IDEAS home Printed from https://ideas.repec.org/a/eee/jeborg/v178y2020icp194-222.html
   My bibliography  Save this article

Robots, computers, and the gender wage gap

Author

Listed:
  • Ge, Suqin
  • Zhou, Yu

Abstract

We analyze the effects of two automation technologies, industrial robots and computing equipment, on the gender wage gap in US local labor markets between 1990 and 2015. We find distinct impact of robot and computer capital: an increase in robots decreases male wage more than female wage, whereas an increase in computers reduces female wage more than male wage. According to our estimates, one additional unit of robot per thousand workers reduces gender wage gap by 0.3 log points, and by contrast an increase in computer capital by one million dollars per thousand workers increases gender wage gap by 4.1 log points.

Suggested Citation

  • Ge, Suqin & Zhou, Yu, 2020. "Robots, computers, and the gender wage gap," Journal of Economic Behavior & Organization, Elsevier, vol. 178(C), pages 194-222.
  • Handle: RePEc:eee:jeborg:v:178:y:2020:i:c:p:194-222
    DOI: 10.1016/j.jebo.2020.07.014
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0167268120302365
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jebo.2020.07.014?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Gianmarco I. P. Ottaviano & Giovanni Peri & Greg C. Wright, 2021. "Immigration, Offshoring, and American Jobs," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 10, pages 291-326, World Scientific Publishing Co. Pte. Ltd..
    2. Francine D. Blau & Lawrence M. Kahn, 2006. "The U.S. Gender Pay Gap in the 1990S: Slowing Convergence," ILR Review, Cornell University, ILR School, vol. 60(1), pages 45-66, October.
    3. Robert C. Feenstra & Gordon H. Hanson, 1999. "The Impact of Outsourcing and High-Technology Capital on Wages: Estimates For the United States, 1979–1990," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 907-940.
    4. Maarten Goos & Alan Manning & Anna Salomons, 2009. "Job Polarization in Europe," American Economic Review, American Economic Association, vol. 99(2), pages 58-63, May.
    5. Lex Borghans & Bas Ter Weel & Bruce A. Weinberg, 2014. "People Skills and the Labor-Market Outcomes of Underrepresented Groups," ILR Review, Cornell University, ILR School, vol. 67(2), pages 287-334, April.
    6. Marcel P. Timmer & Mary O’Mahony & Bart van Ark, 2007. "EU KLEMS Growth and Productivity Accounts: An Overview," International Productivity Monitor, Centre for the Study of Living Standards, vol. 14, pages 71-85, Spring.
    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. Paul Beaudry & Ethan Lewis, 2014. "Do Male-Female Wage Differentials Reflect Differences in the Return to Skill? Cross-City Evidence from 1980-2000," American Economic Journal: Applied Economics, American Economic Association, vol. 6(2), pages 178-194, April.
    9. 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.
    10. Katz, Lawrence F. & Autor, David H., 1999. "Changes in the wage structure and earnings inequality," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 26, pages 1463-1555, Elsevier.
    11. Andrés Erosa & Luisa Fuster & Gueorgui Kambourov & Richard Rogerson, 2022. "Hours, Occupations, and Gender Differences in Labor Market Outcomes," American Economic Journal: Macroeconomics, American Economic Association, vol. 14(3), pages 543-590, July.
    12. Suqin Ge & Fang Yang, 2013. "Accounting For The Gender Gap In College Attainment," Economic Inquiry, Western Economic Association International, vol. 51(1), pages 478-499, January.
    13. 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.
    14. Tolbert, Charles M. & Sizer, Molly, 1996. "U.S. Commuting Zones and Labor Market Areas: A 1990 Update," Staff Reports 278812, United States Department of Agriculture, Economic Research Service.
    15. Imbens, Guido W & Angrist, Joshua D, 1994. "Identification and Estimation of Local Average Treatment Effects," Econometrica, Econometric Society, vol. 62(2), pages 467-475, March.
    16. Michelle Petersen Rendall, 2010. "Brain versus brawn: the realization of women's comparative advantage," IEW - Working Papers 491, Institute for Empirical Research in Economics - University of Zurich, revised Jun 2017.
    17. 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.
    18. Nicholas Bloom & Mirko Draca & John Van Reenen, 2016. "Trade Induced Technical Change? The Impact of Chinese Imports on Innovation, IT and Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(1), pages 87-117.
    19. 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.
    20. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    21. Kimberly Bayard & Judith Hellerstein & David Neumark & Kenneth Troske, 2003. "New Evidence on Sex Segregation and Sex Differences in Wages from Matched Employee-Employer Data," Journal of Labor Economics, University of Chicago Press, vol. 21(4), pages 887-922, October.
    22. Alan B. Krueger, 1993. "How Computers Have Changed the Wage Structure: Evidence from Microdata, 1984–1989," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(1), pages 33-60.
    23. Altonji, Joseph G. & Blank, Rebecca M., 1999. "Race and gender in the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 48, pages 3143-3259, Elsevier.
    24. John E. DiNardo & Jörn-Steffen Pischke, 1997. "The Returns to Computer Use Revisited: Have Pencils Changed the Wage Structure Too?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 291-303.
    25. Claudia Goldin & Lawrence F. Katz & Ilyana Kuziemko, 2006. "The Homecoming of American College Women: The Reversal of the College Gender Gap," Journal of Economic Perspectives, American Economic Association, vol. 20(4), pages 133-156, Fall.
    26. Justin R. Pierce & Peter K. Schott, 2016. "The Surprisingly Swift Decline of US Manufacturing Employment," American Economic Review, American Economic Association, vol. 106(7), pages 1632-1662, July.
    27. Francine D. Blau & Lawrence M. Kahn, 2003. "Understanding International Differences in the Gender Pay Gap," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 106-144, January.
    28. repec:eee:labchp:v:3:y:1999:i:pc:p:3143-3259 is not listed on IDEAS
    29. 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.
    30. Claudia Goldin, 2014. "A Grand Gender Convergence: Its Last Chapter," American Economic Review, American Economic Association, vol. 104(4), pages 1091-1119, April.
    31. Shintaro Yamaguchi, 2018. "Changes in Returns to Task-Specific Skills and Gender Wage Gap," Journal of Human Resources, University of Wisconsin Press, vol. 53(1), pages 32-70.
    32. Blau, Francine D & Kahn, Lawrence M, 1992. "The Gender Earnings Gap: Learning from International Comparisons," American Economic Review, American Economic Association, vol. 82(2), pages 533-538, May.
    33. 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.
    34. Mark M. Pitt & Mark R. Rosenzweig & Mohammad Nazmul Hassan, 2012. "Human Capital Investment and the Gender Division of Labor in a Brawn-Based Economy," American Economic Review, American Economic Association, vol. 102(7), pages 3531-3560, December.
    35. Per Krusell & Lee E. Ohanian & JosÈ-Victor RÌos-Rull & Giovanni L. Violante, 2000. "Capital-Skill Complementarity and Inequality: A Macroeconomic Analysis," Econometrica, Econometric Society, vol. 68(5), pages 1029-1054, September.
    36. Uri Gneezy & Muriel Niederle & Aldo Rustichini, 2003. "Performance in Competitive Environments: Gender Differences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 1049-1074.
    37. 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.
    38. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1169-1213.
    39. repec:pri:indrel:dsp01gb19f581g is not listed on IDEAS
    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. Bianca Rochelle Parry & Errolyn Gordon, 2021. "The shadow pandemic: Inequitable gendered impacts of COVID‐19 in South Africa," Gender, Work and Organization, Wiley Blackwell, vol. 28(2), pages 795-806, March.
    2. Hirschman, Daniel, 2021. ""Controlling for what?" Folk economics, legal consciousness and the gender wage gap in the United States," SocArXiv j8pra, Center for Open Science.
    3. Nii-Aponsah, Hubert, 2022. "Automation exposure and implications in advanced and developing countries across gender, age, and skills," MERIT Working Papers 2022-021, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    4. Zuazu-Bermejo, Izaskun, 2022. "Robots and women in manufacturing employment," ifso working paper series 19, University of Duisburg-Essen, Institute for Socioeconomics (ifso).
    5. Xinxin Ma, 2022. "Internet use and gender wage gap: evidence from China," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 56(1), pages 1-17, December.
    6. Dario Guarascio & Alessandro Piccirillo & Jelena Reljic, 2024. "Will robot replace workers? Assessing the impact of robots on employment and wages with meta-analysis," LEM Papers Series 2024/03, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    7. Aksoy, Cevat Giray & Özcan, Berkay & Philipp, Julia, 2021. "Robots and the gender pay gap in Europe," European Economic Review, Elsevier, vol. 134(C).
    8. Ria Ivandic & Anne Sophie Lassen, 2023. "Gender gaps from labor market shocks," CEP Discussion Papers dp1944, Centre for Economic Performance, LSE.
    9. Claudio Costanzo, 2022. "Robots, Jobs, and Optimal Fertility Timing," Working Papers ECARES 2022-36, ULB -- Universite Libre de Bruxelles.
    10. Venturini, Francesco, 2022. "Intelligent technologies and productivity spillovers: Evidence from the Fourth Industrial Revolution," Journal of Economic Behavior & Organization, Elsevier, vol. 194(C), pages 220-243.
    11. Xinxin Ma, 2023. "Trade union and gender wage gap: Evidence from China," Economics Bulletin, AccessEcon, vol. 43(2), pages 1098-1110.
    12. Javed, Mohsin, 2023. "Robots, Natives and Immigrants in US local labor markets," Labour Economics, Elsevier, vol. 85(C).
    13. Benjamin Lerch, 2021. "From Blue to Steel-Collar Jobs: The Decline in Employment Gaps?," IdEP Economic Papers 2102, USI Università della Svizzera italiana.
    14. Nieto, Adrián, 2021. "Native-immigrant differences in the effect of children on the gender pay gap," Journal of Economic Behavior & Organization, Elsevier, vol. 183(C), pages 654-680.
    15. Andrea Dominguez & Rocío Diez, 2022. "Gender Barriers in Academia: Perceptions of Inequality in Professional Development among Female Academics in the Faculty of Education, University of Alicante, Spain," Societies, MDPI, vol. 12(6), pages 1-12, November.
    16. Abeliansky, Ana Lucia & Prettner, Klaus, 2023. "Automation and population growth: Theory and cross-country evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 208(C), pages 345-358.
    17. Gressel, Christie M. & Rashed, Tarek & Maciuika, Laura Aswati & Sheshadri, Srividya & Coley, Christopher & Kongeseri, Sreeram & Bhavani, Rao R, 2020. "Vulnerability mapping: A conceptual framework towards a context-based approach to women’s empowerment," World Development Perspectives, Elsevier, vol. 20(C).
    18. Jurkat, Anne & Klump, Rainer & Schneider, Florian, 2023. "Robots and Wages: A Meta-Analysis," EconStor Preprints 274156, ZBW - Leibniz Information Centre for Economics.
    19. Ivandic, Ria & Lassen, Anne Sophie, 2023. "Gender gaps from labor market shocks," LSE Research Online Documents on Economics 121285, London School of Economics and Political Science, LSE Library.
    20. Domini, Giacomo & Grazzi, Marco & Moschella, Daniele & Treibich, Tania, 2022. "For whom the bell tolls: The firm-level effects of automation on wage and gender inequality," Research Policy, Elsevier, vol. 51(7).
    21. Ivandić, Ria & Lassen, Anne Sophie, 2023. "Gender gaps from labor market shocks," LSE Research Online Documents on Economics 119948, London School of Economics and Political Science, LSE Library.
    22. Harris-Fry, Helen & Lamson, Lauren & Roett, Katelyn & Katz, Elizabeth, 2022. "Reducing gender bias in household consumption data: Implications for food fortification policy," Food Policy, Elsevier, vol. 110(C).
    23. Ivandić, Ria & Lassen, Anne Sophie, 2023. "Gender gaps from labor market shocks," Labour Economics, Elsevier, vol. 83(C).
    24. Wang, Ruiyu & Shi, Jinchuan & Ye, Bing, 2022. "Can robots reshape gender role attitudes?," China Economic Review, Elsevier, vol. 75(C).
    25. MA, Xinxin & CHENG, Jie, 2023. "The Impact of Trade Unions on the Gender Wage Gap : Evidence from China," Discussion Paper Series 752, Institute of Economic Research, Hitotsubashi University.

    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. Benjamin Lerch, 2021. "From Blue to Steel-Collar Jobs: The Decline in Employment Gaps?," IdEP Economic Papers 2102, USI Università della Svizzera italiana.
    2. Ariell Reshef, 2013. "Is Technological Change Biased Towards the Unskilled in Services? An Empirical Investigation," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(2), pages 312-331, April.
    3. 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.
    4. Davide Consoli & Francesco Vona & Francesco Rentocchini, 2016. "That was then, this is now: skills and routinization in the 2000s," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 25(5), pages 847-866.
    5. Fabian Eckert & Sharat Ganapati & Conor Walsh, 2020. "Urban-Biased Growth: A Macroeconomic Analysis," CESifo Working Paper Series 8705, CESifo.
    6. repec:hal:spmain:info:hdl:2441/2ajduu0gqt9ho8h2tavbin6ops is not listed on IDEAS
    7. Bhalotra, Sonia & Fernandez Sierra, Manuel, 2018. "The distribution of the gender wage gap," ISER Working Paper Series 2018-10, Institute for Social and Economic Research.
    8. Grace Lordan & Jörn‐Steffen Pischke, 2022. "Does Rosie Like Riveting? Male and Female Occupational Choices," Economica, London School of Economics and Political Science, vol. 89(353), pages 110-130, January.
    9. Ljubica Nedelkoska & Shreyas Gadgin Matha & James McNerney & Andre Assumpcao & Dario Diodato & Frank Neffke, 2021. "Eight Decades of Changes in Occupational Tasks, Computerization and the Gender Pay Gap," CID Working Papers 151a, Center for International Development at Harvard University.
    10. repec:spo:wpmain:info:hdl:2441/2ajduu0gqt9ho8h2tavbin6ops is not listed on IDEAS
    11. Ipsita Roy & Davide Consoli, 2018. "Employment Polarization in Germany: Role of Technology, Trade and Human Capital," The Indian Journal of Labour Economics, Springer;The Indian Society of Labour Economics (ISLE), vol. 61(2), pages 251-279, June.
    12. Chuan, A. & Zhang, W., 2021. "Non-College Occupations, Workplace Routinization, and the Gender Gap in College Enrollment," Cambridge Working Papers in Economics 2177, Faculty of Economics, University of Cambridge.
    13. Einiö, Elias, 2015. "The Loss of Production Work: Identification of Demand Shifts Based on Local Soviet Trade Shocks," Working Papers 61, VATT Institute for Economic Research.
    14. David Hémous & Morten Olsen, 2022. "The Rise of the Machines: Automation, Horizontal Innovation, and Income Inequality," American Economic Journal: Macroeconomics, American Economic Association, vol. 14(1), pages 179-223, January.
    15. Carlos Medina & Christian Posso, 2010. "Technical Change and Polarization of the Labor Market: Evidence for Brazil, Colombia and Mexico," Borradores de Economia 614, Banco de la Republica de Colombia.
    16. Vahagn Jerbashian, 2019. "Automation and Job Polarization: On the Decline of Middling Occupations in Europe," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 81(5), pages 1095-1116, October.
    17. Lex Borghans & Bas ter Weel, 2008. "Understanding the Technology of Computer Technology Diffusion: Explaining Computer Adoption Patterns and Implications for the Wage Structure," Journal of Income Distribution, Ad libros publications inc., vol. 17(3-4), pages 37-70, September.
    18. 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.
    19. Claudia Olivetti & Barbara Petrongolo, 2011. "Gender Gaps Across Countries and Skills: Supply, Demand and the Industry Structure," CEP Discussion Papers dp1093, Centre for Economic Performance, LSE.
    20. Irene Brambilla, 2018. "Digital Technology Adoption and Jobs: A Model of Firm Heterogeneity," Department of Economics, Working Papers 117, Departamento de Economía, Facultad de Ciencias Económicas, Universidad Nacional de La Plata.
    21. Nico Voigtlaender, 2009. "Many Sectors Meet More Skills: Intersectoral Linkages and the Skill Bias of Technology," 2009 Meeting Papers 1136, Society for Economic Dynamics.
    22. Harrigan, James & Reshef, Ariell & Toubal, Farid, 2021. "The March of the Techies: Job Polarization Within and Between Firms," Research Policy, Elsevier, vol. 50(7).

    More about this item

    Keywords

    Robots; Computers; Gender wage gap; Automation; Wages;
    All these keywords.

    JEL classification:

    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • 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
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

    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:eee:jeborg:v:178:y:2020:i:c:p:194-222. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jebo .

    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.