The Effects of Automation on Labor Demand
Open accessAbstract
In this article, we survey the recent literature and discuss two contrasting views on the impacts of automation on labor demand. A first view predicts that firms that automate reduce employment, even if this may ultimately result in job creations taking advantage of the lower equilibrium wage induced by job destructions. A second approach emphasizes the market size and business stealing effects of automation. Automating firms become more productive, which enables them to lower their quality-adjusted prices, and therefore to increase the demand for their products. The resulting increase in scale translates into higher employment by automating firms, potentially at the expense of their competitors through business stealing. Drawing from our empirical work on French firm-level data and a growing literature covering multiple countries, we provide empirical support for this second view: automation has a positive effect on labor demand at the firm level, which remains positive at the industry level as it is not fully offset by business stealing effects. We discuss the implications of these results for the taxation of automation technologies such as robots.
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Previous studies demonstrated that AI technologies can automate routine and time-intensive research activities, allowing researchers to devote greater attention to higher-order analytical and intellectual tasks.
“This perception is consistent with previous studies that demonstrated that AI technologies can automate routine and time-intensive research activities, thereby allowing researchers to devote greater attention to higher-order analytical and intellectual tasks [2, 54, 59].”
From Developing the HAKI model as a conceptual framework for AI-assisted academic research (2026) · cites this paper as [2]
In “Which workers benefit or lose from automation” (page unavailable), the paper says automation replaces routine tasks and can increase demand for non-routine work. It does not show that AI automates research activities specifically or that researchers consequently spend more time on higher-order analytical and intellectual tasks. (LLM, conf=0.83)
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Cites
The Skill Content of Recent Technological Change: An Empirical Exploration
Autor, D. H., Levy, F., & Murnane, R. J. (2003) · The Quarterly Journal of Economics · doi:10.1162/003355303322552801 · Cited by 6,205 · see citing works
The China Syndrome: Local Labor Market Effects of Import Competition in the United States
Autor, D. H., Dorn, D., & Hanson, G. H. (2013) · American Economic Review · doi:10.1257/aer.103.6.2121 · Cited by 4,459 · see citing works
Robots and Jobs: Evidence from US Labor Markets
Acemoglu, D., & Restrepo, P. (2020) · Journal of Political Economy · doi:10.1086/705716 · Cited by 4,088 · see citing works
Why Are There Still So Many Jobs? The History and Future of Workplace Automation
Autor, D. H. (2015) · Journal of Economic Perspectives · doi:10.1257/jep.29.3.3 · Cited by 3,917 · see citing works
Skills, Tasks and Technologies: Implications for Employment and Earnings
Acemoglu, D., & Autor, D. (2011) · Handbook of Labor Economics · doi:10.1016/s0169-7218(11)02410-5 · Cited by 3,799 · see citing works
Bresnahan, T. F., Brynjolfsson, E., & Hitt, L. M. (2002) · The Quarterly Journal of Economics · doi:10.1162/003355302753399526 · Cited by 3,232 · see citing works
Acemoglu, D., & Restrepo, P. (2018) · American Economic Review · doi:10.1257/aer.20160696 · Cited by 3,121 · see citing works
Trading Tasks: A Simple Theory of Offshoring
Grossman, G. M., & Rossi-Hansberg, E. (2008) · American Economic Review · doi:10.1257/aer.98.5.1978 · Cited by 2,262 · see citing works
Skills, Tasks and Technologies: Implications for Employment and Earnings
Acemoglu, D., & Autor, D. (2010) · doi:10.3386/w16082 · Cited by 2,180 · see citing works
Computing inequality: have computers changed the labor market?
Autor, D. H., Katz, L. F., & Krueger, A. B. (1998) · The Quarterly Journal of Economics · doi:10.1162/003355398555874 · Cited by 1,830 · see citing works
(2011) · Cited by 1,612 · see citing works
How Computers Have Changed the Wage Structure: Evidence from Microdata, 1984-1989
Krueger, A. B. (1993) · The Quarterly Journal of Economics · doi:10.2307/2118494 · Cited by 1,510 · see citing works
The Skill Content of Recent Technological Change: An Empirical ExplorationPreprint
Autor, D., Levy, F. S., & Murnane, R. J. (2001) · SSRN Electronic Journal · doi:10.2139/ssrn.272691 · Cited by 1,374 · see citing works
Structural Change in a Multisector Model of Growth
Ngai, L. R., & Pissarides, C. A. (2007) · American Economic Review · doi:10.1257/000282807780323460 · Cited by 1,245 · see citing works
Information Technology, Workplace Organization and the Demand for Skilled Labor: Firm-Level Evidence
Bresnahan, T. F., Brynjolfsson, E., & Hitt, L. M. (1999) · National Bureau of Economic Research · doi:10.3386/w7136 · Cited by 925 · see citing works
Has ICT Polarized Skill Demand? Evidence from Eleven Countries over Twenty-Five Years
Michaels, G., Natraj, A., & Reenen, J. M. V. (2013) · The Review of Economics and Statistics · doi:10.1162/rest_a_00366 · Cited by 906 · see citing works
Equilibrium search and unemployment
Lucas, R. E., & Prescott, E. C. (1974) · Journal of Economic Theory · doi:10.1016/0022-0531(74)90106-9 · Cited by 688 · see citing works
Shift-Share Designs: Theory and Inference*
Adão, R., Kolesár, M., & Morales, E. (2019) · The Quarterly Journal of Economics · doi:10.1093/qje/qjz025 · Cited by 667 · see citing works
The Growth of Low Skill Service Jobs and the Polarization of the U.S. Labor MarketPreprint
Autor, D., & Dorn, D. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.2192764 · Cited by 666 · see citing works
Artificial Intelligence and Economic Growth
Aghion, P., Jones, B., & Jones, C. I. (2017) · National Bureau of Economic Research · doi:10.3386/w23928 · Cited by 633 · see citing works
Self-citationThe Adjustment of Labor Markets to Robots
Dauth, W., Findeisen, S., Suedekum, J., & Woessner, N. (2021) · Journal of the European Economic Association · doi:10.1093/jeea/jvab012 · Cited by 578 · see citing works
Workers, Machines, and Economic Growth
Zeira, J. (1998) · The Quarterly Journal of Economics · doi:10.1162/003355398555847 · Cited by 570 · see citing works
Revisiting the risk of automation
Arntz, M., Gregory, T., & Zierahn, U. (2017) · Economics Letters · doi:10.1016/j.econlet.2017.07.001 · Cited by 570 · see citing works
The Robot Revolution: Managerial and Employment Consequences for Firms
Dixon, J., Hong, B., & Wu, L. (2021) · Management Science · doi:10.1287/mnsc.2020.3812 · Cited by 463 · see citing works
Automation and jobs: when technology boosts employment*
Bessen, J. (2019) · Economic Policy · doi:10.1093/epolic/eiaa001 · Cited by 409 · see citing works
Cheng, H., Jia, R., Li, D., & Li, H. (2019) · The Journal of Economic Perspectives · doi:10.1257/jep.33.2.71 · Cited by 405 · see citing works
Competing with Robots: Firm-Level Evidence from France
Acemoğlu, D., Lelarge, C., & Restrepo, P. (2020) · AEA Papers and Proceedings · doi:10.1257/pandp.20201003 · Cited by 394 · see citing works
The Employment Consequences of Robots: Firm-Level EvidencePreprint
Dixon, J., Hong, B., & Wu, L. (2020) · Social Science Research Network · doi:10.2139/ssrn.3422581 · Cited by 317 · see citing works
How Computers Have Changed the Wage Structure: Evidence From Microdata, 1984-1989
Krueger, A. B. (1991) · National Bureau of Economic Research · doi:10.3386/w3858 · Cited by 292 · see citing works
Economic Possibilities for our Grandchildren (1930)
Keynes, J. M. (2008) · The MIT Press eBooks · doi:10.7551/mitpress/9780262162494.003.0002 · Cited by 287 · see citing works
Beaudry, P., Doms, M. E., & Lewis, E. (2010) · Journal of Political Economy · doi:10.1086/658371 · Cited by 232 · see citing works
Racing with or Against the Machine? Evidence from EuropePreprint
Gregory, T., Salomons, A., & Zierahn, U. (2016) · Social Science Research Network · doi:10.2139/ssrn.2815469 · Cited by 228 · see citing works
Artificial Intelligence and Economic Growth
(2018) · Advances in Decision Sciences · doi:10.47654/v22y2018i1p256-278 · Cited by 166 · see citing works
Artificial Intelligence, Firm Growth, and Industry ConcentrationPreprint
Babina, T., Fedyk, A., He, A. X., & Hodson, J. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3651052 · Cited by 163 · see citing works
The Trend is the Cycle: Job Polarization and Jobless Recoveries
Jaimovich, N., & Siu, H. (2012) · Cited by 160 · see citing works
What Are the Labor and Product Market Effects of Automation? New Evidence from FrancePreprint
Aghion, P., Antonin, C., Bunel, S., & Jaravel, X. (2020) · RePEc: Research Papers in Economics · Cited by 160 · see citing works
Self-citationDo robots really destroy jobs? Evidence from Europe
Klenert, D., Fernández‐Macías, E., & Antón, J. (2022) · Economic and Industrial Democracy · doi:10.1177/0143831x211068891 · Cited by 153 · see citing works
Artificial Intelligence, Growth and Employment: The Role of Policy
Aghion, P., Antonin, C., & Bunel, S. (2019) · Economie et Statistique / Economics and Statistics · doi:10.24187/ecostat.2019.510t.1994 · Cited by 142 · see citing works
Self-citationRobot Imports and Firm-Level OutcomesPreprint
Bonfiglioli, A., Crinò, R., Fadinger, H., & Gancia, G. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3744604 · Cited by 134 · see citing works
Benign Effects of Automation: New Evidence from Patent TextsPreprint
Mann, K., & PPttmann, L. (2017) · SSRN Electronic Journal · doi:10.2139/ssrn.2959584 · Cited by 114 · see citing works
Firm-Level Automation: Evidence from the Netherlands
Bessen, J., Goos, M., Salomons, A., & van den Berge, W. (2020) · AEA Papers and Proceedings · doi:10.1257/pandp.20201004 · Cited by 93 · see citing works
Competing with Robots: Firm-Level Evidence from France
Acemoğlu, D., Lelarge, C., & Restrepo, P. (2020) · National Bureau of Economic Research · doi:10.3386/w26738 · Cited by 93 · see citing works
Untangling Trade and Technology: Evidence from Local Labor Markets
Autor, D., Dorn, D., & Hanson, G. (2013) · National Bureau of Economic Research · doi:10.3386/w18938 · Cited by 84 · see citing works
Shift-Share Designs: Theory and InferencePreprint
Adão, R., Kolesár, M., & Morales, E. (2018) · SSRN Electronic Journal · doi:10.2139/ssrn.3236471 · Cited by 80 · see citing works
Robots, Trade, and Luddism: A Sufficient Statistic Approach to Optimal Technology Regulation
Costinot, A., & Werning, I. (2018) · National Bureau of Economic Research · doi:10.3386/w25103 · Cited by 59 · see citing works
Leontief, W. W. (1952) · Scientific American · doi:10.1038/scientificamerican0952-150 · Cited by 53 · see citing works
Untangling Trade and Technology: Evidence from Local Labor MarketsPreprint
Autor, D., Dorn, D., & Hanson, G. (2013) · SSRN Electronic Journal · doi:10.2139/ssrn.2250328 · Cited by 19 · see citing works
Charnoz, P., & Orand, M. (2018) · Economie et Statistique / Economics and Statistics · doi:10.24187/ecostat.2017.497d.1933 · Cited by 14 · see citing works
Flagged first, then by citations
3 of the 51 references couldn’t be matched to a known paper.
Research works printed but not linked: 4
- Autor, D. & Dorn, D. (2013). The growth of low skill service jobs and the polariza- tion of the US labor market, American Economic Review, 103(5), 1553-1597.
- Card, D. & DiNardo, J. E. (2002). Skill biased technical change and rising wage inequality: Some problems and puzzles. Journal of Labor Economics, 20, 733-783.
- Graetz, G. & Michaels, G. (2018). Robots at work. Review of Economics and Statis- tics, 100(5), 753-767.
- Koch, M., Manuylov, I., Smolka, M. (2021). Robots and Firms, The Economic Journal, forthcoming.
Cited by
Sorted by citations
OECD Science, Technology and Industry Policy Papers
D., Z., Lenoir, L., Qi, K., Zhe, L., Hrušák, J. (., Caminade, J. P., Chardonnet, C., Barth, M., Müller, V. (., Rizzuto, C., et al. (2013) · OECD science, technology and industry policy papers · doi:10.1787/23074957 · Cited by 310 · see citing works
Economics of ChatGPT: a labor market view on the occupational impact of artificial intelligence
Zarifhonarvar, A. (2023) · Journal of Electronic Business & Digital Economics · doi:10.1108/jebde-10-2023-0021 · Cited by 273 · see citing works
Qian, C., Zhu, C., Huang, D.-H., & Zhang, S. (2023) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2022.122315 · Cited by 58 · see citing works
Advanced Technologies and Worker Voice
Belloc, F., Burdín, G., & Landini, F. (2022) · Economica · doi:10.1111/ecca.12446 · Cited by 30 · see citing works
New technologies and jobs in Europe
Stefania Albanesi, Y., da Silva, A. D., Jimeno, J. F., Lamo, A., & Wabitsch, A. (2023) · Documentos de trabajo/Documento de trabajo - Banco de España, Servicio de Estudios · doi:10.53479/33414 · Cited by 37 · see citing works
The Evolution of Generative AI: Trends and Applications
Τρίγκα, Μ., & Dritsas, E. (2025) · IEEE Access · doi:10.1109/access.2025.3574660 · Cited by 36 · see citing works
Regimes of robotization in Europe
Reljic, J., Cirillo, V., & Guarascio, D. (2023) · Economics Letters · doi:10.1016/j.econlet.2023.111320 · Cited by 23 · see citing works
New Technologies and Jobs in Europe
Stefania Albanesi, Y., da Silva, A. D., Jimeno, J. F., Lamo, A., & Wabitsch, A. (2023) · National Bureau of Economic Research · doi:10.3386/w31357 · Cited by 21 · see citing works
Robot Hubs: The Skewed Distribution of Robots in US Manufacturing
Brynjolfsson, E., Buffington, C., Goldschlag, N., Li, J. F., Miranda, J., & Seamans, R. C. (2023) · AEA Papers and Proceedings · doi:10.1257/pandp.20231038 · Cited by 9 · see citing works
Can ChatGPT Boost Students’ Employment Confidence? A Pioneering Booster for Career Readiness
Xiao, Y., & Li, Z. (2025) · Behavioral Sciences · doi:10.3390/bs15030362 · Cited by 16 · see citing works
Magistro, B., Loewen, P. J., Bonikowski, B., Borwein, S., & Lee‐Whiting, B. (2024) · Political Science Research and Methods · doi:10.1017/psrm.2024.1 · Cited by 13 · see citing works
Robots vs. Workers: Evidence From a Meta‐Analysis
Guarascio, D., Piccirillo, A., & Reljic, J. (2025) · Journal of Economic Surveys · doi:10.1111/joes.12699 · Cited by 16 · see citing works
Saam, M. (2024) · Intereconomics · doi:10.2478/ie-2024-0006 · Cited by 12 · see citing works
The Evolution of Job Displacement in the Age of AI and Automation: A Bibliometric Review (1984–2024)
Subaveerapandiyan, A., & Shimray, S. R. (2024) · Open Information Science · doi:10.1515/opis-2024-0010 · Cited by 14 · see citing works
Laenen, T., & Gugushvili, D. (2022) · International Journal of Social Welfare · doi:10.1111/ijsw.12546 · Cited by 10 · see citing works
Robot and crime: Evidence from China
Fang, G., & Miao, L. (2025) · World Development · doi:10.1016/j.worlddev.2025.106921 · Cited by 6 · see citing works
A Survey of Universal Basic Income Experiments
Hochman, R., Larkin, C. J., & Corbet, S. (2024) · Basic Income Studies · doi:10.1515/bis-2022-0003 · Cited by 5 · see citing works
Carbonara, E., Focacci, C. N., & Santarelli, E. (2023) · Economics of Innovation and New Technology · doi:10.1080/10438599.2023.2293031 · Cited by 6 · see citing works
Automation of Office Work: Key Challenges and Limitations
Remlein, M., Nowak, D. W., & Романчук, К. В. (2025) · Management · doi:10.58691/man/200600 · Cited by 5 · see citing works
From wages to widgets: how minimum wage hikes fuel automation
Sharfaei, S., & Thavorn, J. (2025) · Humanities and Social Sciences Communications · doi:10.1057/s41599-025-05039-9 · Cited by 4 · see citing works
Automation, artificial intelligence and capital concentration – A race for the machine
Lowitzsch, J., & Magalhães, R. (2024) · International Review of Applied Economics · doi:10.1080/02692171.2024.2440078 · Cited by 5 · see citing works
Insecurity on the Labor Market
Clark, A. E. (2023) · Review of Income and Wealth · doi:10.1111/roiw.12664 · Cited by 4 · see citing works
de España, B. (2024) · Informe Anual · doi:10.53479/36512 · Cited by 5 · see citing works
Frontier technology adoption and inclusive green growth in the EU: A double-edged sword?
Ofori, I. K., Veling, L., & Cullen, J. G. (2026) · Ecological Economics · doi:10.1016/j.ecolecon.2026.108949 · Cited by 3 · see citing works
Zhou, Y., Li, K., & Chen, T. (2026) · Journal of Asian Economics · doi:10.1016/j.asieco.2026.102150 · Cited by 3 · see citing works
Effects of Digital Applications and Artificial Intelligence Technologies in Businesses
Adıgüzel, Z. (2024) · Advances in business strategy and competitive advantage book series · doi:10.4018/979-8-3693-3498-0.ch003 · Cited by 3 · see citing works
Impact of Technological Change and Economic Factors on the Employment Level in South Africa
Abid, I. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-1962-9.ch008 · Cited by 3 · see citing works
Guarascio, D., Piccirillo, A., & Reljic, J. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4750618 · Cited by 3 · see citing works
Are We Horses? Rethinking Data as Labor
Kim, T. W., & Vincent, N. (2026) · Philosophy & Technology · doi:10.1007/s13347-026-01033-4 · Cited by 2 · see citing works
From Past to Present: Human–Machine Interfaces Evolve Toward Adaptivity
Carrera-Rivera, A., Larrinaga, F., Lasa, G., Reguera-Bakhache, D., & Unamuno, G. (2024) · Springer eBooks · doi:10.1007/978-3-031-71697-3_7 · Cited by 2 · see citing works
Capital-augmenting technical change in the context of untapped automation opportunities
Jacobs, A. (2023) · Mathematical Social Sciences · doi:10.1016/j.mathsocsci.2023.03.007 · Cited by 2 · see citing works
Is there a trade-off between productivity and employment?
Calligaris, S., Calvino, F., Verlhac, R., & Reinhard, M. (2023) · OECD science, technology and industry policy papers · doi:10.1787/99bede51-en · Cited by 10 · see citing works
The Contribution of Robots to Productivity and GDP Growth in Advanced Economies Over 1960–2022
Cette, G., Spiezia, V., & Nobile, C. (2025) · Comparative Economic Studies · doi:10.1057/s41294-025-00264-2 · Cited by 1 · see citing works
Kent, P., Leng, C., & Ayzanoa, G. (2025) · Maritime Economics & Logistics · doi:10.1057/s41278-025-00332-5 · Cited by 1 · see citing works
Artificial intelligence and employment structure: evidence from China
Feng, P., Peng, Z., Lu, Y., Bi, X., & Liu, C. (2026) · Applied Economics · doi:10.1080/00036846.2026.2642882 · Cited by 1 · see citing works
Human capital resource strategies in times of technological change
Hane‐Weijman, E., Bergström, O., & Henning, M. (2026) · The International Journal of Human Resource Management · doi:10.1080/09585192.2026.2650422 · Cited by 1 · see citing works
Nobel Lecture: The Economics of Creative Destruction
Aghion, P. (2026) · American Economic Review · doi:10.1257/aer.116.7.2324 · Cited by 1 · see citing works
Self-citationChen, A. (2026) · 经济学报. · doi:10.26599/cje.2026.9300208 · Cited by 1 · see citing works
Navigating the Future of Digital Transformation and Leadership
Matsunaga, M. (2024) · Future of business and finance · doi:10.1007/978-981-99-8409-1_5 · Cited by 1 · see citing works
Modern economic theory and stylized facts
Dementiev, V. E. (2024) · Voprosy Ekonomiki · doi:10.32609/0042-8736-2024-7-5-24 · Cited by 1 · see citing works
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Tiedtke, J. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5207186 · Cited by 1 · see citing works
Developing the HAKI model as a conceptual framework for AI-assisted academic research
Shahini, A. (2026) · Discover Education · doi:10.1007/s44217-026-02041-4
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Haaland, J. I., Baldwin, R., & Venables, A. J. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4617799
Nababan, T. S., & Purba, E. F. (2024) · Forum for Economic and Financial Studies · doi:10.59400/fefs.v2i1.402
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Galetti, J. R. B., & Yadav, A. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4803561
Dötsch, J. J. (2024) · Contributions to economics · doi:10.1007/978-3-031-53047-0_8
The paradox of capital intensity
Dementiev, V. E. (2024) · Economics and Mathematical Methods · doi:10.31857/s0424738824020037
AI-Readiness in Emerging Economies: Metha Synthesis on Data and Infrastructural Layers
Vergara, J. J. M., Teckle, P., & Turi, A. N. (2025) · Future of business and finance · doi:10.1007/978-3-031-73639-1_3 · Cited by 1 · see citing works
Automation, artificial intelligence and capital concentration: A race for the machine
Lowitzsch, J., & Magalhães, R. (2025) · Routledge eBooks · doi:10.4324/9781003663638-4
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Baur, A., Flach, L., Gourevich, I., & Unger, F. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5340141
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Patsali, S., Pezzoni, M., & Krafft, J. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5374827
North-South Trade: The Impact of Robotization∗Preprint
Flach, L., Unger, F., Baur, A., & Gourevich, I. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5875201
Essays on the Impact of Innovation and Technical Progress
Bunel, S. (2024) · doi:10.70675/e0f8372cz77e7z48a2za4e1z8720b924cefa
Self-citationKale, S., Jangam, B. P., & Rath, B. N. (2026) · Journal of the Knowledge Economy · doi:10.1007/s13132-026-03287-x
Credentials gap and automation
Liu, L. (2026) · American Journal of STEM Education · doi:10.32674/j0tzjm38
Weller, J. (2026) · Perfiles Latinoamericanos · doi:10.18504/pl3468-003-2026
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Cheng, Y., & Lyu, X. (2026) · Economic Change and Restructuring · doi:10.1007/s10644-026-10062-0
- Authors
- Aghion, P., Antonin, C., Bunel, S., & Jaravel, X.
- Venue
- Robots and AI
- Publisher
- Routledge
- Published
- 2022-06-12
- Pages
- 15-39
- OpenAlex
- W4282044349
- Cited by
- 58
- References
- 51
- Citations by year
- 2026: 13 · 2025: 15 · 2024: 16 · 2023: 11 · 2022: 2 · 2013: 1
- FWCI
- 82.24
- Type
- book chapter
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Routledge eBooks (publishedVersion, cc-by-nc-nd)
- Funders
- Economic and Social Research Council (ES/T014431/1, ES/T014334/1)
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Labor market dynamics and wage inequality
- Social Sciences › Economics, Econometrics and Finance › General Economics, Econometrics and Finance › Global trade and economics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Firm Innovation and Growth
- Keywords
- automation, labor demand, business stealing, market size effects, job destruction, job creation, firm productivity, price competition, employment effects, robots, French firms
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