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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-intensive goods affects the gender pay gap. The evidence on the effects of automation on the labour market is growing; however, little is known about the implications of automation for the gender pay gap. The data used in the paper are from a matched employer-employee dataset incorporating detailed information on firms, their imports, and employee-level data for Estonian manufacturing and services employers for 2006–2018. We define automation using the imports of intermediates embedding automation technologies. The effect of automation is estimated using simple Mincerian wage equations and the causality of the effect is validated using propensity score matching. We find that introducing automation enlarges the gender pay gap. The negative effect of importing automation-intensive goods for female employees is about two to four percentage points larger than for male employees. The propensity score matching confirms that the introduction of automation has a higher causal effect on the wages of male employees than female employees.

Suggested Citation

  • Ilona Pavlenkova & Luca Alfieri & Jaan Masso, 2021. "Effects Of Automation On The Gender Pay Gap: The Case Of Estonia," University of Tartu - Faculty of Economics and Business Administration Working Paper Series 131, Faculty of Economics and Business Administration, University of Tartu (Estonia).
  • Handle: RePEc:mtk:febawb:131
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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. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. Georg Graetz & Guy Michaels, 2018. "Robots at Work," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 753-768, December.
    9. 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).
    10. 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.
    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. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    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. 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.
    22. 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.
    23. 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.
    24. Aksoy, Cevat Giray & Özcan, Berkay & Philipp, Julia, 2021. "Robots and the gender pay gap in Europe," European Economic Review, Elsevier, vol. 134(C).
    25. 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.
    26. 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.
    27. Daron Acemoglu & Pascual Restrepo, 2022. "Demographics and Automation [Automation and Demographic Change]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 1-44.
    28. 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.
    29. 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.
    30. 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.
    31. 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.
    32. Jaan Masso & Priit Vahter, 2020. "Innovation As A Firm-Level Factor Of The Gender Wage Gap," University of Tartu - Faculty of Economics and Business Administration Working Paper Series 128, Faculty of Economics and Business Administration, University of Tartu (Estonia).
    33. Anelli, Massimo & Giuntella, Osea & Stella, Luca, 2019. "Robots, Labor Markets, and Family Behavior," IZA Discussion Papers 12820, Institute of Labor Economics (IZA).
    34. Claudia Goldin, 2014. "A Grand Gender Convergence: Its Last Chapter," American Economic Review, American Economic Association, vol. 104(4), pages 1091-1119, April.
    35. Daron Acemoglu & Pascual Restrepo, 2018. "Demographics and Automation," Boston University - Department of Economics - Working Papers Series dp-299, Boston University - Department of Economics.
    36. 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.
    37. 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).
    38. 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.
    39. 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.
    40. 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).
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    Keywords

    Automation; Technological change; Robotization; Gender pay gap;
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