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Computers as stepping stones? Technological change and equality of labor market opportunities

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  • Arntz, Melanie
  • Lipowski, Cäcilia
  • Neidhöfer, Guido
  • Zierahn, Ulrich

Abstract

This paper analyzes whether technological change improves equality of labor market opportunities by decreasing returns to parental background. We find that in Germany during the 1990s, computerization improved the access to technologyadopting occupations for workers with low-educated parents, and reduced their wage penalty within these occupations. We also show that this significantly contributed to a decline in the overall wage penalty experienced by workers from disadvantaged parental backgrounds over this time period. Competing mechanisms, such as skill-specific labor supply shocks and skill- upgrading, do not explain these findings.

Suggested Citation

  • Arntz, Melanie & Lipowski, Cäcilia & Neidhöfer, Guido & Zierahn, Ulrich, 2022. "Computers as stepping stones? Technological change and equality of labor market opportunities," ZEW Discussion Papers 22-014, ZEW - Leibniz Centre for European Economic Research.
    • Handle: RePEc:zbw:zewdip:22014
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    1. John T. Addison & Alex Bryson & Paulino Teixeira & André Pahnke, 2011. "Slip Sliding Away: Further Union Decline In Germany And Britain," Scottish Journal of Political Economy, Scottish Economic Society, vol. 58(4), pages 490-518, September.
    2. Björklund, Anders & Salvanes, Kjell G., 2011. "Education and Family Background: Mechanisms and Policies," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 3, pages 201-247, Elsevier.
    3. Hudson, John & Sessions, John G., 2011. "Parental education, labor market experience and earnings: New wine in an old bottle?," Economics Letters, Elsevier, vol. 113(2), pages 112-115.
    4. James J. Heckman & Stefano Mosso, 2014. "The Economics of Human Development and Social Mobility," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 689-733, August.
    5. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 35-78.
    6. Paolo Brunori & Guido Neidhöfer, 2021. "The Evolution of Inequality of Opportunity in Germany: A Machine Learning Approach," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 67(4), pages 900-927, December.
    7. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    8. Paul Beaudry & David A. Green & Benjamin M. Sand, 2016. "The Great Reversal in the Demand for Skill and Cognitive Tasks," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 199-247.
    9. Holzer, Harry J, 1988. "Search Method Use by Unemployed Youth," Journal of Labor Economics, University of Chicago Press, vol. 6(1), pages 1-20, January.
    10. Galor, Oded & Tsiddon, Daniel, 1997. "Technological Progress, Mobility, and Economic Growth," American Economic Review, American Economic Association, vol. 87(3), pages 363-382, June.
    11. David N. Laband & Bernard F. Lentz, 1983. "Occupational Inheritance in Agriculture," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 65(2), pages 311-314.
    12. Becker, Sascha O. & Ekholm, Karolina & Muendler, Marc-Andreas, 2013. "Offshoring and the onshore composition of tasks and skills," Journal of International Economics, Elsevier, vol. 90(1), pages 91-106.
    13. Rohrbach-Schmidt, Daniela & Tiemann, Michael, 2013. "Changes in workplace tasks in Germany : evaluating skill and task measures," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(3), pages 215-237.
    14. 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.
    15. Silke Anger & Daniel D. Schnitzlein, 2017. "Cognitive skills, non-cognitive skills, and family background: evidence from sibling correlations," Journal of Population Economics, Springer;European Society for Population Economics, vol. 30(2), pages 591-620, April.
    16. Miles Corak & Patrizio Piraino, 2011. "The Intergenerational Transmission of Employers," Journal of Labor Economics, University of Chicago Press, vol. 29(1), pages 37-68, January.
    17. 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.
    18. Wolfgang Dauth & Sebastian Findeisen & Jens Suedekum, 2014. "The Rise Of The East And The Far East: German Labor Markets And Trade Integration," Journal of the European Economic Association, European Economic Association, vol. 12(6), pages 1643-1675, December.
    19. Papke, Leslie E. & Wooldridge, Jeffrey M., 2008. "Panel data methods for fractional response variables with an application to test pass rates," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 121-133, July.
    20. Philippe Aghion & Ufuk Akcigit & Antonin Bergeaud & Richard Blundell & David Hemous, 2019. "Innovation and Top Income Inequality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(1), pages 1-45.
    21. Christian Dustmann, 2004. "Parental background, secondary school track choice, and wages," Oxford Economic Papers, Oxford University Press, vol. 56(2), pages 209-230, April.
    22. Jack Britton & Lorraine Dearden & Neil Shephard & Anna Vignoles, 2016. "How English domiciled graduate earnings vary with gender, institution attended, subject and socio-economic background," IFS Working Papers W16/06, Institute for Fiscal Studies.
    23. Guo, Ningning, 2022. "Hollowing out of opportunity: Automation technology and intergenerational mobility in the United States," Labour Economics, Elsevier, vol. 75(C).
    24. Yannis M. Ioannides & Linda Datcher Loury, 2004. "Job Information Networks, Neighborhood Effects, and Inequality," Journal of Economic Literature, American Economic Association, vol. 42(4), pages 1056-1093, December.
    25. Bingley, Paul & Corak, Miles & Westergård-Nielsen, Niels C., 2011. "The Intergenerational Transmission of Employers in Canada and Denmark," IZA Discussion Papers 5593, Institute of Labor Economics (IZA).
    26. Laband, David N & Lentz, Bernard F, 1992. "Self-Recruitment in the Legal Profession," Journal of Labor Economics, University of Chicago Press, vol. 10(2), pages 182-201, April.
    27. Maoz, Yishay D & Moav, Omer, 1999. "Intergenerational Mobility and the Process of Development," Economic Journal, Royal Economic Society, vol. 109(458), pages 677-697, October.
    28. Maurizio Franzini & Fabrizio Patriarca & Michele Raitano, 2020. "Correction to: Market competition and parental background wage premium: the role of human and relational capital," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 18(4), pages 639-639, December.
    29. David Card & John E. DiNardo, 2002. "Skill-Biased Technological Change and Rising Wage Inequality: Some Problems and Puzzles," Journal of Labor Economics, University of Chicago Press, vol. 20(4), pages 733-783, October.
    30. Murnane, Richard J & Willett, John B & Levy, Frank, 1995. "The Growing Importance of Cognitive Skills in Wage Determination," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 251-266, May.
    31. David Kunst, 2019. "Deskilling among Manufacturing Production Workers," Tinbergen Institute Discussion Papers 19-050/VI, Tinbergen Institute, revised 30 Dec 2020.
    32. 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.
    33. Bernard F. Lentz & David N. Laband, 1989. "Why So Many Children of Doctors Become Doctors: Nepotism vs. Human Capital Transfers," Journal of Human Resources, University of Wisconsin Press, vol. 24(3), pages 396-413.
    34. Ufuk Akcigit & John Grigsby & Tom Nicholas, 2017. "The Rise of American Ingenuity: Innovation and Inventors of the Golden Age," Working Papers 2017-6, Princeton University. Economics Department..
    35. Alan S. Blinder & Alan B. Krueger, 2013. "Alternative Measures of Offshorability: A Survey Approach," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 97-128.
    36. 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.
    37. Maurizio Franzini & Fabrizio Patriarca & Michele Raitano, 2020. "Market competition and parental background wage premium: the role of human and relational capital," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 18(3), pages 291-317, September.
    38. 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.
    39. Hennig, Jan-Luca, 2021. "Labor Market Polarization and Intergenerational Mobility: Theory and Evidence," VfS Annual Conference 2021 (Virtual Conference): Climate Economics 242353, Verein für Socialpolitik / German Economic Association.
    40. Raitano Michele & Vona Francesco, 2018. "From the Cradle to the Grave: The Influence of Family Background on the Career Path of Italian Men," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 80(6), pages 1062-1088, December.
    41. 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.
    42. Daniela Rohrbach-Schmidt & Michael Tiemann, 2013. "Changes in workplace tasks in Germany—evaluating skill and task measures [Wandel der Tätigkeiten am Arbeitsplatz in Deutschland – Analysen von Skill und Task-Maßen]," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 46(3), pages 215-237, September.
    43. Linda Datcher Loury, 2006. "Some Contacts Are More Equal than Others: Informal Networks, Job Tenure, and Wages," Journal of Labor Economics, University of Chicago Press, vol. 24(2), pages 299-318, April.
    44. 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.
    45. Matthew J. Lindquist & Joeri Sol & Mirjam Van Praag, 2015. "Why Do Entrepreneurial Parents Have Entrepreneurial Children?," Journal of Labor Economics, University of Chicago Press, vol. 33(2), pages 269-296.
    46. Daron Acemoglu, 2002. "Technical Change, Inequality, and the Labor Market," Journal of Economic Literature, American Economic Association, vol. 40(1), pages 7-72, March.
    47. André Hanelt & René Bohnsack & David Marz & Cláudia Antunes Marante, 2021. "A Systematic Review of the Literature on Digital Transformation: Insights and Implications for Strategy and Organizational Change," Journal of Management Studies, Wiley Blackwell, vol. 58(5), pages 1159-1197, July.
    48. Bernard F. Lentz & David N. Laband, 1990. "Entrepreneurial Success and Occupational Inheritance among Proprietors," Canadian Journal of Economics, Canadian Economics Association, vol. 23(3), pages 563-579, August.
    49. Jose V. Rodriguez Mora & John Hassler, 2000. "Intelligence, Social Mobility, and Growth," American Economic Review, American Economic Association, vol. 90(4), pages 888-908, September.
    50. Maurizio Franzini & Michele Raitano, 2009. "Persistence of inequality in Europe: the role of family economic conditions," International Review of Applied Economics, Taylor & Francis Journals, vol. 23(3), pages 345-366.
    51. David J Deming & Kadeem Noray, 2020. "Earnings Dynamics, Changing Job Skills, and STEM Careers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 1965-2005.
    52. repec:hal:spmain:info:hdl:2441/7d426vdmrr8am8khcm1fvu5adl is not listed on IDEAS
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    More about this item

    Keywords

    skill-biased technical change; wage inequality; equality of opportunity; intergenerational persistence; parental background; class ceiling;
    All these keywords.

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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