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Robot Penetration and Task Changes

Author

Listed:
  • ARAI Kosuke
  • FUJIWARA Ippei
  • SHIROTA Toyoichiro

Abstract

This paper gauges the impacts of robots on task changes, in particular, identifying which tasks increased or decreased as robot penetration was promoted in Japan between 1980 and 2018 by using three unique datasets: the "Production and Shipments of Manipulators and Robots" produced by the Japan Robot Association; the administrative data of the "Basic Survey on Wage Structure" produced by the Ministry of Health, Labour and Welfare; and numerical indicators of occupational characteristics in the Japanese version of O-net by the Japan Institute of Labour Policy and Training. We first construct an index in which tasks have increased or decreased for each industry by using the Japanese version of five-category task scores a la Acemoglu and Autor (2011), computed from numerical indicators of occupational characteristics and the Basic Survey on Wage Structure. Then, we clarify how this index has been affected by robot stocks by industry, which is calculated from the Production and Shipments of Manipulators and Robots. The estimation result shows that as robot penetration increases, routine-manual tasks decrease while cognitive tasks relatively increase. A rise in robot penetration leads to a relative increase in employment in occupations requiring more different tasks to the occupations where tasks were lost, indicating that the process of robotization in Japan has caused the displacement effect .

Suggested Citation

  • ARAI Kosuke & FUJIWARA Ippei & SHIROTA Toyoichiro, 2021. "Robot Penetration and Task Changes," Discussion papers 21093, Research Institute of Economy, Trade and Industry (RIETI).
  • Handle: RePEc:eti:dpaper:21093
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    References listed on IDEAS

    as
    1. Joseph Zeira, 1998. "Workers, Machines, and Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1091-1117.
    2. Felbermayr, Gabriel & Prat, Julien & Schmerer, Hans-Jörg, 2011. "Trade and unemployment: What do the data say?," European Economic Review, Elsevier, vol. 55(6), pages 741-758, August.
    3. Diego Comin & Danial Lashkari & Martí Mestieri, 2021. "Structural Change With Long‐Run Income and Price Effects," Econometrica, Econometric Society, vol. 89(1), pages 311-374, January.
    4. Georg Graetz & Guy Michaels, 2018. "Robots at Work," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 753-768, December.
    5. Melanie Arntz & Terry Gregory & Ulrich Zierahn, 2016. "The Risk of Automation for Jobs in OECD Countries: A Comparative Analysis," OECD Social, Employment and Migration Working Papers 189, OECD Publishing.
    6. Daron Acemoglu & Claire Lelarge & Pascual Restrepo, 2020. "Competing with Robots: Firm-Level Evidence from France," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 383-388, May.
    7. 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.
    8. repec:hal:spmain:info:hdl:2441/170cd4sul89ddpnfuomvfm0jc0 is not listed on IDEAS
    9. Ippei Fujiwara & Feng Zhu, 2020. "Robots and labour: implications for inflation dynamics," BIS Papers chapters, in: Bank for International Settlements (ed.), Inflation dynamics in Asia and the Pacific, volume 111, pages 41-49, Bank for International Settlements.
    10. Philippe Aghion & Céline Antonin & Simon Bunel & Xavier Jaravel, 2020. "What Are the Labor and Product Market Effects of Automation? New Evidence from France," SciencePo Working papers Main hal-03403062, HAL.
    11. 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.
    12. de Vries, Gaaitzen J. & Gentile, Elisabetta & Miroudot, Sébastien & Wacker, Konstantin M., 2020. "The rise of robots and the fall of routine jobs," Labour Economics, Elsevier, vol. 66(C).
    13. FUJIWARA Ippei & KIMOTO Ryo & SHIRATSUKA Shigenori & SHIROTA Toyoichiro, 2021. "Measuring Robot Quality: Has Quality Improvement Slowed Down?," Discussion papers 21054, Research Institute of Economy, Trade and Industry (RIETI).
    14. Benjamin Moll & Lukasz Rachel & Pascual Restrepo, 2022. "Uneven Growth: Automation's Impact on Income and Wealth Inequality," Econometrica, Econometric Society, vol. 90(6), pages 2645-2683, November.
    15. ADACHI Daisuke & KAWAGUCHI Daiji & SAITO Yukiko, 2020. "Robots and Employment: Evidence from Japan, 1978-2017," Discussion papers 20051, Research Institute of Economy, Trade and Industry (RIETI).
    16. 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.
    17. 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.
    18. 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.
    19. Joao Guerreiro & Sergio Rebelo & Pedro Teles, 2022. "Should Robots Be Taxed? [Skills, Tasks and Technologies: Implications for Employment and Earnings]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 279-311.
    20. 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.
    21. Pauline Charnoz & Michael Orand, 2017. "Technical change and automation of routine tasks: Evidence from local labour markets in France, 1999‑2011," Economie et Statistique / Economics and Statistics, Institut National de la Statistique et des Etudes Economiques (INSEE), issue 497-498, pages 103-122.
    22. repec:prs:ecstat:estat_0336-1454_2017_num_497_1_10801 is not listed on IDEAS
    23. Sato, Ryuzo, 1975. "The Most General Class of CES Functions," Econometrica, Econometric Society, vol. 43(5-6), pages 999-1003, Sept.-Nov.
    24. Francesco Caselli & Alan Manning, 2019. "Robot Arithmetic: New Technology and Wages," American Economic Review: Insights, American Economic Association, vol. 1(1), pages 1-12, June.
    25. Arnaud Costinot & Iván Werning, 2023. "Robots, Trade, and Luddism: A Sufficient Statistic Approach to Optimal Technology Regulation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(5), pages 2261-2291.
    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. 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.
    28. 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.
    29. Hanoch, Giora, 1975. "Production and Demand Models with Direct or Indirect Implicit Additivity," Econometrica, Econometric Society, vol. 43(3), pages 395-419, May.
    30. 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.
    31. Timothy J. Bartik, "undated". "The Effects of Metropolitan Job Growth on the Size Distribution of Family Income," Upjohn Working Papers tjb1994jrs, W.E. Upjohn Institute for Employment Research.
    32. 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.
    33. Carlos Cantú & Barbara Ulloa, 2020. "Inflation dynamics in Asia and the Pacific," BIS Papers, Bank for International Settlements, number 111.
    34. Paul Goldsmith-Pinkham & Isaac Sorkin & Henry Swift, 2020. "Bartik Instruments: What, When, Why, and How," American Economic Review, American Economic Association, vol. 110(8), pages 2586-2624, August.
    35. Dekle, Robert, 2020. "Robots and industrial labor: Evidence from Japan," Journal of the Japanese and International Economies, Elsevier, vol. 58(C).
    36. Jaimovich, Nir & Saporta-Eksten, Itay & Siu, Henry & Yedid-Levi, Yaniv, 2021. "The macroeconomics of automation: Data, theory, and policy analysis," Journal of Monetary Economics, Elsevier, vol. 122(C), pages 1-16.
    37. repec:hal:spmain:info:hdl:2441/3n1gbsj6rs80ipqv9d42nfd0ge is not listed on IDEAS
    38. Zeira, Joseph & Nakamura, Hideki, 2018. "Automation and Unemployment: Help is on the Way," CEPR Discussion Papers 12974, C.E.P.R. Discussion Papers.
    39. Jeffrey D. Sachs & Seth G. Benzell & Guillermo LaGarda, 2015. "Robots: Curse or Blessing? A Basic Framework," NBER Working Papers 21091, National Bureau of Economic Research, Inc.
    40. ADACHI Daisuke & FUKAI Taiyo & KAWAGUCHI Daiji & SAITO Yukiko, 2020. "Commuting Zones in Japan," Discussion papers 20021, Research Institute of Economy, Trade and Industry (RIETI).
    41. Abe, Yukiko, 2011. "The Equal Employment Opportunity Law and labor force behavior of women in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 25(1), pages 39-55, March.
    Full references (including those not matched with items on IDEAS)

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