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Multi-Dimensional Heterogeneous Impacts of Air Pollution on Urban Sustainable Development of China

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  • Xiaoling Yuan

    (School of Economics and Finance, Xi’an Jiaotong University, Xi’an 710061, China
    These authors contributed equally to this work.)

  • Wencai Wang

    (School of Economics and Finance, Xi’an Jiaotong University, Xi’an 710061, China
    These authors contributed equally to this work.)

  • Zhaopeng Li

    (School of Marxism, Xi’an Jiaotong University, Xi’an 710061, China)

Abstract

Since China’s reform and opening up over 40 years ago, rapid urbanization has led to significant progress, but also severe air pollution. Understanding how air pollution affects the sustainable development of different city types is crucial for formulating targeted mitigation strategies. Thus, we propose the hypothesis that air pollution affects urban sustainable development through the synergistic interactions of population, industry, space, and society. To test this hypothesis, we construct a simultaneous equation system incorporating pollution, population, industry, spatial, and social factors, utilizing the Three-Stage Least Squares method for estimation. The robustness of our results is rigorously verified. Additionally, to explore deeper mechanisms, we perform a multi-dimensional heterogeneity analysis. Our results indicate that: (1) Air pollution negatively impacts urban sustainable development by reducing urban population size, with a coefficient of −0.950; (2) Air pollution hinders urban sustainable development by reducing manufacturing agglomeration, with a coefficient of −0.962; (3) Air pollution induces disordered urban spatial expansion, undermining sustainable development, with a coefficient of 2.596; and (4) Air pollution leads to stricter environmental rules, with a coefficient of 17.428, and these rules boost urban sustainability in the long term. Heterogeneity analysis further reveals that the intensity, direction, and statistical significance of air pollution’s effects vary across cities with different regional characteristics, pollution levels, population scales, industrial structures, spatial patterns, and regulatory intensities.

Suggested Citation

  • Xiaoling Yuan & Wencai Wang & Zhaopeng Li, 2025. "Multi-Dimensional Heterogeneous Impacts of Air Pollution on Urban Sustainable Development of China," Sustainability, MDPI, vol. 17(13), pages 1-36, June.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:13:p:5694-:d:1683664
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    References listed on IDEAS

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    1. Song, Yinghao & Bian, Zhaian & Tu, Wei & He, Juan, 2025. "How environmental regulation policies affect corporate ESG ratings: Latecomer advantage in China's digital economy," Energy Economics, Elsevier, vol. 144(C).
    2. Hanna Li & Yu Chen, 2025. "Polluting Industry Agglomeration, Environmental Regulation, and Urban Air Quality," Sustainability, MDPI, vol. 17(4), pages 1-21, February.
    3. Chao Zhang & Mimi Xiong & Zongmin Lan & Chunyang Wang, 2023. "Leave or stay? Heterogeneous impacts of air quality on intercity migration in China," Asia-Pacific Journal of Regional Science, Springer, vol. 7(4), pages 1169-1190, December.
    4. Matthew A. Cole & Eric Neumayer, 2003. "Examining the Impact of Demographic Factors On Air Pollution," Labor and Demography 0312005, University Library of Munich, Germany, revised 13 May 2004.
    5. 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).
    6. Mingxuan Fan & Corbett Grainger, 2023. "The Impact of Air Pollution on Labor Supply in China," Sustainability, MDPI, vol. 15(17), pages 1-19, August.
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