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Robot adoption and export sophistication: Firm-level evidence from China

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  • Zhang, Hongsheng
  • Chen, Ziyi
  • Wei, Yueling

Abstract

This study investigates the impact of robot adoption on the export sophistication of Chinese firms, utilizing the firm-level matching data from the Chinese Customs Trade Statistics and the Annual Survey of Industrial Firms between 2000 and 2013. We develop a firm-level export sophistication index based on Hausmann's index of a country's exporting productivity and employ several empirical strategies to identify the causal effect. The results indicate that a 1 % increase in the adoption of industrial robots can lead to a 0.020 % rise in a firm's export sophistication. The pro-growth effect is more pronounced for non-state-owned, labor-intensive, and large firms. In terms of the underlying mechanisms, we find robot adoption can lead to productivity growth and innovation enhancement and change the employment of labor, ultimately contributing to an improvement in firms' export sophistication.

Suggested Citation

  • Zhang, Hongsheng & Chen, Ziyi & Wei, Yueling, 2025. "Robot adoption and export sophistication: Firm-level evidence from China," Journal of Asian Economics, Elsevier, vol. 98(C).
    • Handle: RePEc:eee:asieco:v:98:y:2025:i:c:s1049007825000156
    DOI: 10.1016/j.asieco.2025.101891
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    as
    1. Feng, Ling & Li, Zhiyuan & Swenson, Deborah L., 2016. "The connection between imported intermediate inputs and exports: Evidence from Chinese firms," Journal of International Economics, Elsevier, vol. 101(C), pages 86-101.
    2. Francisco-Javier Braña, 2019. "A fourth industrial revolution? Digital transformation, labor and work organization: a view from Spain," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 46(3), pages 415-430, September.
    3. Li, Xibao, 2011. "Sources of External Technology, Absorptive Capacity, and Innovation Capability in Chinese State-Owned High-Tech Enterprises," World Development, Elsevier, vol. 39(7), pages 1240-1248, July.
    4. , & Stiebale, Joel & Woessner, Nicole, 2020. "Robots and the rise of European superstar firms," CEPR Discussion Papers 15080, C.E.P.R. Discussion Papers.
    5. Sotiris Blanas & Gino Gancia & Sang Yoon (Tim) Lee, 2019. "Who is afraid of machines?," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(100), pages 627-690.
    6. Ricardo Hausmann & Jason Hwang & Dani Rodrik, 2007. "What you export matters," Journal of Economic Growth, Springer, vol. 12(1), pages 1-25, March.
    7. Artuc,Erhan & Bastos,Paulo S. R. & Rijkers,Bob, 2018. "Robots, Tasks and Trade," Policy Research Working Paper Series 8674, The World Bank.
    8. Alessandra Bonfiglioli & Rosario Crinò & Harald Fadinger & Gino Gancia, 2024. "Robot Imports and Firm-Level Outcomes," The Economic Journal, Royal Economic Society, vol. 134(664), pages 3428-3444.
    9. 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.
    10. Stähler, Nikolai, 2021. "The Impact of Aging and Automation on the Macroeconomy and Inequality," Journal of Macroeconomics, Elsevier, vol. 67(C).
    11. Jing Li & Zidong An & Yan Wang, 2023. "On the Substitution and Complementarity between Robots and Labor: Evidence from Advanced and Emerging Economies," Sustainability, MDPI, vol. 15(12), pages 1-18, June.
    12. Erik Brynjolfsson & Daniel Rock & Chad Syverson, 2018. "Artificial Intelligence and the Modern Productivity Paradox: A Clash of Expectations and Statistics," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 23-57, National Bureau of Economic Research, Inc.
    13. Seren Özsoy & Oylum Şehvez Ergüzel & Ahmet Yağmur Ersoy & Metin Saygılı, 2022. "The impact of digitalization on export of high technology products: A panel data approach," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 31(2), pages 277-298, February.
    14. Miaojie Yu, 2015. "Processing Trade, Tariff Reductions and Firm Productivity: Evidence from Chinese Firms," Economic Journal, Royal Economic Society, vol. 125(585), pages 943-988, June.
    15. Jay Dixon & Bryan Hong & Lynn Wu, 2021. "The Robot Revolution: Managerial and Employment Consequences for Firms," Management Science, INFORMS, vol. 67(9), pages 5586-5605, September.
    16. Lianying Hong & Xujun Liu & Huiwen Zhan & Feng Han, 2022. "Use of industrial robots and Chinese enterprises’ export quality upgrading: Evidence from China," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 31(6), pages 860-875, August.
    17. Alguacil Marí, María Teresa & Lo Turco, Alessia & Martínez-Zarzoso, Inmaculada, 2020. "What is so special about robots and trade?," University of Göttingen Working Papers in Economics 410, University of Goettingen, Department of Economics.
    18. Yibing Ding & Jiantong Li, 2018. "Product Space, Potential Comparative Advantages and Export Technological Complexity," Australian Economic Papers, Wiley Blackwell, vol. 57(3), pages 218-237, September.
    19. Yan Li & Haiyan Zhang & Yihui Liu & Qingbo Huang, 2020. "Impact of Embedded Global Value Chain on Technical Complexity of Industry Export—An Empirical Study Based on China’s Equipment Manufacturing Industry Panel," Sustainability, MDPI, vol. 12(7), pages 1-14, March.
    20. Dongmei Wang & Guangqin Li, 2022. "Will the use of industrial robots promote transformation of export trade modes? Empirical evidence from China," PLOS ONE, Public Library of Science, vol. 17(6), pages 1-18, June.
    21. Sylvain Leduc & Zheng Liu, 2024. "Automation, Bargaining Power, and Labor Market Fluctuations," American Economic Journal: Macroeconomics, American Economic Association, vol. 16(4), pages 311-349, October.
    22. Fan, Haichao & Hu, Yichuan & Tang, Lixin, 2021. "Labor costs and the adoption of robots in China," Journal of Economic Behavior & Organization, Elsevier, vol. 186(C), pages 608-631.
    23. Camiña, Ester & Díaz-Chao, Ángel & Torrent-Sellens, Joan, 2020. "Automation technologies: Long-term effects for Spanish industrial firms," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    24. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    25. Jung, Jin Hwa & Lim, Dong-Geon, 2020. "Industrial robots, employment growth, and labor cost: A simultaneous equation analysis," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
    26. Sumei Gan & Dingping Cheng, 2020. "Exchange rate appreciation, R&D, and export sophistication: Evidence from China," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 29(2), pages 237-246, February.
    27. Firooz, Hamid & Liu, Zheng & Wang, Yajie, 2025. "Automation and the rise of superstar firms," Journal of Monetary Economics, Elsevier, vol. 151(C).
    28. Hong Cheng & Ruixue Jia & Dandan Li & Hongbin Li, 2019. "The Rise of Robots in China," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 71-88, Spring.
    29. Önder Nomaler & Bart Verspagen, 2020. "Perpetual growth, the labor share, and robots," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 29(5), pages 540-558, July.
    30. Kong, Qunxi & Shen, Chenrong & Sun, Wei & Shao, Wei, 2021. "KIBS Import Technological Complexity and Manufacturing Value Chain Upgrading from a Financial Constraint Perspective," Finance Research Letters, Elsevier, vol. 41(C).
    31. Katherine Stapleton & Michael Webb, 2020. "Automation, trade and multinational activity: Micro evidence from Spain," CSAE Working Paper Series 2020-16, Centre for the Study of African Economies, University of Oxford.
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    JEL classification:

    • F10 - International Economics - - Trade - - - General
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade

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