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The exposure to routinization: Labor market implications for developed and developing economies

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  • Das, Mitali
  • Hilgenstock, Benjamin

Abstract

Polarization is the structural phenomenon observed over the last three decades where wages and employment of high- and low-skill labor rise relative to middle-skilled labor. Evidence that the automation of routine tasks has contributed to polarization has been documented for many developed economies, but little is known about its incidence in developing economies. We propose a measure of the exposure to routinization—that is, the risk of displacing labor by automation—and assemble several facts that link these exposures with the prospects of polarization. Drawing on exposures for 85 countries since 1990, we establish that: (1) developing economies are significantly less exposed to routinization than their developed counterparts; (2) the initial exposure to routinization is a strong predictor of the long-run exposure; and (3) among countries with high initial exposures to routinization, polarization dynamics have been strong causing subsequent exposures to decline; while among those with low initial exposure, structural transformation has prevailed resulting in raising exposures. Although we find little evidence of polarization in developing countries thus far, as their exposure to routinization rises, the risks of future labor market polarization will escalate with potentially significant consequences for productivity, growth, and distribution.

Suggested Citation

  • Das, Mitali & Hilgenstock, Benjamin, 2022. "The exposure to routinization: Labor market implications for developed and developing economies," Structural Change and Economic Dynamics, Elsevier, vol. 60(C), pages 99-113.
  • Handle: RePEc:eee:streco:v:60:y:2022:i:c:p:99-113
    DOI: 10.1016/j.strueco.2021.10.013
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    1. Robert Koopman & Zhi Wang & Shang-Jin Wei, 2014. "Tracing Value-Added and Double Counting in Gross Exports," American Economic Review, American Economic Association, vol. 104(2), pages 459-494, February.
    2. 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.
    3. 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.
    4. Maya Eden & Paul Gaggl, 2018. "On the Welfare Implications of Automation," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 29, pages 15-43, July.
    5. Francesco Grigoli & Zsoka Koczan & Petia Topalova, 2021. "A cohort-based analysis of labor force participation for advanced economies," Oxford Economic Papers, Oxford University Press, vol. 73(2), pages 623-643.
    6. Toshie Ikenaga & Ryo Kambayashi, 2016. "Task Polarization in the Japanese Labor Market: Evidence of a Long-Term Trend," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 55(2), pages 267-293, April.
    7. Zsófia L. Bárány & Christian Siegel, 2018. "Job Polarization and Structural Change," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(1), pages 57-89, January.
    8. Nordhaus, William D., 2007. "Two Centuries of Productivity Growth in Computing," The Journal of Economic History, Cambridge University Press, vol. 67(1), pages 128-159, March.
    9. Foster, Andrew D & Rosenzweig, Mark R, 1995. "Learning by Doing and Learning from Others: Human Capital and Technical Change in Agriculture," Journal of Political Economy, University of Chicago Press, vol. 103(6), pages 1176-1209, December.
    10. Mai Chi Dao & Mitali Das & Zsoka Koczan, 2019. "Why is labour receiving a smaller share of global income?," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(100), pages 723-759.
    11. 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.
    12. Karl Whelan, 2000. "Balanced growth revisited : a two-sector model of economic growth," Open Access publications 10197/247, School of Economics, University College Dublin.
    13. 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.
    14. Berg, Andrew & Buffie, Edward F. & Zanna, Luis-Felipe, 2018. "Should we fear the robot revolution? (The correct answer is yes)," Journal of Monetary Economics, Elsevier, vol. 97(C), pages 117-148.
    15. 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.
    16. Robert C. Feenstra, 2007. "Globalization and Its Impact on Labour," wiiw Working Papers 44, The Vienna Institute for International Economic Studies, wiiw.
    17. repec:hal:spmain:info:hdl:2441/4t83lre9hm91sq006n4940n19s is not listed on IDEAS
    18. Diego Comin & Martí Mestieri, 2018. "If Technology Has Arrived Everywhere, Why Has Income Diverged?," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(3), pages 137-178, July.
    19. Herrendorf, Berthold & Rogerson, Richard & Valentinyi, Ákos, 2014. "Growth and Structural Transformation," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 6, pages 855-941, Elsevier.
    20. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2006. "The Polarization of the U.S. Labor Market," American Economic Review, American Economic Association, vol. 96(2), pages 189-194, May.
    21. Chang-Tai Hsieh & Peter J. Klenow, 2007. "Relative Prices and Relative Prosperity," American Economic Review, American Economic Association, vol. 97(3), pages 562-585, June.
    22. 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.
    23. Dani Rodrik, 2016. "Premature deindustrialization," Journal of Economic Growth, Springer, vol. 21(1), pages 1-33, March.
    24. Mary Hallward-Driemeier & Gaurav Nayyar, 2017. "Trouble in the Making?," World Bank Publications - Books, The World Bank Group, number 27946, April.
    25. 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.
    26. 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.
    27. Pinelopi Koujianou Goldberg & Nina Pavcnik, 2007. "Distributional Effects of Globalization in Developing Countries," Journal of Economic Literature, American Economic Association, vol. 45(1), pages 39-82, March.
    28. 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).
    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. repec:spo:wpmain:info:hdl:2441/4t83lre9hm91sq006n4940n19s is not listed on IDEAS
    31. 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.
    32. Maloney,William F. & Molina,Carlos A., 2016. "Are automation and trade polarizing developing country labor markets, too ?," Policy Research Working Paper Series 7922, The World Bank.
    33. Levy, Frank & Murnane, Richard J, 1996. "With What Skills Are Computers a Complement?," American Economic Review, American Economic Association, vol. 86(2), pages 258-262, May.
    34. Federico S. Mandelman & Alan Finkelstein Shapiro, 2019. "Digital Adoption, Automation, and Labor Markets in Developing and Emerging Economies," FRB Atlanta Working Paper 2019-22, Federal Reserve Bank of Atlanta.
    35. Mai Dao & Ms. Mitali Das & Zsoka Koczan & Weicheng Lian, 2017. "Why Is Labor Receiving a Smaller Share of Global Income? Theory and Empirical Evidence," IMF Working Papers 2017/169, International Monetary Fund.
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    JEL classification:

    • E0 - Macroeconomics and Monetary Economics - - General
    • F16 - International Economics - - Trade - - - Trade and Labor Market Interactions
    • J0 - Labor and Demographic Economics - - General
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • 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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