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Industry spillover effects of robot applications on labor productivity: Evidence from China

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  • Wu, Tuolei
  • Yan, Na
  • Wang, Jingxian
  • Chen, Jieping

Abstract

This paper provides new insights into the industry spillover on labor productivity by discussing the spillover effects of robot application among industries in three spillover directions: horizontal, forward, and backward spillover. In addition, this paper measures the three spillovers with the weight matrices from the year 2012 input-output table by the Chinese National Bureau of Statistics. Using a spatial econometric model and 2000–2010 data on China's secondary industry, this paper tests three hypotheses relating to the direct effect and the spillover effects of robot applications. The main results show that the robot application of one industry can improve labor productivity significantly. Moreover, all three kinds of spillover have significant positive effects on the labor productivity of a focal industry. Among them, the forward spillover exerts the greatest impact on labor productivity. The heterogeneity effects exist due to the industry's factor intensity and technological structure etc. The findings of this study could provide several important implications for the development of a given industry and the industry chain of a country as well.

Suggested Citation

  • Wu, Tuolei & Yan, Na & Wang, Jingxian & Chen, Jieping, 2024. "Industry spillover effects of robot applications on labor productivity: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1272-1286.
    • Handle: RePEc:eee:ecanpo:v:84:y:2024:i:c:p:1272-1286
    DOI: 10.1016/j.eap.2024.10.018
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    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. 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.
    3. Xuemei Jiang & Xiaolin Lu & Jian Xu, 2018. "How do interregional spillovers influence the distribution of technology? The case of Chinese manufacturing," Economic Systems Research, Taylor & Francis Journals, vol. 30(2), pages 219-237, April.
    4. Giovanni Dosi & Daniele Moschella & Emanuele Pugliese & Federico Tamagni, 2015. "Productivity, market selection, and corporate growth: comparative evidence across US and Europe," Small Business Economics, Springer, vol. 45(3), pages 643-672, October.
    5. Shahnazi, Rouhollah, 2021. "Do information and communications technology spillovers affect labor productivity?," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 342-359.
    6. Sergio Mariotti & Marco Mutinelli & Marcella Nicolini & Lucia Piscitello, 2015. "Productivity Spillovers from Foreign Multinational Enterprises to Domestic Manufacturing Firms: To What Extent Does Spatial Proximity Matter?," Regional Studies, Taylor & Francis Journals, vol. 49(10), pages 1639-1653, October.
    7. Lu, Yi & Tao, Zhigang & Zhu, Lianming, 2017. "Identifying FDI spillovers," Journal of International Economics, Elsevier, vol. 107(C), pages 75-90.
    8. 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.
    9. Anon Higon, Dolores, 2007. "The impact of R&D spillovers on UK manufacturing TFP: A dynamic panel approach," Research Policy, Elsevier, vol. 36(7), pages 964-979, September.
    10. Gorodnichenko, Yuriy & Svejnar, Jan & Terrell, Katherine, 2014. "When does FDI have positive spillovers? Evidence from 17 transition market economies," Journal of Comparative Economics, Elsevier, vol. 42(4), pages 954-969.
    11. Mark Doms & Eric J. Bartelsman, 2000. "Understanding Productivity: Lessons from Longitudinal Microdata," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 569-594, September.
    12. Lei Zhu & Bang Nam Jeon, 2007. "International R&D Spillovers: Trade, FDI, and Information Technology as Spillover Channels," Review of International Economics, Wiley Blackwell, vol. 15(5), pages 955-976, November.
    13. John Chung & Yong Suk Lee, 2023. "The Evolving Impact of Robots on Jobs," ILR Review, Cornell University, ILR School, vol. 76(2), pages 290-319, March.
    14. John Van Reenen & Rupert Harrison & Rachel Griffith, 2006. "How Special Is the Special Relationship? Using the Impact of U.S. R&D Spillovers on U.K. Firms as a Test of Technology Sourcing," American Economic Review, American Economic Association, vol. 96(5), pages 1859-1875, December.
    15. (Maggie) Fu, Xiaoqing & Bao, Qun & Xie, Hongjun & Fu, Xiaolan, 2021. "Diffusion of industrial robotics and inclusive growth: Labour market evidence from cross country data," Journal of Business Research, Elsevier, vol. 122(C), pages 670-684.
    16. Tong, Tingting & Yu, Tun-Hsiang Edward & Cho, Seong-Hoon & Jensen, Kimberly & De La Torre Ugarte, Daniel, 2013. "Evaluating the spatial spillover effects of transportation infrastructure on agricultural output across the United States," Journal of Transport Geography, Elsevier, vol. 30(C), pages 47-55.
    17. Bournakis, Ioannis, 2021. "Spillovers and productivity: Revisiting the puzzle with EU firm level data," Economics Letters, Elsevier, vol. 201(C).
    18. Pan, Xiongfeng & Li, Mengna & Wang, Mengyang & Chu, Junhui & Bo, Hongguang, 2020. "The effects of outward foreign direct investment and reverse technology spillover on China's carbon productivity," Energy Policy, Elsevier, vol. 145(C).
    19. Südekum, Jens & Dauth, Wolfgang & Findeisen, Sebastian & Woessner, Nicole, 2017. "German Robots – The Impact of Industrial Robots on Workers," CEPR Discussion Papers 12306, Centre for Economic Policy Research.
    20. Andrés Barge‐Gil & Alberto López & Ramón Núñez‐Sánchez, 2020. "Technological spillovers from multinational firms," The World Economy, Wiley Blackwell, vol. 43(12), pages 3184-3202, December.
    21. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    22. Brandt, Loren & Van Biesebroeck, Johannes & Zhang, Yifan, 2012. "Creative accounting or creative destruction? Firm-level productivity growth in Chinese manufacturing," Journal of Development Economics, Elsevier, vol. 97(2), pages 339-351.
    23. Emin Dinlersoz & Zoltan Wolf, 2024. "Automation, labor share, and productivity: plant-level evidence from U.S. manufacturing," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 33(4), pages 604-626, May.
    24. Zhang, Yi & Wang, Ting & Liu, Chun, 2024. "Beyond the modern productivity paradox: The effect of robotics technology on firm-level total factor productivity in China," Journal of Asian Economics, Elsevier, vol. 90(C).
    25. Hu, Yong & Fisher-Vanden, Karen & Su, Baozhong, 2020. "Technological spillover through industrial and regional linkages: Firm-level evidence from China," Economic Modelling, Elsevier, vol. 89(C), pages 523-545.
    26. Carbonero, Francesco. & Ernst, Ekkehard & Weber, Enzo., 2018. "Robots worldwide the impact of automation on employment and trade," ILO Working Papers 995008793402676, International Labour Organization.
    27. Blalock, Garrick & Gertler, Paul J., 2008. "Welfare gains from Foreign Direct Investment through technology transfer to local suppliers," Journal of International Economics, Elsevier, vol. 74(2), pages 402-421, March.
    28. Cristina Jude, 2016. "Technology Spillovers from FDI. Evidence on the Intensity of Different Spillover Channels," The World Economy, Wiley Blackwell, vol. 39(12), pages 1947-1973, December.
    29. Wenqing Pan & Delin Yang & Min Lin, 2012. "Inter‐industry Technology Spillover Effects in China: Evidence from 35 Industrial Sectors," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 20(2), pages 23-40, March.
    30. Irvan Kuswardana & Nachrowi Djalal Nachrowi & Telisa Aulia Falianty & Arie Damayanti & Robert Read, 2021. "The effect of knowledge spillover on productivity: Evidence from manufacturing industry in Indonesia," Cogent Economics & Finance, Taylor & Francis Journals, vol. 9(1), pages 1923882-192, January.
    31. Dauth, Wolfgang & Findeisen, Sebastian & Südekum, Jens & Wößner, Nicole, 2017. "German robots - the impact of industrial robots on workers," IAB-Discussion Paper 201730, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    32. Scherer, F M, 1982. "Inter-Industry Technology Flows and Productivity Growth," The Review of Economics and Statistics, MIT Press, vol. 64(4), pages 627-634, November.
    33. Filippo Reganati & Edgardo Sica, 2007. "Horizontaland vertical spillovers from FDI: Evidence from panel data for the Italian manufacturing sector," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 8(4), pages 259-266.
    34. Ahamed, M. Mostak & Luintel, Kul B. & Mallick, Sushanta K., 2023. "Does local knowledge spillover matter for firm productivity? The role of financial access and corporate governance," Research Policy, Elsevier, vol. 52(8).
    35. Venturini, Francesco, 2022. "Intelligent technologies and productivity spillovers: Evidence from the Fourth Industrial Revolution," Journal of Economic Behavior & Organization, Elsevier, vol. 194(C), pages 220-243.
    36. Robert C. Feenstra & Zhiyuan Li & Miaojie Yu, 2014. "Exports and Credit Constraints under Incomplete Information: Theory and Evidence from China," The Review of Economics and Statistics, MIT Press, vol. 96(4), pages 729-744, October.
    37. Xu, Xinpeng & Sheng, Yu, 2012. "Productivity Spillovers from Foreign Direct Investment: Firm-Level Evidence from China," World Development, Elsevier, vol. 40(1), pages 62-74.
    38. Wei Li & Yingying Wang, 2024. "Producer services agglomeration and green growth: evidence from China," Economic Change and Restructuring, Springer, vol. 57(3), pages 1-35, June.
    39. Suyanto & Ruhul Salim, 2013. "Foreign direct investment spillovers and technical efficiency in the Indonesian pharmaceutical sector: firm level evidence," Applied Economics, Taylor & Francis Journals, vol. 45(3), pages 383-395, January.
    40. Venturini, Francesco, 2015. "The modern drivers of productivity," Research Policy, Elsevier, vol. 44(2), pages 357-369.
    41. Jieping Chen & Xianpeng Long & Shanlang Lin, 2022. "Special Economic Zone, Carbon Emissions and the Mechanism Role of Green Technology Vertical Spillover: Evidence from Chinese Cities," IJERPH, MDPI, vol. 19(18), pages 1-22, September.
    42. Paitoon Wiboonchutikula & Chayanon Phucharoen & Nuchit Pruektanakul, 2016. "Spillover Effects Of Foreign Direct Investment On Domestic Manufacturing Firms In Thailand," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 61(02), pages 1-32, June.
    43. Brian J. Aitken & Ann E. Harrison, 2022. "Do Domestic Firms Benefit from Direct Foreign Investment? Evidence from Venezuela," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 6, pages 139-152, World Scientific Publishing Co. Pte. Ltd..
    44. Riesta Karentina, 2019. "The spillover effects of foreign direct investment on labor productivity," Economic Journal of Emerging Markets, Universitas Islam Indonesia, vol. 11(1), pages 32-45.
    45. Wang, Huijuan & Ding, Lin & Guan, Rong & Xia, Yan, 2020. "Effects of advancing internet technology on Chinese employment: a spatial study of inter-industry spillovers," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    46. Ballestar, María Teresa & Díaz-Chao, Ángel & Sainz, Jorge & Torrent-Sellens, Joan, 2020. "Knowledge, robots and productivity in SMEs: Explaining the second digital wave," Journal of Business Research, Elsevier, vol. 108(C), pages 119-131.
    47. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    48. Ahmed, Elsadig Musa, 2012. "Are the FDI inflow spillover effects on Malaysia's economic growth input driven?," Economic Modelling, Elsevier, vol. 29(4), pages 1498-1504.
    49. Faqin Lin & Chao Zhang & Lin Wang, 2013. "Vertical Spillover Effects of Multinationals on Chinese Domestic Firms via Supplier–Customer Relationships," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 21(6), pages 37-57, November.
    50. Erik Dietzenbacher & Bart Los, 2002. "Externalities of R&D Expenditures," Economic Systems Research, Taylor & Francis Journals, vol. 14(4), pages 407-425, December.
    51. 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.
    52. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    53. repec:uii:journl:v:11:y:2019:i:1:p:32-45 is not listed on IDEAS
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