IZA Discussion Papers

substantially revised version published as 'Artifical intelligence adoption and workplace training' in: Journal of Economic Behavior & Organization, 2025, 238, 107206.

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

published in: Journal of Economic Behavior & Organization, 2025, 235, 107034

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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