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Effects of automation on the gender pay gap: the case of Estonia

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  • Ilona Pavlenkova
  • Luca Alfieri
  • Jaan Masso
Abstract
This paper investigates how investments in automation affect the gender pay gap. The evidence of the effects of automation on the labor market is growing; however, little is known about the implications of automation for the gender pay gap. The data used in this paper are from a matched employer–employee dataset incorporating detailed information on firms, their imports, and employee–level data for Estonian manufacturing and service employers for the period of 2006–2018. Through the use of the imports of automation goods as a proxy for the introduction of automation at the firm level, this paper estimates the effect of automation using simple Mincerian wage equations. The causality of the effect is further validated using propensity score matching (PSM). We find that introducing automation enlarges the gender pay gap, and PSM confirms that this also has a higher causal effect on the wages of male employees than female employees. The results imply that a higher representation of women in higher-paid positions does not guarantee a reduction in the gender pay gap in the presence of automation, and appropriate measures in education and retraining are needed to tackle the effect of automation on gender inequality.

Suggested Citation

  • Ilona Pavlenkova & Luca Alfieri & Jaan Masso, 2024. "Effects of automation on the gender pay gap: the case of Estonia," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 33(3), pages 584-608.
    • Handle: RePEc:oup:indcch:v:33:y:2024:i:3:p:584-608.
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    1. 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.
    2. James Bessen, 2018. "Artificial Intelligence and Jobs: The Role of Demand," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 291-307, National Bureau of Economic Research, Inc.
    3. L. Rachel Ngai & Barbara Petrongolo, 2017. "Gender Gaps and the Rise of the Service Economy," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(4), pages 1-44, October.
    4. Lankisch, Clemens & Prettner, Klaus & Prskawetz, Alexia, 2017. "Robots and the skill premium: An automation-based explanation of wage inequality," ECON WPS - Working Papers in Economic Theory and Policy 06/2017, TU Wien, Institute of Statistics and Mathematical Methods in Economics, Economics Research Unit.
    5. 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.
    6. Daron Acemoglu & David Autor, 2012. "What Does Human Capital Do? A Review of Goldin and Katz's The Race between Education and Technology," Journal of Economic Literature, American Economic Association, vol. 50(2), pages 426-463, June.
    7. Georg Graetz & Guy Michaels, 2018. "Robots at Work," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 753-768, December.
    8. Sotiris Blanas & Gino Gancia & Sang Yoon (Tim) Lee, 2019. "Who is afraid of machines?," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(100), pages 627-690.
    9. Jaan Masso & Priit Vahter, 2019. "Knowledge Transfer from Multinationals through Labour Mobility: Are There Effects on Productivity, Product Sophistication and Exporting?," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(12), pages 2774-2795, September.
    10. Priit Vahter & Jaan Masso, 2019. "The contribution of multinationals to wage inequality: foreign ownership and the gender pay gap," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 155(1), pages 105-148, February.
    11. Francine D. Blau & Lawrence M. Kahn, 2017. "The Gender Wage Gap: Extent, Trends, and Explanations," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 789-865, September.
    12. Thomas Piketty & Emmanuel Saez, 2003. "Income Inequality in the United States, 1913–1998," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 1-41.
    13. Daron Acemoglu & Pascual Restrepo, 2022. "Demographics and Automation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 1-44.
    14. Jaanika Meriküll & Maryna Tverdostup, 2020. "The Gap That Survived The Transition: The Gender Wage Gap Over Three Decades In Estonia," University of Tartu - Faculty of Economics and Business Administration Working Paper Series 127, Faculty of Economics and Business Administration, University of Tartu (Estonia).
    15. Maryna Tverdostup & Tiiu Paas, 2017. "Gender-specific human capital: identification and quantifying its wage effects," International Journal of Manpower, Emerald Group Publishing Limited, vol. 38(6), pages 854-874, September.
    16. Jaan Masso & Priit Vahter, 2023. "Innovation as a firm-level factor of the gender wage gap," International Journal of Manpower, Emerald Group Publishing Limited, vol. 45(3), pages 449-465, August.
    17. Francine D. Blau & Lawrence M. Kahn, 2000. "Gender Differences in Pay," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 75-99, Fall.
    18. Anelli, Massimo & Giuntella, Osea & Stella, Luca, 2019. "Robots, Labor Markets, and Family Behavior," IZA Discussion Papers 12820, Institute of Labor Economics (IZA).
    19. Claudia Goldin, 2014. "A Grand Gender Convergence: Its Last Chapter," American Economic Review, American Economic Association, vol. 104(4), pages 1091-1119, April.
    20. Jaan Masso & Kärt Rõigas & Priit Vahter, 2015. "Foreign market experience, learning by hiring and firm export performance," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 151(4), pages 659-686, November.
    21. Daron Acemoglu & Pascual Restrepo, 2018. "Demographics and Automation," Boston University - Department of Economics - Working Papers Series dp-299, Boston University - Department of Economics.
    22. Frey, Carl Benedikt & Osborne, Michael A., 2017. "The future of employment: How susceptible are jobs to computerisation?," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 254-280.
    23. Bruce A. Weinberg, 2000. "Computer Use and the Demand for Female Workers," ILR Review, Cornell University, ILR School, vol. 53(2), pages 290-308, January.
    24. Alessandra Bonfiglioli & Rosario Crinò & Harald Fadinger & Gino Gancia, 2020. "Robot Imports and Firm-Level Outcomes," CRC TR 224 Discussion Paper Series crctr224_2020_243, University of Bonn and University of Mannheim, Germany.
    25. Seth G. Benzell & Laurence J. Kotlikoff & Guillermo LaGarda & Jeffrey D. Sachs, 2015. "Robots Are Us: Some Economics of Human Replacement," NBER Working Papers 20941, National Bureau of Economic Research, Inc.
    26. Wiljan van den Berge, 2019. "Automatic Reaction – What Happens to Workers at Firms that Automate?," CPB Discussion Paper 390.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    27. Kerly Krillo & Jaan Masso, 2010. "The Part-Time/Full-Time Wage Gap in Central and Eastern Europe: the Case of Estonia," Research in Economics and Business: Central and Eastern Europe, Tallinn School of Economics and Business Administration, Tallinn University of Technology, vol. 2(1).
    28. 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.
    29. 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.
    30. Wiljan van den Berge, 2019. "Automatic Reaction – What Happens to Workers at Firms that Automate?," CPB Discussion Paper 390, CPB Netherlands Bureau for Economic Policy Analysis.
    31. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    32. Masso, Jaan & Meriküll, Jaanika & Vahter, Priit, 2022. "The role of firms in the gender wage gap," Journal of Comparative Economics, Elsevier, vol. 50(2), pages 454-473.
    33. Sten Anspal, 2015. "Gender wage gap in Estonia: a non-parametric decomposition," Baltic Journal of Economics, Baltic International Centre for Economic Policy Studies, vol. 15(1), pages 1-16.
    34. Grigoli, Francesco & Koczan, Zsoka & Topalova, Petia, 2020. "Automation and labor force participation in advanced economies: Macro and micro evidence," European Economic Review, Elsevier, vol. 126(C).
    35. Mariya Brussevich & Era Dabla-Norris & Christine Kamunge & Pooja Karnane & Salma Khalid & Kalpana Kochhar, 2018. "Gender, Technology, and the Future of Work," IMF Staff Discussion Notes 18/07, International Monetary Fund.
    36. Seth G. Benzell & Laurence J. Kotlikoff & Guillermo LaGarda & Jeffrey D. Sachs, 2015. "Robots Are Us: Some Economics of Human Replacement," NBER Working Papers 20941, National Bureau of Economic Research, Inc.
    37. Mariya Brussevich & Ms. Era Dabla-Norris & Christine Kamunge & Pooja Karnane & Salma Khalid & Ms. Kalpana Kochhar, 2018. "Gender, Technology, and the Future of Work," IMF Staff Discussion Notes 2018/007, International Monetary Fund.
    38. Aksoy, Cevat Giray & Özcan, Berkay & Philipp, Julia, 2021. "Robots and the gender pay gap in Europe," European Economic Review, Elsevier, vol. 134(C).
    39. Tarmo Kalvet, 2004. "The Estonian ICT Manufacturing and Software Industry: Current State and Future Outlook," Development and Comp Systems 0406006, University Library of Munich, Germany.
    40. Flavio Calvino & Chiara Criscuolo & Luca Marcolin & Mariagrazia Squicciarini, 2018. "A taxonomy of digital intensive sectors," OECD Science, Technology and Industry Working Papers 2018/14, OECD Publishing.
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