The IZA Discussion Paper Series (ISSN: 2365-9793) disseminates high-quality research by IZA network members to the scientific community and the interested public worldwide before they are later published in academic journals. Comprising more than 17,000 papers, IZA's publication flagship is the most influential working paper series in labor economics.

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48 IZA Discussion Papers
IZA Discussion Paper No. 17864
Robots Replacing Trade Unions: Novel Data and Evidence from Western Europe
Paolo Agnolin, Massimo Anelli, Italo Colantone, Piero Stanig
IZA Discussion Paper No. 17851
The Impact of Labour Demand Shocks when Occupational Labour Supplies are Heterogeneous
Michael Johannes Böhm, Ben Etheridge, Aitor Irastorza-Fadrique
IZA Discussion Paper No. 17851
The Impact of Labour Demand Shocks when Occupational Labour Supplies are Heterogeneous
Michael Johannes Böhm, Ben Etheridge, Aitor Irastorza-Fadrique
IZA Discussion Paper No. 17753
Technological Change and the Upskilling of European Workers
Seamus McGuinness, Paul Redmond, Konstantinos Pouliakas, Lorcan Kelly, Luke Brosnan
IZA Discussion Paper No. 17746
Artificial Intelligence and Labor Market Transformations in Latin America
Pablo Egana-delSol, Claudio Bravo-Ortega
IZA Discussion Paper No. 17682
Artificial Intelligence, the Collapse of Consumer Society, and Oligarchy
Gilles Saint-Paul
IZA Discussion Paper No. 17544
Automation, Trade Unions and Atypical Employment
Piotr Lewandowski, Wojciech Szymczak
IZA Discussion Paper No. 17503
Training, Automation, and Wages: International Worker-Level Evidence
Oliver Falck, Yuchen Guo, Christina Langer, Valentin Lindlacher, Simon Wiederhold
IZA Discussion Paper No. 17485
Climate Change and the Decline of Labor Share
Xincheng Qiu, Masahiro Yoshida
IZA Discussion Paper No. 17367
AI Adoption and Workplace Training
Samuel Mühlemann
IZA Discussion Paper No. 17097
How Scary Is the Risk of Automation? Evidence from a Large Scale Survey Experiment
Maria Alejandra Cattaneo, Christian Gschwendt, Stefan C. Wolter
forthcoming in: Journal of Economic Behavior & Organization, 2025
IZA Discussion Paper No. 17003
The Role of Technological Change in the Evolution of the Employment to Output Elasticity
Pablo Egana-delSol, Alejandro Micco
IZA Discussion Paper No. 16972
Artificial Intelligence and the Skill Premium
David E. Bloom, Klaus Prettner, Jamel Saadaoui, Mario Veruete
IZA Discussion Paper No. 16948
The Political Economy of AI: Towards Democratic Control of the Means of Prediction
Maximilian Kasy
IZA Discussion Paper No. 16885
Factory Automation, Labor Demand, and Local Labor Market
Daiji Kawaguchi, Tetsuji Okazaki, Xuanli Zhu
IZA Discussion Paper No. 16766
Artificial Intelligence and the Discovery of New Ideas: Is an Economic Growth Explosion Imminent?
Derick Almeida, Wim Naudé, Tiago Neves Sequeira
IZA Discussion Paper No. 16740
De-Routinization in the Fourth Industrial Revolution - Firm-Level Evidence
Melanie Arntz, Sabrina Genz, Terry Gregory, Florian Lehmer, Ulrich Zierahn-Weilage
IZA Discussion Paper No. 16695
Automation and Gender: Implications for Occupational Segregation and the Gender Skill Gap
Patricia Cortes, Ying Feng, Nicolás Guida-Johnson, Jessica Pan
IZA Discussion Paper No. 16687
Automatability of Occupations, Workers' Labor-Market Expectations, and Willingness to Train
Philipp Lergetporer, Katharina Wedel, Katharina Werner
IZA Discussion Paper No. 16656
Robots, Meaning, and Self-Determination
Milena Nikolova, Femke Cnossen, Boris Nikolaev
published in: Research Policy, 2024, 53 (5), 104987
IZA Discussion Paper No. 16499
Automation and Income Inequality in Europe
Karina Doorley, Jan Gromadzki, Piotr Lewandowski, Dora Tuda, Philippe Van Kerm
IZA Discussion Paper No. 16294
Certification and Recertification in Welfare Programs: What Happens When Automation Goes Wrong?
Derek Wu, Bruce D. Meyer
IZA Discussion Paper No. 16089
Non-college Occupations, Workplace Routinization, and the Gender Gap in College Enrollment
Amanda Chuan, Weilong Zhang
IZA Discussion Paper No. 15936
Advanced Digital Technologies and Investment in Employee Training: Complements or Substitutes?
Giorgio Brunello, Désirée Rückert, Christoph T. Weiss, Patricia Wruuck
forthcoming in: Journal of Human Capital, 2025
IZA Discussion Paper No. 15752
The Impact of ICT and Robots on Labour Market Outcomes of Demographic Groups in Europe
Maciej Albinowski, Piotr Lewandowski
published in: Labour Economics, 2024, 87, 102481
IZA Discussion Paper No. 15700
Pension Reforms, Longer Working Horizons and Depression. Does the Risk of Automation Matter?
Marco Bertoni, Giorgio Brunello, Filippo Da Re
published in: Labour Economics, 2023, 85, 102447
IZA Discussion Paper No. 15434
Displaced or Depressed? The Effect of Working in Automatable Jobs on Mental Health
Sylvie Blasco, Julie Rochut, Benedicte Rouland
IZA Discussion Paper No. 15182
People versus Machines: The Impact of Being in an Automatable Job on Australian Worker's Mental Health and Life Satisfaction
Grace Lordan, Eliza-Jane Stringer
published in: Economics & Human Biology 2022, 46, 101144
IZA Discussion Paper No. 14788
Coevolution of Job Automation Risk and Workplace Governance
Filippo Belloc, Gabriel Burdin, Luca Cattani, William Ellis, Fabio Landini
published in: Research Policy, 2022, 51 (3), 104441
IZA Discussion Paper No. 14249
How Do Workers Perceive the Risks from Automation and the Opportunities to Retrain? Evidence from a Survey of Truck Drivers
Daniel W. Shoag, Michael R. Strain, Stan A. Veuger
IZA Discussion Paper No. 13799
Robots and Worker Voice: An Empirical Exploration
Filippo Belloc, Gabriel Burdin, Fabio Landini
IZA Discussion Paper No. 13605
How Robots Change Within-Firm Wage Inequality
Erling Barth, Marianne Roed, Pal Schone, Janis Umblijs
IZA Discussion Paper No. 13482
Robots and the Gender Pay Gap in Europe
Cevat Giray Aksoy, Berkay Özcan, Julia Philipp
revised version published in: European Economic Review, 2021, 134, 103693
IZA Discussion Paper No. 13429
Labor Supply and Automation Innovation
Alexander M. Danzer, Carsten Feuerbaum, Fabian Gaessler
published in: Journal of Public Economics, 2024, 235, 105136
IZA Discussion Paper No. 13267
Automation, Globalization and Vanishing Jobs: A Labor Market Sorting View
Ester Faia, Sébastien Laffitte, Maximilian Mayer, Gianmarco Ottaviano
IZA Discussion Paper No. 13142
Labor Demand in the Past, Present, and Future
Georg Graetz
published in: Journal of Public Economics Plus, 2021, 2, 00007
IZA Discussion Paper No. 12913
The Macroeconomics of Automation: Data, Theory, and Policy Analysis
Nir Jaimovich, Itay Saporta-Eksten, Henry E. Siu, Yaniv Yedid-Levi
published in: Journal of Monetary Economics, 2021, 122, 1-16
IZA Discussion Paper No. 12820
Robots, Labor Markets, and Family Behavior
Massimo Anelli, Osea Giuntella, Luca Stella
published in: Journal of Human Resources, 2020, 128 (6), 2188–2244
IZA Discussion Paper No. 12716
People versus Machines in the UK: Minimum Wages, Labor Reallocation and Automatable Jobs
Grace Lordan
published in: PLoS, 2019, 14 (12), e0224789
IZA Discussion Paper No. 12541
Skills-Displacing Technological Change and Its Impact on Jobs: Challenging Technological Alarmism?
Seamus McGuinness, Konstantinos Pouliakas, Paul Redmond
published in: Economics of Innovation and New Technology, 2023, 32 (3), 370-392
IZA Discussion Paper No. 12485
We Were the Robots: Automation and Voting Behavior in Western Europe
Massimo Anelli, Italo Colantone, Piero Stanig
IZA Discussion Paper No. 12428
Digitalization and the Future of Work: Macroeconomic Consequences
Melanie Arntz, Terry Gregory, Ulrich Zierahn-Weilage
published in: Handbook of Labor, Human Resources and Population Economics, 2020
IZA Discussion Paper No. 12293
Automation and New Tasks: How Technology Displaces and Reinstates Labor
Daron Acemoglu, Pascual Restrepo
published in: Journal of Economic Perspectives, 2019, 33 (2), 3 - 30
IZA Discussion Paper No. 12292
The Wrong Kind of AI? Artificial Intelligence and the Future of Labor Demand
Daron Acemoglu, Pascual Restrepo
published in: Cambridge Journal of Regions, Economy and Society, 2020, 13 (1), 25 - 35
IZA Discussion Paper No. 11829
Determinants of Automation Risk in the EU Labour Market: A Skills-Needs Approach
Konstantinos Pouliakas
published as 'Risks posed by automation to the European Labour Market ' in: Hogarth, T. (ed) Economy, employment and skills: European, regional and global perspectives in an age of uncertainty, Rome, 2018, 45 - 74
IZA Discussion Paper No. 11739
Demography, Unemployment, Automation, and Digitalization: Implications for the Creation of (Decent) Jobs, 2010–2030
David E. Bloom, Matthew J. McKenna, Klaus Prettner
IZA Discussion Paper No. 11297
People versus Machines: The Impact of Minimum Wages on Automatable Jobs
Grace Lordan, David Neumark
published in: Labour Economics, 2018, 52, 40-53
IZA Discussion Paper No. 8836
Rise of the Machines: The Effects of Labor-Saving Innovations on Jobs and Wages
Andy Feng, Georg Graetz
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