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AI Development and Air Pollution : Evidence from China

Author

Listed:
  • Shuzhong Ma

    (China Academy of Digital Trade, Zhejiang University, Hangzhou 310058, China.)

  • Jiaqi CHEN

    (China Academy of Digital Trade, Zhejiang University, Hangzhou 310058, China.)

  • Jiwen GUO

    (School of Economics & Trade, Hunan University, Changsha 410079, China.)

Abstract

The impact of corporate activities on air pollution is a crucial aspect of ESG evaluation. In the digital era, where firms increasingly adopt artificial intelligence (AI) technology to drive production transformation, a nuanced understanding of the relationship between AI and air pollution is essential for accurately assessing corporate ESG performance. This study uses panel data from 256 Chinese cities between 2003 and 2020 to examine the impact of AI development on air pollution. We find that AI development, measured by AI patents, increases PM2.5 emissions. This conclusion remains robust across a series of tests, including alternative measurements of the independent variable, exclusion of policy interference, removal of special samples, and addressing endogeneity concerns with instrumental variables. Heterogeneity analysis reveals that utility model AI patents primarily drive the increase in air pollution, with the impact of AI development on air pollution levels being more pronounced in small cities, non-core cities, and cities with weaker air pollution control efforts. Regarding underlying mechanisms, AI development exacerbates air pollution through increased energy consumption and expanded industrial output. Our study underscores the necessity of including AI-driven air pollution externalities in assessing corporate ESG performance.

Suggested Citation

  • Shuzhong Ma & Jiaqi CHEN & Jiwen GUO, 2025. "AI Development and Air Pollution : Evidence from China," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(2), pages 41-61, July.
    • Handle: RePEc:rjr:romjef:v::y:2025:i:2:p:41-61
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    as
    1. 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.
    2. Daron Acemoglu & Philippe Aghion & Leonardo Bursztyn & David Hemous, 2012. "The Environment and Directed Technical Change," American Economic Review, American Economic Association, vol. 102(1), pages 131-166, February.
    3. Daron Acemoglu & David Autor & Jonathon Hazell & Pascual Restrepo, 2022. "Artificial Intelligence and Jobs: Evidence from Online Vacancies," Journal of Labor Economics, University of Chicago Press, vol. 40(S1), pages 293-340.
    4. Ucar, Erdem & Staer, Arsenio, 2020. "Local corruption and corporate social responsibility," Journal of Business Research, Elsevier, vol. 116(C), pages 266-282.
    5. Zhong, Weiqiang & Jiang, Tingfeng, 2021. "Can internet finance alleviate the exclusiveness of traditional finance? evidence from Chinese P2P lending markets," Finance Research Letters, Elsevier, vol. 40(C).
    6. Philippe Aghion & Antoine Dechezleprêtre & David Hémous & Ralf Martin & John Van Reenen, 2016. "Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 1-51.
    7. Gilles Duranton & Matthew A. Turner, 2011. "The Fundamental Law of Road Congestion: Evidence from US Cities," American Economic Review, American Economic Association, vol. 101(6), pages 2616-2652, October.
    8. 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.
    9. Kenneth Y. Chay & Michael Greenstone, 2003. "The Impact of Air Pollution on Infant Mortality: Evidence from Geographic Variation in Pollution Shocks Induced by a Recession," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 1121-1167.
    10. Jing Wei & Zhanqing Li & Alexei Lyapustin & Jun Wang & Oleg Dubovik & Joel Schwartz & Lin Sun & Chi Li & Song Liu & Tong Zhu, 2023. "First close insight into global daily gapless 1 km PM2.5 pollution, variability, and health impact," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    11. Brian R. Copeland & M. Scott Taylor, 2004. "Trade, Growth, and the Environment," Journal of Economic Literature, American Economic Association, vol. 42(1), pages 7-71, March.
    12. Shujie Yao & Xu Yan & Chun Kwok Lei & Feng Wang, 2022. "High-speed railway and tourism development in China," Tourism Economics, , vol. 28(6), pages 1520-1544, September.
    13. 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.
    14. Chor, Davin & Li, Bingjing, 2024. "Illuminating the effects of the US-China tariff war on China’s economy," Journal of International Economics, Elsevier, vol. 150(C).
    15. Stavins, Robert N., 2003. "Experience with market-based environmental policy instruments," Handbook of Environmental Economics, in: K. G. Mäler & J. R. Vincent (ed.), Handbook of Environmental Economics, edition 1, volume 1, chapter 9, pages 355-435, Elsevier.
    16. ., 2024. "State Technology-Based Economic Development (TBED) strategies," Chapters, in: Growth Policies for the High-Tech Economy, chapter 11, pages 206-235, Edward Elgar Publishing.
    17. Robert G. Eccles & Ioannis Ioannou & George Serafeim, 2014. "The Impact of Corporate Sustainability on Organizational Processes and Performance," Management Science, INFORMS, vol. 60(11), pages 2835-2857, November.
    18. Huo, Da & Zhang, Xiaotao & Meng, Shuang & Wu, Gang & Li, Junhang & Di, Ruoqi, 2022. "Green finance and energy efficiency: Dynamic study of the spatial externality of institutional support in a digital economy by using hidden Markov chain," Energy Economics, Elsevier, vol. 116(C).
    19. Xuna Zhang & Shijing Nan & Shanbing Lu & Minna Wang, 2022. "Spatial Effects of Air Pollution on the Siting of Enterprises: Evidence from China," IJERPH, MDPI, vol. 19(21), pages 1-18, November.
    20. Qianqian Wan & Daqian Shi, 2022. "Smarter and Cleaner: The Digital Economy and Environmental Pollution," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 30(6), pages 59-85, November.
    21. Zhao, Yuanshuang & Dong, Liang & Sun, Yuhang & Ma, Yunning & Zhang, Ning, 2024. "Is air pollution the original sin of firms? The impact of air pollution on firms' ESG scores," Energy Economics, Elsevier, vol. 136(C).
    22. Ajay Agrawal & Joshua Gans & Avi Goldfarb, 2019. "The Economics of Artificial Intelligence: An Agenda," NBER Books, National Bureau of Economic Research, Inc, number agra-1.
    23. Xiaohang Ren & Cheng Cheng & Zhen Wang & Cheng Yan, 2021. "Spillover and dynamic effects of energy transition and economic growth on carbon dioxide emissions for the European Union: A dynamic spatial panel model," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(1), pages 228-242, January.
    24. Su, Chi-Wei & Yang, Shengyao & Dumitrescu Peculea, Adelina & Ioana Biţoiu, Teodora & Qin, Meng, 2024. "Energy imports in turbulent eras: Evidence from China," Energy, Elsevier, vol. 306(C).
    25. Kolk, Ans & van Tulder, Rob, 2010. "International business, corporate social responsibility and sustainable development," International Business Review, Elsevier, vol. 19(2), pages 119-125, April.
    26. Fisman, Raymond & Svensson, Jakob, 2007. "Are corruption and taxation really harmful to growth? Firm level evidence," Journal of Development Economics, Elsevier, vol. 83(1), pages 63-75, May.
    27. Huang, Yujie & Liu, Shucheng & Gan, Jiawu & Liu, Baoliu & Wu, Yuxi, 2024. "How does the construction of new generation of national AI innovative development pilot zones drive enterprise ESG development? Empirical evidence from China," Energy Economics, Elsevier, vol. 140(C).
    28. 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).
    29. Shaojian Chen & Hui Mao & Junqin Sun, 2022. "Low-Carbon City Construction and Corporate Carbon Reduction Performance: Evidence From a Quasi-Natural Experiment in China," Journal of Business Ethics, Springer, vol. 180(1), pages 125-143, September.
    30. Werner Antweiler & Brian R. Copeland & M. Scott Taylor, 2001. "Is Free Trade Good for the Environment?," American Economic Review, American Economic Association, vol. 91(4), pages 877-908, September.
    31. Usman, Ahmed & Ozturk, Ilhan & Ullah, Sana & Hassan, Ali, 2021. "Does ICT have symmetric or asymmetric effects on CO2 emissions? Evidence from selected Asian economies," Technology in Society, Elsevier, vol. 67(C).
    32. 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).
    33. Zhou, Hailing & Liu, Ji, 2023. "Digitalization of the economy and resource efficiency for meeting the ESG goals," Resources Policy, Elsevier, vol. 86(PA).
    34. Guest, Ross, 2010. "The economics of sustainability in the context of climate change: An overview," Journal of World Business, Elsevier, vol. 45(4), pages 326-335, October.
    35. Huo, Da & Gu, Wenjia & Guo, Dongmei & Tang, Aidi, 2024. "The service trade with AI and energy efficiency: Multiplier effect of the digital economy in a green city by using quantum computation based on QUBO modeling," Energy Economics, Elsevier, vol. 140(C).
    36. Gregory Clark, 2007. "Introduction to A Farewell to Alms: A Brief Economic History of the World," Introductory Chapters, in: A Farewell to Alms: A Brief Economic History of the World, Princeton University Press.
    37. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
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    JEL classification:

    • M14 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - Corporate Culture; Diversity; Social Responsibility
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling

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