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Reshaping Thailand's labor market: The intertwined forces of technology advancements and shifting supply chains

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  • Lekfuangfu, Warn N.
  • Nakavachara, Voraprapa

Abstract

Two major forces, namely rapid advancements in technology and changes in global supply chains, can independently affect how labor markets operate. Little is known about the impact of these intertwined forces in combination. This study extends Frey and Osborne's (2017) machine learning approach that explores this issue. We incorporate the features that make certain jobs difficult or impossible to perform using offshore labor markets as well as local experts' opinions to estimate domestic employment risk for each occupation. We apply our models to Thailand – a major destination for outsourced operations with ongoing technological restructuring. Our results reveal that clerical jobs face the highest risk. However, as most workers are employed in the skilled agricultural and service sectors, these occupations stand to suffer most in terms of the number of job losses. Under the assumption of no voluntary adjustments (i.e., the worst-case scenario), more than half of existing jobs could be at risk. Our approach offers a useful tool for countries facing similar structural changes to identify employment risk and develop appropriate mitigation strategies.

Suggested Citation

  • Lekfuangfu, Warn N. & Nakavachara, Voraprapa, 2021. "Reshaping Thailand's labor market: The intertwined forces of technology advancements and shifting supply chains," Economic Modelling, Elsevier, vol. 102(C).
  • Handle: RePEc:eee:ecmode:v:102:y:2021:i:c:s0264999321001504
    DOI: 10.1016/j.econmod.2021.105561
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    1. Nir Jaimovich & Henry E. Siu, 2020. "Job Polarization and Jobless Recoveries," The Review of Economics and Statistics, MIT Press, vol. 102(1), pages 129-147, March.
    2. Guy Michaels & Ashwini Natraj & John Van Reenen, 2010. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over 25 Years," CEP Discussion Papers dp0987, Centre for Economic Performance, LSE.
    3. Georg Graetz & Guy Michaels, 2018. "Robots at Work," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 753-768, December.
    4. 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.
    5. Rogier Busser, 2008. "‘Detroit of the East’? Industrial Upgrading, Japanese Car Producers and the Development of the Automotive Industry in Thailand," Asia Pacific Business Review, Taylor & Francis Journals, vol. 14(1), pages 29-45.
    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. Bonadio, Barthélémy & Huo, Zhen & Levchenko, Andrei A. & Pandalai-Nayar, Nitya, 2021. "Global supply chains in the pandemic," Journal of International Economics, Elsevier, vol. 133(C).
    9. Krenz, Astrid & Prettner, Klaus & Strulik, Holger, 2021. "Robots, reshoring, and the lot of low-skilled workers," European Economic Review, Elsevier, vol. 136(C).
    10. Faber, Marius, 2020. "Robots and reshoring: Evidence from Mexican labor markets," Journal of International Economics, Elsevier, vol. 127(C).
    11. Georg Graetz & Guy Michaels, 2017. "Is Modern Technology Responsible for Jobless Recoveries?," American Economic Review, American Economic Association, vol. 107(5), pages 168-173, May.
    12. 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.
    13. 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).
    14. Dani Rodrik, 2018. "New Technologies, Global Value Chains, and the Developing Economies," CESifo Working Paper Series 7307, CESifo.
    15. 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.
    16. Nicole Fortin & Thomas Lemieux, 2016. "Inequality and Changes in Task Prices: Within and between Occupation Effects☆," Research in Labor Economics, in: Inequality: Causes and Consequences, volume 43, pages 195-226, Emerald Group Publishing Limited.
    17. Stemmler, Henry, 2019. "Does automation lead to de-industrialization in emerging economies? Evidence from Brazil," University of Göttingen Working Papers in Economics 382, University of Goettingen, Department of Economics.
    18. Richard Baldwin, 2013. "Trade and Industrialization after Globalization's Second Unbundling: How Building and Joining a Supply Chain Are Different and Why It Matters," NBER Chapters, in: Globalization in an Age of Crisis: Multilateral Economic Cooperation in the Twenty-First Century, pages 165-212, National Bureau of Economic Research, Inc.
    19. Milner, Chris & Reed, Geoff & Talerngsri, Pawin, 2004. "Foreign direct investment and vertical integration of production by Japanese multinationals in Thailand," Journal of Comparative Economics, Elsevier, vol. 32(4), pages 805-821, December.
    20. Voraprapa Nakavachara, 2020. "Digital Thailand: Analyzing the Impact of Broadband Connectivity on Firm Productivity," PIER Discussion Papers 132, Puey Ungphakorn Institute for Economic Research.
    21. Guy Michaels & Ashwini Natraj & John Van Reenen, 2014. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over Twenty-Five Years," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 60-77, March.
    22. Ching-mu Chen & Wan-Jung Cheng & Shin-Kun Peng & Raymond Riezman & Ping Wang, 2019. "Trade Wars, Technology and Productivity," NBER Working Papers 26468, National Bureau of Economic Research, Inc.
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    Cited by:

    1. Voraprapa Nakavachara & Tanapong Potipiti & Thanee Chaiwat, 2024. "Experimenting with Generative AI: Does ChatGPT Really Increase Everyone's Productivity?," Papers 2403.01770, arXiv.org.
    2. Alguacil, Maite & Lo Turco, Alessia & Martínez-Zarzoso, Inmaculada, 2022. "Robot adoption and export performance: Firm-level evidence from Spain," Economic Modelling, Elsevier, vol. 114(C).

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    More about this item

    Keywords

    Employment; Skills; Technology; Global supply chains; Thailand;
    All these keywords.

    JEL classification:

    • J20 - Labor and Demographic Economics - - Demand and Supply of Labor - - - General
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • F16 - International Economics - - Trade - - - Trade and Labor Market Interactions

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