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Data, algorithms and platforms: A framework for understanding work and employment in the late digital age

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This paper presents a conceptual framework for analysing the impact of digital technologies on work and employment, developed on the basis of nearly a decade of research by the Employment team of the Joint Research Centre of the European Commission. The framework combines three elements. First, a historical situation of the digital revolution within the Schumpeterian theory of long-wave technological change, which also helps locate recent advances in AI within a longer cycle of innovation and socio-economic transformation. Second, a discussion of three structural peculiarities of the digital economy (the hyperabundance of usable information, the centralised flexibility facilitated by algorithmic control, and the platformisation of economic activity), each of which is being intensified and extended by current developments in AI. Third, an analysis of the three main vectors (digitisation, automation and platformisation) through which the digital revolution is transforming work and employment. Drawing on our empirical findings, we argue that the main impact of the digital revolution has been on the modes of coordination and control of work rather than on employment levels: digitisation has driven a significant intensification of work and erosion of worker autonomy; automation has had small and generally positive employment effects; and platformisation is extending from digital labour platforms to regular work environments, a tendency that the rapid integration of AI is likely to accelerate. The central policy challenge, we argue, is institutional: digital technologies have transformed work without a commensurate transformation of the institutional framework that should govern them.

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  • Fernandez Macias Enrique, 2026. "Data, algorithms and platforms: A framework for understanding work and employment in the late digital age," JRC Working Papers on Labour, Education and Technology 2026-04, Joint Research Centre.
  • Handle: RePEc:ipt:laedte:202604
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    1. Marta Fana & Francesco Sabato Massimo & Angelo Moro, 2022. "Autonomy and Control in Mass Remote Working during the COVID-19 Pandemic. A Cross-Occupational Comparison," Post-Print hal-03902167, HAL.
    2. Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 3-30, Spring.
    3. 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.
    4. Arthur, W Brian, 1989. "Competing Technologies, Increasing Returns, and Lock-In by Historical Events," Economic Journal, Royal Economic Society, vol. 99(394), pages 116-131, March.
    5. Maarten Goos & Alan Manning, 2007. "Lousy and Lovely Jobs: The Rising Polarization of Work in Britain," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 118-133, February.
    6. David Autor & David Dorn & Lawrence F Katz & Christina Patterson & John Van Reenen, 2020. "The Fall of the Labor Share and the Rise of Superstar Firms [“Automation and New Tasks: How Technology Displaces and Reinstates Labor”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 645-709.
    7. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2006. "The Polarization of the U.S. Labor Market," American Economic Review, American Economic Association, vol. 96(2), pages 189-194, May.
    8. Wouter Dessein & Tano Santos, 2006. "Adaptive Organizations," Journal of Political Economy, University of Chicago Press, vol. 114(5), pages 956-985, October.
    9. Freeman, Chris & Louca, Francisco, 2002. "As Time Goes By: From the Industrial Revolutions to the Information Revolution," OUP Catalogue, Oxford University Press, number 9780199251056.
    10. Francis Green & Alan Felstead & Duncan Gallie & Golo Henseke, 2022. "Working Still Harder," ILR Review, Cornell University, ILR School, vol. 75(2), pages 458-487, March.
    11. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    12. Sostero Matteo & Milasi Santo & Hurley John & Fernandez-Macias Enrique & Bisello Martina, 2023. "Teleworkability and the COVID-19 crisis: potential and actual prevalence of remote work across Europe," IZA Journal of Labor Policy, Sciendo & Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 13(1), pages 1-25, January.
    13. O. Schmidt & A. Hawkes & A. Gambhir & I. Staffell, 2017. "The future cost of electrical energy storage based on experience rates," Nature Energy, Nature, vol. 2(8), pages 1-8, August.
    14. Green, Francis & McIntosh, Steven, 2001. "The intensification of work in Europe," Labour Economics, Elsevier, vol. 8(2), pages 291-308, May.
    15. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    16. Robert C. Feenstra, 1998. "Integration of Trade and Disintegration of Production in the Global Economy," Journal of Economic Perspectives, American Economic Association, vol. 12(4), pages 31-50, Fall.
    17. Trajtenberg, Manuel, 2018. "AI as the next GPT: a Political-Economy Perspective," CEPR Discussion Papers 12721, Centre for Economic Policy Research.
    18. Jean-Charles Rochet & Jean Tirole, 2003. "Platform Competition in Two-Sided Markets," Journal of the European Economic Association, MIT Press, vol. 1(4), pages 990-1029, June.
    19. Jan De Loecker & Jan Eeckhout & Gabriel Unger, 2020. "The Rise of Market Power and the Macroeconomic Implications [“Econometric Tools for Analyzing Market Outcomes”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 561-644.
    20. Katz, Michael L & Shapiro, Carl, 1985. "Network Externalities, Competition, and Compatibility," American Economic Review, American Economic Association, vol. 75(3), pages 424-440, June.
    21. José-Ignacio Antón & David Klenert & Enrique Fernández-Macías & Maria Cesira Urzì Brancati & Georgios Alaveras, 2022. "The labour market impact of robotisation in Europe," European Journal of Industrial Relations, , vol. 28(3), pages 317-339, September.
    22. Taylor, Frederick Winslow, 1911. "The Principles of Scientific Management," History of Economic Thought Books, McMaster University Archive for the History of Economic Thought, number taylor1911.
    23. Gonzalez Vazquez Ignacio & Fernandez Macias Enrique & Wright Sally & Villani Davide, 2025. "Digital Monitoring, Algorithmic Management and the Platformisation of Work in Europe," JRC Research Reports JRC143072, Joint Research Centre.
    24. Erik Brynjolfsson & Lorin M. Hitt, 2003. "Computing Productivity: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 793-808, November.
    25. 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.
    26. Jens Prüfer & Christoph Schottmüller, 2021. "Competing with Big Data," Journal of Industrial Economics, Wiley Blackwell, vol. 69(4), pages 967-1008, December.
    27. Marta Fana & Francesco Sabato Massimo & Angelo Moro, 2022. "Autonomy and Control in Mass Remote Working during the COVID-19 Pandemic. A Cross-Occupational Comparison," Sciences Po Economics Publications (main) hal-03902167, HAL.
    28. Michael Hobday & Andrew Davies & Andrea Prencipe, 2005. "Systems integration: a core capability of the modern corporation," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 14(6), pages 1109-1143, December.
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