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Automated machines and the labor wage gap

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  • Jiang, Hong
  • Wang, Xue
  • Liu, Chongguang

Abstract

This paper analyzes how the increase in the proportion of automated machines to general capital inputs affects the wage gap of the labor force complementary to the two types of capital, the general equilibrium model and constant elasticity of substitution production function are introduced and the impact mechanism is explored using a task-based model. Data for listed Chinese manufacturing companies from 2012 to 2020 is used and a double fixed effects model is invoked for empirical testing. The findings show that (1) a rise in the proportion of automated machines to general capital inputs increases the wage gap of labor complementary to automated machine capital and general capital, and a rise in the proportion of demand for both types of labor complementary to automated machines and general capital is an influential mechanism; (2) the productivity-enhancing effect suppresses the widening of the wage gap between the two types of labor; and (3) the results of heterogeneity analysis show that an increase in automated machine inputs among non-state-owned manufacturing firms and technology-intensive firms widens the labor wage gap. This paper makes a contribution to both theoretical and empirical analysis and provides references for the alleviation of the labor wage gap.

Suggested Citation

  • Jiang, Hong & Wang, Xue & Liu, Chongguang, 2024. "Automated machines and the labor wage gap," Technological Forecasting and Social Change, Elsevier, vol. 206(C).
  • Handle: RePEc:eee:tefoso:v:206:y:2024:i:c:s0040162524003019
    DOI: 10.1016/j.techfore.2024.123505
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    as
    1. Thomas Piketty & Li Yang & Gabriel Zucman, 2019. "Capital Accumulation, Private Property, and Rising Inequality in China, 1978–2015," American Economic Review, American Economic Association, vol. 109(7), pages 2469-2496, July.
    2. Findlay, Ronald & Kierzkowski, Henryk, 1983. "International Trade and Human Capital: A Simple General Equilibrium Model," Journal of Political Economy, University of Chicago Press, vol. 91(6), pages 957-978, December.
    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. Feenstra, Robert C & Hanson, Gordon H, 1996. "Globalization, Outsourcing, and Wage Inequality," American Economic Review, American Economic Association, vol. 86(2), pages 240-245, May.
    5. 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.
    6. Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 3-30, Spring.
    7. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    8. Thomas Epper & Ernst Fehr & Helga Fehr-Duda & Claus Thustrup Kreiner & David Dreyer Lassen & Søren Leth-Petersen & Gregers Nytoft Rasmussen, 2020. "Time Discounting and Wealth Inequality," American Economic Review, American Economic Association, vol. 110(4), pages 1177-1205, April.
    9. Paula Bustos, 2011. "Trade Liberalization, Exports, and Technology Upgrading: Evidence on the Impact of MERCOSUR on Argentinian Firms," American Economic Review, American Economic Association, vol. 101(1), pages 304-340, February.
    10. 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.
    11. Daron Acemoglu & Pascual Restrepo, 2018. "Low-Skill and High-Skill Automation," Journal of Human Capital, University of Chicago Press, vol. 12(2), pages 204-232.
    12. 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.
    13. Lankisch, Clemens & Prettner, Klaus & Prskawetz, Alexia, 2019. "How can robots affect wage inequality?," Economic Modelling, Elsevier, vol. 81(C), pages 161-169.
    14. John Knight & Lina Song, 2003. "Increasing urban wage inequality in China," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 11(4), pages 597-619, December.
    15. Isaac Sorkin, 2017. "The Role of Firms in Gender Earnings Inequality: Evidence from the United States," American Economic Review, American Economic Association, vol. 107(5), pages 384-387, May.
    16. 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.
    17. David H. Autor, 2015. "Why Are There Still So Many Jobs? The History and Future of Workplace Automation," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 3-30, Summer.
    18. Niklas Engbom & Christian Moser, 2022. "Earnings Inequality and the Minimum Wage: Evidence from Brazil," American Economic Review, American Economic Association, vol. 112(12), pages 3803-3847, December.
    19. Fernando Parro, 2013. "Capital-Skill Complementarity and the Skill Premium in a Quantitative Model of Trade," American Economic Journal: Macroeconomics, American Economic Association, vol. 5(2), pages 72-117, April.
    20. Jiancai Pi & Yanwei Fan, 2023. "Robots, factor intensities, and wage inequality," Asia-Pacific Journal of Accounting & Economics, Taylor & Francis Journals, vol. 30(6), pages 1568-1586, November.
    21. Zhou, Yixiao & Tyers, Rod, 2019. "Automation and inequality in China," China Economic Review, Elsevier, vol. 58(C).
    22. Ohyun Kwon & Simon Chang & Belton M. Fleisher, 2015. "Evolution of the Interindustry Wage Structure in China Since the 1980s," Pacific Economic Review, Wiley Blackwell, vol. 20(1), pages 17-44, February.
    23. Thomas Sampson, 2023. "Technology Gaps, Trade, and Income," American Economic Review, American Economic Association, vol. 113(2), pages 472-513, February.
    24. 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.
    25. Ronald W. Jones, 2018. "The Structure of Simple General Equilibrium Models," World Scientific Book Chapters, in: International Trade Theory and Competitive Models Features, Values, and Criticisms, chapter 4, pages 61-84, World Scientific Publishing Co. Pte. Ltd..
    26. 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.
    27. Caliendo, Lorenzo & Feenstra, Robert C., 2024. "Foundation of the small open economy model with product differentiation," Journal of International Economics, Elsevier, vol. 150(C).
    28. repec:bla:pacecr:v:9:y:2004:i:3:p:173-189 is not listed on IDEAS
    29. 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.
    30. Daron Acemoglu, 2002. "Directed Technical Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 781-809.
    31. Alvarez, Fernando & Lucas, Robert Jr., 2007. "General equilibrium analysis of the Eaton-Kortum model of international trade," Journal of Monetary Economics, Elsevier, vol. 54(6), pages 1726-1768, September.
    32. Trajtenberg, Manuel, 2018. "AI as the next GPT: a Political-Economy Perspective," CEPR Discussion Papers 12721, C.E.P.R. Discussion Papers.
    33. 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.
    34. Kalyan K. Sanyal & Ronald W. Jones, 2018. "The Theory of Trade in Middle Products," World Scientific Book Chapters, in: International Trade Theory and Competitive Models Features, Values, and Criticisms, chapter 13, pages 203-231, World Scientific Publishing Co. Pte. Ltd..
    35. Georg Graetz & Guy Michaels, 2015. "Robots at work: the impact on productivity and jobs," CentrePiece - The magazine for economic performance 447, Centre for Economic Performance, LSE.
    36. Avinash K. Dixit & Gene M. Grossman, 1982. "Trade and Protection with Multistage Production," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 49(4), pages 583-594.
    37. Mariassunta Giannetti & Guanmin Liao & Xiaoyun Yu, 2015. "The Brain Gain of Corporate Boards: Evidence from China," Journal of Finance, American Finance Association, vol. 70(4), pages 1629-1682, August.
    38. Zhang, Pengqing, 2019. "Automation, wage inequality and implications of a robot tax," International Review of Economics & Finance, Elsevier, vol. 59(C), pages 500-509.
    39. Francesco Caselli & Wilbur John Coleman II, 2001. "The U.S. Structural Transformation and Regional Convergence: A Reinterpretation," Journal of Political Economy, University of Chicago Press, vol. 109(3), pages 584-616, June.
    40. Holger M. Mueller & Paige P. Ouimet & Elena Simintzi, 2017. "Wage Inequality and Firm Growth," American Economic Review, American Economic Association, vol. 107(5), pages 379-383, May.
    41. Frank Barry & Holger Gorg & Eric Strobl, 2005. "Foreign direct investment and wages in domestic firms in Ireland: Productivity spillovers versus labour-market crowding out," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 12(1), pages 67-84.
    42. Robert Feenstra & Gordon Hanson, 2001. "Global Production Sharing and Rising Inequality: A Survey of Trade and Wages," NBER Working Papers 8372, National Bureau of Economic Research, Inc.
    43. 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.
    44. Gene M. Grossman & Elhanan Helpman, 2002. "Integration versus Outsourcing in Industry Equilibrium," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 85-120.
    45. Blaise Melly, 2005. "Public-private sector wage differentials in Germany: Evidence from quantile regression," Empirical Economics, Springer, vol. 30(2), pages 505-520, September.
    46. Pissarides, Christopher A, 1997. "Learning by Trading and the Returns to Human Capital in Developing Countries," The World Bank Economic Review, World Bank, vol. 11(1), pages 17-32, January.
    47. Jonathan Eaton & Samuel Kortum, 2002. "Technology, Geography, and Trade," Econometrica, Econometric Society, vol. 70(5), pages 1741-1779, September.
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    More about this item

    Keywords

    Automated machines; General capital; Wage gap;
    All these keywords.

    JEL classification:

    • J00 - Labor and Demographic Economics - - General - - - General

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