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Polluted air, smarter factories? China's robot imports shed light on a potential link

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  • Wang, Weilong
  • Wang, Jianlong
  • Ye, Huiying
  • Wu, Haitao

Abstract

Robot-centered intelligent manufacturing is leading a new round of technological revolution and industrial change. Existing studies have neglected the impact of air pollution, a non-monetary factor, on firms' intelligent manufacturing transformation (FIMT). Using matched samples from China's industrial enterprise database and China's customs database, and based on enterprises' “machine replacing human” strategy, this paper reveals the facilitating effect of air pollution on FIMT. The robustness estimation results after endogeneity treatment, replacing the core variables, changing the clustering level, removing the policy influence, avoiding the interference of domestic robots, changing the estimation strategy, and restricting the import trade mode still support the conclusion. The mechanism by which air pollution accelerates FIMT lies in the first: the factor substitution effect of rising labor costs due to air pollution. The second is the skill-capital complementarity effect due to increased firms' human capital investment induced by air pollution. The third is the intelligent investment effect due to increased economic policy uncertainty induced by air pollution. In addition, air pollution accelerates FIMT more significantly in non-state-owned firms, high labor-intensity industries, and regions with high population aging. This paper argues that there is no conflict between environmental governance and intelligent manufacturing transformation. Air pollution and “machines replacing humans” in the labor market efficiency and fairness issues need attention.

Suggested Citation

  • Wang, Weilong & Wang, Jianlong & Ye, Huiying & Wu, Haitao, 2024. "Polluted air, smarter factories? China's robot imports shed light on a potential link," Energy Economics, Elsevier, vol. 134(C).
    • Handle: RePEc:eee:eneeco:v:134:y:2024:i:c:s0140988324003293
    DOI: 10.1016/j.eneco.2024.107621
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    1. 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.
    2. Hanna, Rema & Oliva, Paulina, 2015. "The effect of pollution on labor supply: Evidence from a natural experiment in Mexico City," Journal of Public Economics, Elsevier, vol. 122(C), pages 68-79.
    3. N. Bloom, 2016. "Fluctuations in uncertainty," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 4.
    4. Michael Greenstone & Rema Hanna, 2014. "Environmental Regulations, Air and Water Pollution, and Infant Mortality in India," American Economic Review, American Economic Association, vol. 104(10), pages 3038-3072, October.
    5. Tatyana Deryugina & Garth Heutel & Nolan H. Miller & David Molitor & Julian Reif, 2019. "The Mortality and Medical Costs of Air Pollution: Evidence from Changes in Wind Direction," American Economic Review, American Economic Association, vol. 109(12), pages 4178-4219, December.
    6. Segal, Gill & Shaliastovich, Ivan & Yaron, Amir, 2015. "Good and bad uncertainty: Macroeconomic and financial market implications," Journal of Financial Economics, Elsevier, vol. 117(2), pages 369-397.
    7. Lavy, Victor & Ebenstein, Avraham & Roth, Sefi, 2014. "The Impact of Short Term Exposure to Ambient Air Pollution on Cognitive Performance and Human Capital Formation," CEPR Discussion Papers 10302, C.E.P.R. Discussion Papers.
    8. Stephan Heblich & Alex Trew & Yanos Zylberberg, 2021. "East-Side Story: Historical Pollution and Persistent Neighborhood Sorting," Journal of Political Economy, University of Chicago Press, vol. 129(5), pages 1508-1552.
    9. Yi Li & Jingjing Deng & Zongyi Hu & Bibang Gong, 2023. "Economic Policy Uncertainty, Industrial Intelligence, and Firms’ Labour Productivity: Empirical Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 59(2), pages 498-514, January.
    10. Fehr, Ryan & Yam, Kai Chi & He, Wei & Chiang, Jack Ting-Ju & Wei, Wu, 2017. "Polluted work: A self-control perspective on air pollution appraisals, organizational citizenship, and counterproductive work behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 143(C), pages 98-110.
    11. Ezra Oberfield & Gene M. Grossman, 2022. "The Elusive Explanation for the Declining Labor Share," Annual Review of Economics, Annual Reviews, vol. 14(1), pages 93-124, August.
    12. Koichiro Ito & Shuang Zhang, 2020. "Willingness to Pay for Clean Air: Evidence from Air Purifier Markets in China," Journal of Political Economy, University of Chicago Press, vol. 128(5), pages 1627-1672.
    13. Gihleb, Rania & Giuntella, Osea & Stella, Luca & Wang, Tianyi, 2022. "Industrial robots, Workers’ safety, and health," Labour Economics, Elsevier, vol. 78(C).
    14. Daron Acemoglu & David Autor, 2012. "What Does Human Capital Do? A Review of Goldin and Katz's The Race between Education and Technology," Journal of Economic Literature, American Economic Association, vol. 50(2), pages 426-463, June.
    15. Tan, Youchao & Liu, Xiumei & Sun, Hanwen & Zeng, Cheng(Colin), 2022. "Population ageing, labour market rigidity and corporate innovation: Evidence from China," Research Policy, Elsevier, vol. 51(2).
    16. Daniel Berkowitz & Hong Ma & Shuichiro Nishioka, 2017. "Recasting the Iron Rice Bowl: The Reform of China's State-Owned Enterprises," The Review of Economics and Statistics, MIT Press, vol. 99(4), pages 735-747, July.
    17. Jae Sim & Egon Zakrajsek & Simon Gilchrist, 2010. "Uncertainty, Financial Frictions, and Investment Dynamics," 2010 Meeting Papers 1285, Society for Economic Dynamics.
    18. Maria Bas & Antoine Berthou, 2012. "The Decision to Import Capital Goods in India: Firms' Financial Factors Matter," The World Bank Economic Review, World Bank, vol. 26(3), pages 486-513.
    19. 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.
    20. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2011. "Robust Inference With Multiway Clustering," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(2), pages 238-249, April.
    21. He, Xiaobo & Luo, Zijun & Zhang, Junjie, 2022. "The impact of air pollution on movie theater admissions," Journal of Environmental Economics and Management, Elsevier, vol. 112(C).
    22. Daron Acemoglu & Pascual Restrepo, 2022. "Demographics and Automation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 1-44.
    23. Huang, Geng & He, Ling-Yun & Lin, Xi, 2022. "Robot adoption and energy performance: Evidence from Chinese industrial firms," Energy Economics, Elsevier, vol. 107(C).
    24. Pástor, Ľuboš & Veronesi, Pietro, 2013. "Political uncertainty and risk premia," Journal of Financial Economics, Elsevier, vol. 110(3), pages 520-545.
    25. Daron Acemoglu, 2010. "When Does Labor Scarcity Encourage Innovation?," Journal of Political Economy, University of Chicago Press, vol. 118(6), pages 1037-1078.
    26. Yu, Jian & Shi, Xunpeng & Guo, Dongmei & Yang, Longjian, 2021. "Economic policy uncertainty (EPU) and firm carbon emissions: Evidence using a China provincial EPU index," Energy Economics, Elsevier, vol. 94(C).
    27. Yi Chen & Ziying Fan & Xiaomin Gu & Li-An Zhou, 2020. "Arrival of Young Talent: The Send-Down Movement and Rural Education in China," American Economic Review, American Economic Association, vol. 110(11), pages 3393-3430, November.
    28. Cui, Xin & Wang, Chunfeng & Liao, Jing & Fang, Zhenming & Cheng, Feiyang, 2021. "Economic policy uncertainty exposure and corporate innovation investment: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
    29. Wang, Weilong & Xiao, Deheng & Wang, Jianlong & Wu, Haitao, 2024. "The cost of pollution in the digital era: Impediments of air pollution on enterprise digital transformation," Energy Economics, Elsevier, vol. 134(C).
    30. Joshua P. Meltzer, 2024. "The Impact of Foundational AI on International Trade, Services and Supply Chains in Asia," Asian Economic Policy Review, Japan Center for Economic Research, vol. 19(1), pages 129-147, January.
    31. Harald Hau & Yi Huang & Gewei Wang, 2020. "Firm Response to Competitive Shocks: Evidence from China’s Minimum Wage Policy," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(6), pages 2639-2671.
    32. Wang, Lei & Zhou, Yahong & Chiao, Benjamin, 2023. "Robots and firm innovation: Evidence from Chinese manufacturing," Journal of Business Research, Elsevier, vol. 162(C).
    33. Achyuta Adhvaryu & Namrata Kala & Anant Nyshadham, 2022. "Management and Shocks to Worker Productivity," Journal of Political Economy, University of Chicago Press, vol. 130(1), pages 1-47.
    34. Alessandra Bonfiglioli & Rosario Crinò & Harald Fadinger & Gino Gancia, 2020. "Robot Imports and Firm-Level Outcomes," CRC TR 224 Discussion Paper Series crctr224_2020_243, University of Bonn and University of Mannheim, Germany.
    35. Dimnwobi, Stephen & Ekesiobi, Chukwunonso & Madichie, Chekwube & Asongu, Simplice, 2021. "Population Dynamics and Environmental Quality in Africa," MPRA Paper 110640, University Library of Munich, Germany.
    36. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    37. Akpalu, Wisdom & Normanyo, Ametefee K., 2017. "Gold Mining Pollution and the Cost of Private Healthcare: The Case of Ghana," Ecological Economics, Elsevier, vol. 142(C), pages 104-112.
    38. 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.
    39. Tom Chang & Joshua Graff Zivin & Tal Gross & Matthew Neidell, 2016. "Particulate Pollution and the Productivity of Pear Packers," American Economic Journal: Economic Policy, American Economic Association, vol. 8(3), pages 141-169, August.
    40. Menz, Tobias & Welsch, Heinz, 2010. "Population aging and environmental preferences in OECD countries: The case of air pollution," Ecological Economics, Elsevier, vol. 69(12), pages 2582-2589, October.
    41. 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.
    42. Jia Meng & ZhongXiang Zhang, 2022. "Corporate Environmental Information Disclosure and Investor Response: Empirical Evidence from China's Capital Market," Working Papers 2022.03, Fondazione Eni Enrico Mattei.
    43. 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.
    44. Ma, Xinru & He, Jingbin, 2023. "Air pollution and corporate green innovation in China," Economic Modelling, Elsevier, vol. 124(C).
    45. 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.
    46. Xue, Shuyu & Zhang, Bohui & Zhao, Xiaofeng, 2021. "Brain drain: The impact of air pollution on firm performance," Journal of Environmental Economics and Management, Elsevier, vol. 110(C).
    47. Loren Brandt & Johannes Van Biesebroeck & Luhang Wang & Yifan Zhang, 2017. "WTO Accession and Performance of Chinese Manufacturing Firms," American Economic Review, American Economic Association, vol. 107(9), pages 2784-2820, September.
    48. Yu Qin & Hongjia Zhu, 2018. "Run away? Air pollution and emigration interests in China," Journal of Population Economics, Springer;European Society for Population Economics, vol. 31(1), pages 235-266, January.
    49. Jiaxiu He & Haoming Liu & Alberto Salvo, 2019. "Severe Air Pollution and Labor Productivity: Evidence from Industrial Towns in China," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 173-201, January.
    50. Erik Brynjolfsson & Xiang Hui & Meng Liu, 2019. "Does Machine Translation Affect International Trade? Evidence from a Large Digital Platform," Management Science, INFORMS, vol. 65(12), pages 5449-5460, December.
    51. Tang, Chengjian & Huang, Keqi & Liu, Qiren, 2021. "Robots and skill-biased development in employment structure: Evidence from China," Economics Letters, Elsevier, vol. 205(C).
    52. Philipp Krueger & Zacharias Sautner & Laura T Starks, 2020. "The Importance of Climate Risks for Institutional Investors," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1067-1111.
    53. Liu, Guangqiang & Yang, Zhiqing & Zhang, Fan & Zhang, Nan, 2022. "Environmental tax reform and environmental investment: A quasi-natural experiment based on China's Environmental Protection Tax Law," Energy Economics, Elsevier, vol. 109(C).
    54. Wolfram Schlenker & W. Reed Walker, 2016. "Airports, Air Pollution, and Contemporaneous Health," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(2), pages 768-809.
    55. Chen, Shuai & Oliva, Paulina & Zhang, Peng, 2022. "The effect of air pollution on migration: Evidence from China," Journal of Development Economics, Elsevier, vol. 156(C).
    56. repec:ags:aaea22:335879 is not listed on IDEAS
    57. Shihe Fu & V Brian Viard & Peng Zhang, 2021. "Air Pollution and Manufacturing Firm Productivity: Nationwide Estimates for China [Management and shocks to worker productivity]," The Economic Journal, Royal Economic Society, vol. 131(640), pages 3241-3273.
    58. Aragón, Fernando M. & Miranda, Juan Jose & Oliva, Paulina, 2017. "Particulate matter and labor supply: The role of caregiving and non-linearities," Journal of Environmental Economics and Management, Elsevier, vol. 86(C), pages 295-309.
    59. Zhang, Weike & Luo, Qian & Liu, Shiyuan, 2022. "Is government regulation a push for corporate environmental performance? Evidence from China," Economic Analysis and Policy, Elsevier, vol. 74(C), pages 105-121.
    60. 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.
    61. Dinkneh Gebre Borojo & Jiang Yushi & Miao Miao, 2022. "The Impacts of Economic Policy Uncertainty on Trade Flow," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(8), pages 2258-2272, June.
    62. Tom Y Chang & Wei Huang & Yongxiang Wang, 2018. "Something in the Air: Pollution and the Demand for Health Insurance," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(3), pages 1609-1634.
    63. Wang, Li & Dai, Yunhao & Kong, Dongmin, 2021. "Air pollution and employee treatment," Journal of Corporate Finance, Elsevier, vol. 70(C).
    64. Jaana Remes, Jan Mischke and Mekala Krishnan, 2018. "Solving the Productivity Puzzle: The Role of Demand and the Promise of Digitization," International Productivity Monitor, Centre for the Study of Living Standards, vol. 34, pages 28-51, Fall.
    65. Duan, Dingyun & Chen, Shaojian & Feng, Zongxian & Li, Jun, 2023. "Industrial robots and firm productivity," Structural Change and Economic Dynamics, Elsevier, vol. 67(C), pages 388-406.
    66. Nalin Kulatilaka & Enrico C. Perotti, 1998. "Strategic Growth Options," Management Science, INFORMS, vol. 44(8), pages 1021-1031, August.
    67. Umer Iqbal & Christopher Gan & Muhammad Nadeem, 2020. "Economic policy uncertainty and firm performance," Applied Economics Letters, Taylor & Francis Journals, vol. 27(10), pages 765-770, June.
    68. 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.
    69. Robert Seamans & Manav Raj, 2018. "AI, Labor, Productivity and the Need for Firm-Level Data," NBER Working Papers 24239, National Bureau of Economic Research, Inc.
    70. Deng, Xin & Gao, Huasheng, 2013. "Nonmonetary Benefits, Quality of Life, and Executive Compensation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(1), pages 197-218, February.
    71. Ballestar, María Teresa & Díaz-Chao, Ángel & Sainz, Jorge & Torrent-Sellens, Joan, 2021. "Impact of robotics on manufacturing: A longitudinal machine learning perspective," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    72. Xu, Minya & Wang, Yaqiong & Tu, Yundong, 2021. "Uncovering the invisible effect of air pollution on stock returns: A moderation and mediation analysis," Finance Research Letters, Elsevier, vol. 39(C).
    73. Tang, Yuwei & He, Zhenyu, 2024. "Extreme heat and firms' robot adoption: Evidence from China," China Economic Review, Elsevier, vol. 85(C).
    74. Shuai Chen & Yuyu Chen & Ziteng Lei & Jie-Sheng Tan-Soo, 2020. "Impact of air pollution on short-term movements: evidence from air travels in China [Does the effect of pollution on infant mortality differ between developing and developed countries? Evidence fro," Journal of Economic Geography, Oxford University Press, vol. 20(4), pages 939-968.
    75. Chen, Yang & Cheng, Liang & Lee, Chien-Chiang, 2022. "How does the use of industrial robots affect the ecological footprint? International evidence," Ecological Economics, Elsevier, vol. 198(C).
    76. Huseyin Gulen & Mihai Ion, 2016. "Editor's Choice Policy Uncertainty and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 29(3), pages 523-564.
    77. 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.
    78. Meng, Jia & Zhang, ZhongXiang, 2022. "Corporate environmental information disclosure and investor response: Evidence from China's capital market," Energy Economics, Elsevier, vol. 108(C).
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