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Air pollution and firms' robot adoption: Evidence from China

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  • Tang, Yuwei
  • Sun, Yanlin
  • He, Zhenyu

Abstract

Studies exploring the determinants of robot adoption are scarce, and majority of the literature attributes robot adoption to economic and social factors related to labor costs, neglecting the impact of air pollution as an environmental factor. This study examines the causal effect of air pollution on robot adoption by Chinese firms, using imported robot data from 2000 to 2012. We employ annual thermal inversion days as an instrument to perform a 2SLS estimation and find that air pollution positively affects firms' robot adoption in terms of probability and quantity. Reduced labor productivity and raised labor costs drive the documented impacts. Cross-sectionally, the observed effect is only significant for non-state-owned firms, firms in industries with more automation opportunities, and firms in areas with greater financial accessibility. Further analysis suggests a positive relationship between air pollution and firms’ automation levels.

Suggested Citation

  • Tang, Yuwei & Sun, Yanlin & He, Zhenyu, 2025. "Air pollution and firms' robot adoption: Evidence from China," Economic Modelling, Elsevier, vol. 143(C).
  • Handle: RePEc:eee:ecmode:v:143:y:2025:i:c:s0264999324003146
    DOI: 10.1016/j.econmod.2024.106957
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    as
    1. Kalina Manova, 2013. "Credit Constraints, Heterogeneous Firms, and International Trade," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(2), pages 711-744.
    2. Eva Arceo & Rema Hanna & Paulina Oliva, 2016. "Does the Effect of Pollution on Infant Mortality Differ Between Developing and Developed Countries? Evidence from Mexico City," Economic Journal, Royal Economic Society, vol. 126(591), pages 257-280, March.
    3. Yang, Siying & Liu, Fengshuo & Lu, Jingjing & He, Xiaogang, 2022. "Does occupational injury promote industrial robot applications?," Technology in Society, Elsevier, vol. 70(C).
    4. 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.
    5. Domini, Giacomo & Grazzi, Marco & Moschella, Daniele & Treibich, Tania, 2021. "Threats and opportunities in the digital era: Automation spikes and employment dynamics," Research Policy, Elsevier, vol. 50(7).
    6. Carlos Cinelli & Andrew Forney & Judea Pearl, 2024. "A Crash Course in Good and Bad Controls," Sociological Methods & Research, , vol. 53(3), pages 1071-1104, August.
    7. 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.
    8. Benfratello, Luigi & Schiantarelli, Fabio & Sembenelli, Alessandro, 2008. "Banks and innovation: Microeconometric evidence on Italian firms," Journal of Financial Economics, Elsevier, vol. 90(2), pages 197-217, November.
    9. Tom Y. Chang & Joshua Graff Zivin & Tal Gross & Matthew Neidell, 2019. "The Effect of Pollution on Worker Productivity: Evidence from Call Center Workers in China," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 151-172, January.
    10. Wolfgang Dauth & Sebastian Findeisen & Jens Suedekum & Nicole Woessner, 2021. "The Adjustment of Labor Markets to Robots [“Skills, Tasks and Technologies: Implications for Employment and Earnings]," Journal of the European Economic Association, European Economic Association, vol. 19(6), pages 3104-3153.
    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. Tan, Jianhua & Tan, Zhidong & Chan, Kam C., 2021. "Does air pollution affect a firm's cash holdings?," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
    13. Czarnitzki, Dirk & Fernández, Gastón P. & Rammer, Christian, 2023. "Artificial intelligence and firm-level productivity," Journal of Economic Behavior & Organization, Elsevier, vol. 211(C), pages 188-205.
    14. Joshua Graff Zivin & Matthew Neidell, 2012. "The Impact of Pollution on Worker Productivity," American Economic Review, American Economic Association, vol. 102(7), pages 3652-3673, December.
    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. Berg, Andrew & Buffie, Edward F. & Zanna, Luis-Felipe, 2018. "Should we fear the robot revolution? (The correct answer is yes)," Journal of Monetary Economics, Elsevier, vol. 97(C), pages 117-148.
    17. Bose, Udichibarna & Mallick, Sushanta & Tsoukas, Serafeim, 2020. "Does easing access to foreign financing matter for firm performance?," Journal of Corporate Finance, Elsevier, vol. 64(C).
    18. He, Guojun & Fan, Maoyong & Zhou, Maigeng, 2016. "The effect of air pollution on mortality in China: Evidence from the 2008 Beijing Olympic Games," Journal of Environmental Economics and Management, Elsevier, vol. 79(C), pages 18-39.
    19. Ma, Xinru & He, Jingbin, 2023. "Air pollution and corporate green innovation in China," Economic Modelling, Elsevier, vol. 124(C).
    20. Joao Guerreiro & Sergio Rebelo & Pedro Teles, 2022. "Should Robots Be Taxed?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 279-311.
    21. 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.
    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. Wang, Li & Dai, Yunhao & Kong, Dongmin, 2021. "Air pollution and employee treatment," Journal of Corporate Finance, Elsevier, vol. 70(C).
    24. Gan, Jiawu & Liu, Lihua & Qiao, Gang & Zhang, Qin, 2023. "The role of robot adoption in green innovation: Evidence from China," Economic Modelling, Elsevier, vol. 119(C).
    25. Daron Acemoglu & Pascual Restrepo, 2022. "Demographics and Automation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 1-44.
    26. Liao, Liping & Du, Minzhe & Chen, Zhongfei, 2021. "Air pollution, health care use and medical costs: Evidence from China," Energy Economics, Elsevier, vol. 95(C).
    27. 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.
    28. Huang, Keqi & Liu, Qiren & Tang, Chengjian, 2023. "Which firms benefit from robot adoption? Evidence from China," Journal of Asian Economics, Elsevier, vol. 86(C).
    29. 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.
    30. Jans, Jenny & Johansson, Per & Nilsson, J. Peter, 2018. "Economic status, air quality, and child health: Evidence from inversion episodes," Journal of Health Economics, Elsevier, vol. 61(C), pages 220-232.
    31. 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.
    32. Tan, Zhidong & Yan, Lina, 2021. "Does air pollution impede corporate innovation?," International Review of Economics & Finance, Elsevier, vol. 76(C), pages 937-951.
    33. Huang, Geng & He, Ling-Yun & Lin, Xi, 2022. "Robot adoption and energy performance: Evidence from Chinese industrial firms," Energy Economics, Elsevier, vol. 107(C).
    34. Faber, Marius, 2020. "Robots and reshoring: Evidence from Mexican labor markets," Journal of International Economics, Elsevier, vol. 127(C).
    35. Deschenes, Olivier & Wang, Huixia & Wang, Si & Zhang, Peng, 2020. "The effect of air pollution on body weight and obesity: Evidence from China," Journal of Development Economics, Elsevier, vol. 145(C).
    36. Bjuggren, Carl Magnus, 2018. "Employment protection and labor productivity," Journal of Public Economics, Elsevier, vol. 157(C), pages 138-157.
    37. 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.
    38. 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).
    39. 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).
    40. 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.
    41. 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.
    42. Yang, Mian & Tang, Wenliang, 2022. "Air pollution, political costs, and earnings management," Emerging Markets Review, Elsevier, vol. 51(PA).
    43. Sager, Lutz, 2019. "Estimating the effect of air pollution on road safety using atmospheric temperature inversions," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
    44. Jiang, Dequan & Li, Weiping & Shen, Yongjian & Yu, Shuangli, 2022. "Does air pollution affect earnings management? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 72(C).
    45. Zhang, Anming & Zhang, Yimin & Zhao, Ronald, 2003. "A study of the R&D efficiency and productivity of Chinese firms," Journal of Comparative Economics, Elsevier, vol. 31(3), pages 444-464, September.
    46. Ai, Hongshan & Wang, Mengyuan & Zhang, Yue-Jun & Zhu, Tian-Tian, 2022. "How does air pollution affect urban innovation capability? Evidence from 281 cities in China," Structural Change and Economic Dynamics, Elsevier, vol. 61(C), pages 166-178.
    47. Shuai Chen & Paulina Oliva & Peng Zhang, 2024. "Air Pollution and Mental Health: Evidence from China," AEA Papers and Proceedings, American Economic Association, vol. 114, pages 423-428, May.
    48. Abeliansky, Ana Lucia & Martínez-Zarzoso, Inmaculada & Prettner, Klaus, 2020. "3D printing, international trade, and FDI," Economic Modelling, Elsevier, vol. 85(C), pages 288-306.
    49. 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).
    50. Wu, Junfeng & Liu, Baohua & Chang, Samuel & Chan, Kam C., 2022. "Effects of air pollution on accounting conservatism," International Review of Financial Analysis, Elsevier, vol. 84(C).
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