Ha Nguyen Manh & Ngan Nguyen Thi Thuy, 2026. "The Urban-Rural Divide in the Age of Artificial Intelligence: Assessing the Effects of Technology and Automation on Regional Labor Markets," Papers 2606.22833, arXiv.org.
- Lütkenhorst, Wilfried, 2018. "Creating wealth without labour? Emerging contours of a new techno-economic landscape," IDOS Discussion Papers 11/2018, German Institute of Development and Sustainability (IDOS).
- Montobbio, Fabio & Staccioli, Jacopo & Virgillito, Maria Enrica & Vivarelli, Marco, 2022.
"Robots and the origin of their labour-saving impact,"
Technological Forecasting and Social Change, Elsevier, vol. 174(C).
- Fabio Montobbio & Jacopo Staccioli & Maria Enrica Virgillito & Marco Vivarelli, 2020. "Robots and the origin of their labour saving impact," DISCE - Working Papers del Dipartimento di Politica Economica dipe0009, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
- Montobbio, Fabio & Staccioli, Jacopo & Virgillito, Maria Enrica & Vivarelli, Marco, 2020. "Robots and the Origin of Their Labour-Saving Impact," IZA Discussion Papers 12967, IZA Network @ LISER.
- Fabio Montobbio & Jacopo Staccioli & Maria Enrica Virgillito & Marco Vivarelli, 2020. "Robots and the origin of their labour-saving impact," LEM Papers Series 2020/03, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
- Montobbio, Fabio & Staccioli, Jacopo & Virgillito, Maria Enrica & Vivarelli, Marco, 2020. "Robots and the origin of their labour-saving impact," GLO Discussion Paper Series 471, Global Labor Organization (GLO).
- Montobbio, Fabio & Staccioli, Jacopo & Virgillito, Maria Enrica & Vivarelli, Marco, 2020. "Robots and the origin of their labour-saving impact," MERIT Working Papers 2020-007, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
- Włoch, Renata & Śledziewska, Katarzyna & Rożynek, Satia, 2025. "Who's afraid of automation? Examining determinants of fear of automation in six European countries," Technology in Society, Elsevier, vol. 81(C).
- Florencia Jaccoud, 2025. "Robots & AI exposure and wage inequality: a within occupation approach," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 15(4), pages 1035-1090, December.
- Malo, Miguel & Cueto, Begoña, 2019. "Do old and new labour market risks overlap? Automation, offshorability, and non-standard employment," MPRA Paper 95058, University Library of Munich, Germany.
- Oussama Chemlal & Wafaa Benomar, 2024. "The Technological Impact on Employment in Spain between 2023 and 2035," Forecasting, MDPI, vol. 6(2), pages 1-30, April.
- Philip Moreira Tomei & Bouke Klein Teeselink, 2026. "What Jobs Can AI Learn? Measuring Exposure by Reinforcement Learning," Papers 2605.02598, arXiv.org, revised Sep 2026.
- Andrea Gentili & Fabiano Compagnucci & Mauro Gallegati & Enzo Valentini, 2020. "Are machines stealing our jobs?," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 13(1), pages 153-173.
- Kerstin Hötte & Angelos Theodorakopoulos & Pantelis Koutroumpis, 2024.
"Automation and taxation,"
Oxford Economic Papers, Oxford University Press, vol. 76(4), pages 945-969.
- Kerstin Hotte & Angelos Theodorakopoulos & Pantelis Koutroumpis, 2021. "Automation and Taxation," Papers 2103.04111, arXiv.org, revised Apr 2022.
- Hötte, Kerstin & Koutroumpis, Pantelis & Theodorakopoulos, Angelos, 2023. "Automation and Taxation," INET Oxford Working Papers 2023-10, Institute for New Economic Thinking at the Oxford Martin School, University of Oxford.
- Hensvik, Lena & Skans, Oskar Nordström, 2023.
"The skill-specific impact of past and projected occupational decline,"
Labour Economics, Elsevier, vol. 81(C).
- Hensvik, Lena & Nordström Skans, Oskar, 2019. "The skill-specifc impact of past and projected occupational declinea," Working Paper Series 2019:28, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- Hensvik, Lena & Nordström Skans, Oskar, 2020. "The Skill-Specific Impact of Past and Projected Occupational Decline," IZA Discussion Papers 12931, IZA Network @ LISER.
- Jaccoud, Florencia, 2025. "Robots & AI Exposure and Wage Inequality," MERIT Working Papers 2025-013, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
- Enrique Fernandez-Macias & Martina Bisello, 2020. "A Taxonomy of Tasks for Assessing the Impact of New Technologies on Work," JRC Working Papers on Labour, Education and Technology 2020-04, Joint Research Centre.
- Arntz, Melanie & Gregory, Terry & Zierahn, Ulrich, 2016. "ELS issues in robotics and steps to consider them. Part 1: Robotics and employment. Consequences of robotics and technological change for the structure and level of employment," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 146501.
- Evans, Andrew J., 2025. "Methodological implications of using machine learning to estimate the impact of AI on the workforce," Technological Forecasting and Social Change, Elsevier, vol. 218(C).
- Tomáš Oleš, 2026. "In-demand skills: a shield against automation—evidence from online job vacancies," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 60(1), pages 1-56, December.
- Barbieri, Laura & Mussida, Chiara & Piva, Mariacristina & Vivarelli, Marco, 2019.
"Testing the employment and skill impact of new technologies: A survey and some methodological issues,"
MERIT Working Papers
2019-032, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
- Barbieri, Laura & Mussida, Chiara & Piva, Mariacristina & Vivarelli, Marco, 2019. "Testing the employment and skill impact of new technologies: A survey and some methodological issues," GLO Discussion Paper Series 397, Global Labor Organization (GLO).
- Dawei (David) Zhang & Gang Peng & Yuliang Yao & Tyson R. Browning, 2024. "Is a College Education Still Enough? The IT-Labor Relationship with Education Level, Task Routineness, and Artificial Intelligence," Information Systems Research, INFORMS, vol. 35(3), pages 992-1010, September.
More about this item
Keywords
; ; ; ; ; ;JEL classification:
- J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
- 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
- I26 - Health, Education, and Welfare - - Education - - - Returns to Education
- O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
NEP fields
This paper has been announced in the following NEP Reports:- NEP-AIN-2026-08-31 (Artificial Intelligence)
- NEP-ICT-2026-08-31 (Information and Communication Technologies)
- NEP-LMA-2026-08-31 (Labor Markets - Supply, Demand, and Wages)
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:unm:unumer:2026009. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Ad Notten The email address of this maintainer does not seem to be valid anymore. Please ask Ad Notten to update the entry or send us the correct address (email available below). General contact details of provider: https://edirc.repec.org/data/meritnl.html .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.
Printed from https://ideas.repec.org/p/unm/unumer/2026009.html