IDEAS home Printed from https://ideas.repec.org/p/ipt/laedte/201903.html
   My bibliography  Save this paper

The Impact of Technological Innovation on the Future of Work

Author

Listed:

Abstract

New digital technologies more and more diffuse into the economy. Due to this digitisation, machines become increasingly able to perform tasks that previously only humans could to. Production processes and organizations are changing, new products, services and business models emerge. These trends have important implications for European labour markets. This working paper presents up-to date evidence on the consequences of technological innovations on labour markets based on the academic literature and discusses the resulting policy challenges along with examples of policy responses. One key finding is that so far recent technological change has had little effect on the aggregate number of jobs but leads to significant restructuring of jobs. This implies three key challenges for European labour markets: first, digitisation induces shifts in skill requirements, and workers’ fate in changing labour markets crucially depends on their ability to keep up with the change. Secondly, digitisation is not a purely technological process, but requires an accompanying process of organisational change. Thirdly, digitisation comes along with rising shares of alternative work arrangements, due to more outsourcing, standardisation, fragmentation, and online platforms. These alternative work arrangements imply both new opportunities and challenges. These challenges require adequate policy responses at the European, national and regional level, which the working paper outlines for education and training policies, active labour market policies, income policies, tax systems and technology policies.

Suggested Citation

  • Maarten Goos & Melanie Arntz & Ulrich Zierahn & Terry Gregory & Stephanie Carretero Gomez & Ignacio Gonzalez Vazquez & Koen Jonkers, 2019. "The Impact of Technological Innovation on the Future of Work," JRC Working Papers on Labour, Education and Technology 2019-03, Joint Research Centre.
  • Handle: RePEc:ipt:laedte:201903
    as

    Download full text from publisher

    File URL: https://publications.jrc.ec.europa.eu/repository/handle/JRC117212
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. M. Keith Chen & Judith A. Chevalier & Peter E. Rossi & Emily Oehlsen, 2019. "The Value of Flexible Work: Evidence from Uber Drivers," Journal of Political Economy, University of Chicago Press, vol. 127(6), pages 2735-2794.
    2. David H. Autor & David Dorn & Gordon H. Hanson, 2016. "The China Shock: Learning from Labor-Market Adjustment to Large Changes in Trade," Annual Review of Economics, Annual Reviews, vol. 8(1), pages 205-240, October.
    3. Kevin M. Murphy & Finis Welch, 1992. "The Structure of Wages," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 285-326.
    4. Nicholas Bloom & Luis Garicano & Raffaella Sadun & John Van Reenen, 2014. "The Distinct Effects of Information Technology and Communication Technology on Firm Organization," Management Science, INFORMS, vol. 60(12), pages 2859-2885, December.
    5. David Card & Jörg Heining & Patrick Kline, 2013. "Workplace Heterogeneity and the Rise of West German Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 967-1015.
    6. Francesco Chiacchio & Georgios Petropoulos & David Pichler, 2018. "The impact of industrial robots on EU employment and wages- A local labour market approach," Working Papers 25186, Bruegel.
    7. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, Oxford University Press, vol. 107(1), pages 35-78.
    8. Maarten Goos & Alan Manning & Anna Salomons, 2009. "Job Polarization in Europe," American Economic Review, American Economic Association, vol. 99(2), pages 58-63, May.
    9. Autor, David H., 2013. "The "task approach" to labor markets : an overview," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(3), pages 185-199.
    10. Autor, David H. (ed.), 2009. "Studies of Labor Market Intermediation," National Bureau of Economic Research Books, University of Chicago Press, number 9780226032887, December.
    11. Séamus McGuinness, 2006. "Overeducation in the Labour Market," Journal of Economic Surveys, Wiley Blackwell, vol. 20(3), pages 387-418, July.
    12. Michèle Belot & Philipp Kircher & Paul Muller, 2019. "Providing Advice to Jobseekers at Low Cost: An Experimental Study on Online Advice," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1411-1447.
    13. Horst Feldmann, 2013. "Technological unemployment in industrial countries," Journal of Evolutionary Economics, Springer, vol. 23(5), pages 1099-1126, November.
    14. Smaranda Pantea & Federico Biagi & Anna Sabadash, 2014. "Are ICT Displacing Workers? Evidence from Seven European Countries," JRC Working Papers on Digital Economy 2014-07, Joint Research Centre.
    15. Reinhold, Mario & Thomsen, Stephan, 2015. "Patterns of Labour Market Entry of High-Skilled Workers in Germany," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113018, Verein für Socialpolitik / German Economic Association.
    16. Gonzalo Castex & Evgenia Kogan Dechter, 2014. "The Changing Roles of Education and Ability in Wage Determination," Journal of Labor Economics, University of Chicago Press, vol. 32(4), pages 685-710.
    17. Andrea Bassanini & Wooseok Ok, 2004. "How do firms' and individuals' incentives to invest in human capital vary across groups?," CEPN Working Papers halshs-00194344, HAL.
    18. Oecd, 2016. "New Forms of Work in the Digital Economy," OECD Digital Economy Papers 260, OECD Publishing.
    19. Daron Acemoglu & Philippe Aghion & Claire Lelarge & John Van Reenen & Fabrizio Zilibotti, 2007. "Technology, Information, and the Decentralization of the Firm," The Quarterly Journal of Economics, Oxford University Press, vol. 122(4), pages 1759-1799.
    20. Pierre Cahuc & Stéphane Carcillo & Thomas Le Barbanchon, 2019. "The Effectiveness of Hiring Credits," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(2), pages 593-626.
    21. Vivarelli, Marco, 2007. "Innovation and Employment: A Survey," IZA Discussion Papers 2621, Institute of Labor Economics (IZA).
    22. Alexandre Mas & Amanda Pallais, 2017. "Valuing Alternative Work Arrangements," American Economic Review, American Economic Association, vol. 107(12), pages 3722-3759, December.
    23. Deborah Goldschmidt & Johannes F. Schmieder, 2017. "The Rise of Domestic Outsourcing and the Evolution of the German Wage Structure," The Quarterly Journal of Economics, Oxford University Press, vol. 132(3), pages 1165-1217.
    24. Pikos, Anna Katharina & Thomsen, Stephan L., 2016. "Rising Work Complexity but Decreasing Returns," IZA Discussion Papers 9878, Institute of Labor Economics (IZA).
    25. David Card & Ana Rute Cardoso & Patrick Kline, 2016. "Bargaining, Sorting, and the Gender Wage Gap: Quantifying the Impact of Firms on the Relative Pay of Women," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 633-686.
    26. Pantea, Smaranda & Sabadash, Anna & Biagi, Federico, 2017. "Are ICT displacing workers in the short run? Evidence from seven European countries," Information Economics and Policy, Elsevier, vol. 39(C), pages 36-44.
    27. Per-Anders Edin & Peter Fredriksson & Martin Nybom & Björn Öckert, 2022. "The Rising Return to Noncognitive Skill," American Economic Journal: Applied Economics, American Economic Association, vol. 14(2), pages 78-100, April.
    28. Raghuram G. Rajan & Julie Wulf, 2006. "The Flattening Firm: Evidence from Panel Data on the Changing Nature of Corporate Hierarchies," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 759-773, November.
    29. Miles Corak, 2006. "Do Poor Children Become Poor Adults? Lessons from a Cross-Country Comparison of Generational Earnings Mobility," Research on Economic Inequality, in: Dynamics of Inequality and Poverty, pages 143-188, Emerald Group Publishing Limited.
    30. Dauth, Wolfgang, 2014. "Job polarization on local labor markets," IAB-Discussion Paper 201418, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    31. Gregory, Terry & Salomons, Anna & Zierahn, Ulrich, 2016. "Racing With or Against the Machine? Evidence from Europe," VfS Annual Conference 2016 (Augsburg): Demographic Change 145843, Verein für Socialpolitik / German Economic Association.
    32. Eckhardt Bode & Stephan Brunow & Ingrid Ott & Alina Sorgner, 2019. "Worker Personality: Another Skill Bias beyond Education in the Digital Age," German Economic Review, Verein für Socialpolitik, vol. 20(4), pages 254-294, November.
    33. Dolton, Peter & Vignoles, Anna, 2000. "The incidence and effects of overeducation in the U.K. graduate labour market," Economics of Education Review, Elsevier, vol. 19(2), pages 179-198, April.
    34. Mark Doms & Timothy Dunne & Kenneth R. Troske, 1997. "Workers, Wages, and Technology," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 253-290.
    35. Guido Matias Cortes, 2016. "Where Have the Middle-Wage Workers Gone? A Study of Polarization Using Panel Data," Journal of Labor Economics, University of Chicago Press, vol. 34(1), pages 63-105.
    36. repec:dau:papers:123456789/10093 is not listed on IDEAS
    37. Kampelmann, Stephan & Rycx, François, 2011. "Task-Biased Changes of Employment and Remuneration: The Case of Occupations," IZA Discussion Papers 5470, Institute of Labor Economics (IZA).
    38. Alan Manning, 2021. "The Elusive Employment Effect of the Minimum Wage," Journal of Economic Perspectives, American Economic Association, vol. 35(1), pages 3-26, Winter.
    39. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
    40. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    41. Falck, Oliver & Heimisch-Roecker, Alexandra & Wiederhold, Simon, 2021. "Returns to ICT skills," Research Policy, Elsevier, vol. 50(7).
    42. Erik Brynjolfsson & Kristina McElheran, 2016. "The Rapid Adoption of Data-Driven Decision-Making," American Economic Review, American Economic Association, vol. 106(5), pages 133-139, May.
    43. 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.
    44. Ernst R. Berndt & Catherine J. Morrison & Larry S. Rosenblum, 1992. "High-Tech Capital Formation and Labor Composition in U.S. Manufacturing Industries: An Exploratory Analysis," NBER Working Papers 4010, National Bureau of Economic Research, Inc.
    45. Adermon, Adrian & Gustavsson, Magnus, 2011. "Job Polarization and Task-Biased Technological Change: Sweden, 1975–2005," Working Paper Series, Center for Labor Studies 2011:11, Uppsala University, Department of Economics.
    46. Marx, Axel & Peeters, Hans, 2008. "An unconditional basic income and labor supply: Results from a pilot study of lottery winners," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 37(4), pages 1636-1659, August.
    47. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    48. Clark, Gordon L. & Munnell, Alicia H. & Orszag, J. Michael (ed.), 2006. "The Oxford Handbook of Pensions and Retirement Income," OUP Catalogue, Oxford University Press, number 9780199272464, Decembrie.
    49. 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.
    50. Michael Gibbs & Sergei Bazylik, 2022. "How is new technology changing job design?," IZA World of Labor, Institute of Labor Economics (IZA), pages 344-344, August.
    51. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    52. Lindbeck, Assar & Snower, Dennis J, 2000. "Multitask Learning and the Reorganization of Work: From Tayloristic to Holistic Organization," Journal of Labor Economics, University of Chicago Press, vol. 18(3), pages 353-376, July.
    53. Lawrence F. Katz & Alan B. Krueger, 2016. "The Rise and Nature of Alternative Work Arrangements in the United States, 1995-2015," NBER Working Papers 22667, National Bureau of Economic Research, Inc.
    54. Alexandra Spitz-Oener, 2006. "Technical Change, Job Tasks, and Rising Educational Demands: Looking outside the Wage Structure," Journal of Labor Economics, University of Chicago Press, vol. 24(2), pages 235-270, April.
    55. Eli Berman & John Bound & Zvi Griliches, 1994. "Changes in the Demand for Skilled Labor within U. S. Manufacturing: Evidence from the Annual Survey of Manufactures," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 367-397.
    56. Winters, John V., 2014. "STEM graduates, human capital externalities, and wages in the U.S," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 190-198.
    57. Cortes, Guido Matias & Salvatori, Andrea, 2019. "Delving into the demand side: Changes in workplace specialization and job polarization," Labour Economics, Elsevier, vol. 57(C), pages 164-176.
    58. Beckmann, Michael & Cornelissen, Thomas & Kräkel, Matthias, 2017. "Self-managed working time and employee effort: Theory and evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 133(C), pages 285-302.
    59. Rendall, Michelle & Weiss, Franziska J., 2016. "Employment polarization and the role of the apprenticeship system," European Economic Review, Elsevier, vol. 82(C), pages 166-186.
    60. McKinley L. Blackburn & David E. Bloom & Richard B. Freeman, 1989. "The Declining Economic Position of Less-Skilled American Males," NBER Working Papers 3186, National Bureau of Economic Research, Inc.
    61. Sandra E. Black & Lisa M. Lynch, 2001. "How To Compete: The Impact Of Workplace Practices And Information Technology On Productivity," The Review of Economics and Statistics, MIT Press, vol. 83(3), pages 434-445, August.
    62. Eve Caroli & John Van Reenen, 2001. "Skill-Biased Organizational Change? Evidence from A Panel of British and French Establishments," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(4), pages 1449-1492.
    63. Christian Dustmann & Johannes Ludsteck & Uta Schönberg, 2009. "Revisiting the German Wage Structure," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 843-881.
    64. Haskel, Jonathan & Heden, Ylva, 1999. "Computers and the Demand for Skilled Labour: Industry- and Establishment-Level Panel Evidence for the UK," Economic Journal, Royal Economic Society, vol. 109(454), pages 68-79, March.
    65. Stephen Machin & John Van Reenen, 1998. "Technology and Changes in Skill Structure: Evidence from Seven OECD Countries," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1215-1244.
    66. Francis Green & Golo Henseke, 2016. "The changing graduate labour market: analysis using a new indicator of graduate jobs," IZA Journal of Labor Policy, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-25, December.
    67. Oesch, Daniel & Rodriguez Menes, Jorge, 2010. "Upgrading or polarization? Occupational change in Britain, Germany, Spain and Switzerland, 1990-2008," MPRA Paper 21040, University Library of Munich, Germany.
    68. Erik Brynjolfsson & Thomas W. Malone & Vijay Gurbaxani & Ajit Kambil, 1994. "Does Information Technology Lead to Smaller Firms?," Management Science, INFORMS, vol. 40(12), pages 1628-1644, December.
    69. Wayne Lewchuk, 2017. "Precarious jobs: Where are they, and how do they affect well-being?," The Economic and Labour Relations Review, , vol. 28(3), pages 402-419, September.
    70. Richard B. Freeman, 1994. "Working Under Different Rules," NBER Books, National Bureau of Economic Research, Inc, number free94-1, March.
    71. Ann Bartel & Casey Ichniowski & Kathryn Shaw, 2007. "How Does Information Technology Affect Productivity? Plant-Level Comparisons of Product Innovation, Process Improvement, and Worker Skills," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1721-1758.
    72. Thomas N. Daymonti & Paul J. Andrisani, 1984. "Job Preferences, College Major, and the Gender Gap in Earnings," Journal of Human Resources, University of Wisconsin Press, vol. 19(3), pages 408-428.
    73. Charlotte Senftleben-König & Hanna Wielandt, "undated". "The Polarization of Employment in German Local Labor Markets," BDPEMS Working Papers 2014007, Berlin School of Economics.
    74. Cortes, Guido Matias & Jaimovich, Nir & Siu, Henry E., 2017. "Disappearing routine jobs: Who, how, and why?," Journal of Monetary Economics, Elsevier, vol. 91(C), pages 69-87.
    75. repec:hal:spmain:info:hdl:2441/3dn0o0jvtp972r5lmr1fd29k5c is not listed on IDEAS
    76. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    77. Dauth, Wolfgang & Findeisen, Sebastian & Südekum, Jens & Wößner, Nicole, 2017. "German robots - the impact of industrial robots on workers," IAB-Discussion Paper 201730, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    78. Thor Berger & Carl Benedikt Frey, 2016. "Structural Transformation in the OECD: Digitalisation, Deindustrialisation and the Future of Work," OECD Social, Employment and Migration Working Papers 193, OECD Publishing.
    79. Biagi, Federico & Falk, Martin, 2017. "The impact of ICT and e-commerce on employment in Europe," Journal of Policy Modeling, Elsevier, vol. 39(1), pages 1-18.
    80. Debra Howcroft & Helen Richardson, 2012. "The back office goes global: exploring connections and contradictions in shared service centres," Work, Employment & Society, British Sociological Association, vol. 26(1), pages 111-127, February.
    81. Bound, John & Johnson, George, 1992. "Changes in the Structure of Wages in the 1980's: An Evaluation of Alternative Explanations," American Economic Review, American Economic Association, vol. 82(3), pages 371-392, June.
    82. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    83. Joseph G. Altonji & Lisa B. Kahn & Jamin D. Speer, 2014. "Trends in Earnings Differentials across College Majors and the Changing Task Composition of Jobs," American Economic Review, American Economic Association, vol. 104(5), pages 387-393, May.
    84. Massimiliano Tancioni & Roberto Simonetti, 2002. "A Macroeconometric Model for the Analysis of the Impact of Technological Change and Trade on Employment," Journal of Interdisciplinary Economics, , vol. 13(1-3), pages 185-221, January.
    85. David Autor & David Dorn, 2009. "This Job Is "Getting Old": Measuring Changes in Job Opportunities Using Occupational Age Structure," American Economic Review, American Economic Association, vol. 99(2), pages 45-51, May.
    86. Ann Harrison & John McLaren & Margaret McMillan, 2011. "Recent Perspectives on Trade and Inequality," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 261-289, September.
    87. Melanie Arntz & Terry Gregory & Ulrich Zierahn, 2016. "The Risk of Automation for Jobs in OECD Countries: A Comparative Analysis," OECD Social, Employment and Migration Working Papers 189, OECD Publishing.
    88. Südekum, Jens & Dauth, Wolfgang & Findeisen, Sebastian & Woessner, Nicole, 2017. "German Robots – The Impact of Industrial Robots on Workers," CEPR Discussion Papers 12306, C.E.P.R. Discussion Papers.
    89. Daron Acemoglu & Pascual Restrepo, 2017. "Robots and Jobs: Evidence from US Labor Markets," Boston University - Department of Economics - Working Papers Series dp-297, Boston University - Department of Economics.
    90. Martin Falk & Federico Biagi, 2017. "Relative demand for highly skilled workers and use of different ICT technologies," Applied Economics, Taylor & Francis Journals, vol. 49(9), pages 903-914, February.
    91. Jonghak Sun, 2017. "The effect of information technology on IT-facilitated coordination, IT-facilitated autonomy, and decision-makings at the individual level," Applied Economics, Taylor & Francis Journals, vol. 49(2), pages 138-155, January.
    92. 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.
    93. Christian Dustmann & Bernd Fitzenberger & Uta Sch?nberg & Alexandra Spitz-Oener, 2014. "From Sick Man of Europe to Economic Superstar: Germany's Resurgent Economy," Journal of Economic Perspectives, American Economic Association, vol. 28(1), pages 167-188, Winter.
    94. Lawrence F. Katz & Alan B. Krueger, 2017. "The Role of Unemployment in the Rise in Alternative Work Arrangements," American Economic Review, American Economic Association, vol. 107(5), pages 388-392, May.
    95. David H. Autor, 2015. "Why Are There Still So Many Jobs? The History and Future of Workplace Automation," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 3-30, Summer.
    96. Patrick Aubert & Eve Caroli & Muriel Roger, 2006. "New technologies, organisation and age: firm-level evidence," Economic Journal, Royal Economic Society, vol. 116(509), pages 73-93, February.
    97. Anna, Petrenko, 2016. "Мaркування готової продукції як складова частина інформаційного забезпечення маркетингової діяльності підприємств овочепродуктового підкомплексу," Agricultural and Resource Economics: International Scientific E-Journal, Agricultural and Resource Economics: International Scientific E-Journal, vol. 2(1), March.
    98. Firpo, Sergio & Fortin, Nicole M. & Lemieux, Thomas, 2011. "Occupational Tasks and Changes in the Wage Structure," IZA Discussion Papers 5542, Institute of Labor Economics (IZA).
    99. Oesch, Daniel, 2013. "Occupational Change in Europe: How Technology and Education Transform the Job Structure," OUP Catalogue, Oxford University Press, number 9780199680962, Decembrie.
    100. Arnold, Daniel & Butschek, Sebastian & Steffes, Susanne & Müller, Dana (ed.), 2016. "Monitor - Digitalisierung am Arbeitsplatz: Aktuelle Ergebnisse einer Betriebs- und Beschäftigtenbefragung," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 148157.
    101. Glenn Dutcher, E., 2012. "The effects of telecommuting on productivity: An experimental examination. The role of dull and creative tasks," Journal of Economic Behavior & Organization, Elsevier, vol. 84(1), pages 355-363.
    102. Martin, John P., 2018. "Skills for the 21st Century: Findings and Policy Lessons from the OECD Survey of Adult Skills," IZA Policy Papers 138, Institute of Labor Economics (IZA).
    103. Susan Athey & Scott Stern, 1998. "An Empirical Framework for Testing Theories About Complimentarity in Organizational Design," NBER Working Papers 6600, National Bureau of Economic Research, Inc.
    104. Arntz, Melanie & Gregory, Terry & Zierahn, Ulrich, 2017. "Revisiting the risk of automation," Economics Letters, Elsevier, vol. 159(C), pages 157-160.
    105. Jeff Grogger & Eric Eide, 1995. "Changes in College Skills and the Rise in the College Wage Premium," Journal of Human Resources, University of Wisconsin Press, vol. 30(2), pages 280-310.
    106. James, Estelle, et al, 1989. "College Quality and Future Earnings: Where Should You Send Your Child to College?," American Economic Review, American Economic Association, vol. 79(2), pages 247-252, May.
    107. Frenette, Marc, 2004. "The overqualified Canadian graduate: the role of the academic program in the incidence, persistence, and economic returns to overqualification," Economics of Education Review, Elsevier, vol. 23(1), pages 29-45, February.
    108. repec:dau:papers:123456789/10051 is not listed on IDEAS
    109. Athey, Susan. & Stern, Scott, 1969-, 1998. "An empirical framework for testing theories about complementarity in orgaziational design," Working papers WP 4022-98., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    110. Dirk Antonczyk & Thomas DeLeire & Bernd Fitzenberger, 2018. "Polarization and Rising Wage Inequality: Comparing the U.S. and Germany," Econometrics, MDPI, vol. 6(2), pages 1-33, April.
    111. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2008. "Trends in U.S. Wage Inequality: Revising the Revisionists," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 300-323, May.
    112. Erik Brynjolfsson & Lorin M. Hitt, 2000. "Beyond Computation: Information Technology, Organizational Transformation and Business Performance," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 23-48, Fall.
    113. David H. Autor, 2009. "Studies of Labor Market Intermediation," NBER Books, National Bureau of Economic Research, Inc, number auto07-1, March.
    114. Schulte-Braucks, Philipp, 2013. "Von Schweden lernen: Weiterbildung gering Qualifizierter im Rahmen der kommunalen Erwachsenenbildung (Komvux)," Discussion Papers, Research Unit: Skill Formation and Labor Markets SP I 2013-502, WZB Berlin Social Science Center.
    115. Robert Z. Lawrence & Matthew J. Slaughter, 1993. "International Trade and American Wages in the 1980s: Giant Sucking Sound or Small Hiccup?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 24(2 Microec), pages 161-226.
    116. Cecilia ALBERT & Carlos GARCÍA-SERRANO & Virginia HERNANZ, 2010. "On-the-job training in Europe: Determinants and wage returns," International Labour Review, International Labour Organization, vol. 149(3), pages 315-341, September.
    117. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1169-1213.
    118. Nicholas Bloom & Fatih Guvenen & Benjamin S. Smith & Jae Song & Till von Wachter, 2018. "The Disappearing Large-Firm Wage Premium," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 317-322, May.
    119. Jonathan V. Hall & Alan B. Krueger, 2018. "An Analysis of the Labor Market for Uber’s Driver-Partners in the United States," ILR Review, Cornell University, ILR School, vol. 71(3), pages 705-732, May.
    120. Marguerita Lane & Gavan Conlon, 2016. "The Impact of Literacy, Numeracy and Computer Skills on Earnings and Employment Outcomes," OECD Education Working Papers 129, OECD Publishing.
    121. Joel Mokyr & Chris Vickers & Nicolas L. Ziebarth, 2015. "The History of Technological Anxiety and the Future of Economic Growth: Is This Time Different?," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 31-50, Summer.
    122. Atkinson, A B, 2008. "The Changing Distribution of Earnings in OECD Countries," OUP Catalogue, Oxford University Press, number 9780199532438, Decembrie.
    123. Biagi, Federico & Falk, Martin, 2017. "The Impact of ICT and E-Commerce Activities on Employment in Europe," Ratio Working Papers 285, The Ratio Institute.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Maria Cinque & Stephanie Carretero & Joanna Napierala, 2021. "Non-cognitive skills and other related concepts: towards a better understanding of similarities and differences," JRC Working Papers on Labour, Education and Technology 2021-09, Joint Research Centre.
    2. Munoz de Bustillo Llorente Rafael & FERNANDEZ MACIAS Enrique & GONZALEZ VAZQUEZ Ignacio, 2020. "Universality in Social Protection: An Inquiry about its Meaning and Measurement," JRC Research Reports JRC122953, Joint Research Centre.
    3. Tanja Todorovic & Nenad Medic & Milan Delic & Nikola Zivlak & Danijela Gracanin, 2022. "Performance Implications of Organizational and Technological Innovation: An Integrative Perspective," Sustainability, MDPI, vol. 14(5), pages 1-14, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Arntz, Melanie & Gregory, Terry & Zierahn, Ulrich, 2016. "ELS issues in robotics and steps to consider them. Part 1: Robotics and employment. Consequences of robotics and technological change for the structure and level of employment," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 146501.
    2. Janssen, Simon & Mohrenweiser, Jens, 2018. "The Shelf Life of Incumbent Workers during Accelerating Technological Change: Evidence from a Training Regulation Reform," IZA Discussion Papers 11312, Institute of Labor Economics (IZA).
    3. Cirillo, Valeria & Evangelista, Rinaldo & Guarascio, Dario & Sostero, Matteo, 2021. "Digitalization, routineness and employment: An exploration on Italian task-based data," Research Policy, Elsevier, vol. 50(7).
    4. Koomen, Miriam & Backes-Gellner, Uschi, 2022. "Occupational tasks and wage inequality in West Germany: A decomposition analysis," Labour Economics, Elsevier, vol. 79(C).
    5. Gregory, Terry & Salomons, Anna & Zierahn, Ulrich, 2016. "Racing With or Against the Machine? Evidence from Europe," VfS Annual Conference 2016 (Augsburg): Demographic Change 145843, Verein für Socialpolitik / German Economic Association.
    6. Cortes, Guido Matias & Salvatori, Andrea, 2019. "Delving into the demand side: Changes in workplace specialization and job polarization," Labour Economics, Elsevier, vol. 57(C), pages 164-176.
    7. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    8. Arntz, Melanie & Gregory, Terry & Zierahn, Ulrich, 2019. "Digitalization and the Future of Work: Macroeconomic Consequences," IZA Discussion Papers 12428, Institute of Labor Economics (IZA).
    9. Thomsen, Stephan L, 2018. "Die Rolle der Computerisierung und Digitalisierung für Beschäftigung und Einkommen," Hannover Economic Papers (HEP) dp-645, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    10. Jasmine Mondolo, 2022. "The composite link between technological change and employment: A survey of the literature," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 1027-1068, September.
    11. Falck, Oliver & Heimisch-Roecker, Alexandra & Wiederhold, Simon, 2021. "Returns to ICT skills," Research Policy, Elsevier, vol. 50(7).
    12. Schmidpeter, Bernhard & Winter-Ebmer, Rudolf, 2021. "Automation, unemployment, and the role of labor market training," European Economic Review, Elsevier, vol. 137(C).
    13. Nicola Cassandro & Marco Centra & Dario Guarascio & Piero Esposito, 2021. "What drives employment–unemployment transitions? Evidence from Italian task-based data," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(3), pages 1109-1147, October.
    14. Silvia Vannutelli & Sergio Scicchitano & Marco Biagetti, 2022. "Routine-biased technological change and wage inequality: do workers’ perceptions matter?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 12(3), pages 409-450, September.
    15. Koomen, Miriam & Backes-Gellner, Uschi, 2022. "Occupational Tasks and Wage Inequality in Germany: A Decomposition Analysis," IZA Discussion Papers 15702, Institute of Labor Economics (IZA).
    16. Van Reenen, John, 2011. "Wage inequality, technology and trade: 21st century evidence," Labour Economics, Elsevier, vol. 18(6), pages 730-741.
    17. Anna Sabadash, 2013. "ICT-induced Technological Progress and Employment: A Literature Review," JRC Working Papers on Digital Economy 2013-07, Joint Research Centre.
    18. Caselli, Mauro & Fracasso, Andrea & Scicchitano, Sergio & Traverso, Silvio & Tundis, Enrico, 2021. "Stop worrying and love the robot: An activity-based approach to assess the impact of robotization on employment dynamics," GLO Discussion Paper Series 802, Global Labor Organization (GLO).
    19. Anna Sabadash, 2013. "ICT-induced Technological Progress and Employment: a Happy Marriage or a Dangerous Liaison? A Literature Review," JRC Research Reports JRC76143, Joint Research Centre.
    20. Raquel Sebastian, 2018. "Explaining job polarisation in Spain from a task perspective," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 9(2), pages 215-248, June.

    More about this item

    Keywords

    Technical Change; Structural Change; Labour Markets; Europe;
    All these keywords.

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ipt:laedte:201903. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Publication Officer (email available below). General contact details of provider: https://edirc.repec.org/data/ipjrces.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.