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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67 IZA Discussion Papers
IZA Discussion Paper No. 18235
Workers’ Exposure to AI Across Development Stages
Piotr Lewandowski, Karol Madoń, Albert Park
IZA Discussion Paper No. 17896
Multidimensional Skills on LinkedIn Profiles: Measuring Human Capital and the Gender Skill Gap
David Dorn, Florian Schoner, Moritz Seebacher, Lisa Simon, Ludger Woessmann
IZA Discussion Paper No. 17753
Technological Change and the Upskilling of European Workers
Seamus McGuinness, Paul Redmond, Konstantinos Pouliakas, Lorcan Kelly, Luke Brosnan
revised version forthcoming in: Journal of Education and Work
IZA Discussion Paper No. 17654
Workers’ Task and Employer Mobility over the Business Cycle
Carlos Carrillo-Tudela, Fraser Summerfield, Ludo Visschers
IZA Discussion Paper No. 17554
AI, Task Changes in Jobs, and Worker Reallocation
Christina Gathmann, Felix Grimm, Erwin Winkler
IZA Discussion Paper No. 17395
Skills and Earnings: A Multidimensional Perspective on Human Capital
Ludger Woessmann
published in: Annual Review of Economics, 2025, 17, 397-425
IZA Discussion Paper No. 17319
Establishment Size and the Task Content of Jobs: Evidence from 46 Countries
Micole De Vera, Javier Garcia-Brazales
published in: Economica, 2025, 92 (366), 548-579
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. 16610
Just Another Cog in the Machine? A Worker-Level View of Robotization and Tasks
Milena Nikolova, Anthony Lepinteur, Femke Cnossen
published in: Economica, 2025, 92, 1101-1148
IZA Discussion Paper No. 16576
Demand for Personality Traits, Tasks, and Sorting
Vera Brenčič, Andrew McGee
published in: Elsner, B. and Polachek, S.W. (eds.), Big Data Applications in Labor Economics, Part A (Research in Labor Economics, 52A), Emerald Publishing Limited, Leeds, 2024, 161-211
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. 16292
Tightening Access to Early Retirement: Who Can Adapt?
Bernhard Boockmann, Martin Kroczek, Natalie Laub
IZA Discussion Paper No. 15731
The Empirics of Technology, Employment and Occupations: Lessons Learned and Challenges Ahead
Fabio Montobbio, Jacopo Staccioli, Maria Enrica Virgillito, Marco Vivarelli
published in: Journal of Economic Surveys, 2024, 38 (5), 1622-1655
IZA Discussion Paper No. 15702
Occupational Tasks and Wage Inequality in Germany: A Decomposition Analysis
Miriam Koomen, Uschi Backes-Gellner
published in: Labour Economics, 2022, 79, 102284
IZA Discussion Paper No. 15647
The Role of Within-Occupation Task Changes in Wage Development
Ronald Bachmann, Gökay Demir, Colin P. Green, Arne Uhlendorff
IZA Discussion Paper No. 15594
Opening the Black Box: Task and Skill Mix and Productivity Dispersion
G.Jacob Blackwood, Cindy Cunningham, Matt Dey, Lucia Foster, Cheryl Grim, John C. Haltiwanger, Rachel Nesbit, Sabrina Wulff Pabilonia, Jay Stewart, Cody Tuttle, Zoltan Wolf
published in: Susanto Basu, Lucy Eldridge, John Haltiwanger, and Erich Strassner (eds.), Technology, Productivity and Economic Growth, University of Chicago Press, 2025
IZA Discussion Paper No. 15419
Technological Progress, Occupational Structure and Gender Gaps in the German Labour Market
Ronald Bachmann, Myrielle Gonschor
IZA Discussion Paper No. 15361
Can the Labor Demand Curve Explain Job Polarization?
Andreas Peichl, Martin Popp
IZA Discussion Paper No. 15303
The Impact of Robots on Labour Market Transitions in Europe
Ronald Bachmann, Myrielle Gonschor, Piotr Lewandowski, Karol Madoń
published in: Structural Change and Economic Dynamics, 2024, 70, 422-441
IZA Discussion Paper No. 15056
Productive Robots and Industrial Employment: The Role of National Innovation Systems
Chrystalla Kapetaniou, Christopher A. Pissarides
published online in: International Economic Review, 17 October 2024
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