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Spatial heterogeneity of marginal willingness to pay for air quality in PM2.5: analysis of buyers’ housing price in Beijing through hedonic price, spatial regression, and quantile regression models

Author

Listed:
  • Chao Zhang

    (Hebei University of Technology
    Hebei University of Technology)

  • Mimi Xiong

    (Hebei University of Technology)

  • Xuehui Wei

    (Hebei University of Technology)

  • Zongmin Lan

    (Department of Macroeconomic Research, Development Research Center of the State Council
    Central University of Finance and Economics)

Abstract

Valuing air quality can help governments better evaluate the economic benefits of policies related to air pollution. However, many studies ignore heterogeneity and spatial effects within cities, which may render the results inaccurate. To fill these gaps, this study attempted to examine individuals’ marginal willingness to pay (MWTP) for air quality across locations and buyers in Beijing by utilizing hedonic price, spatial regression and quantile regression models. The results showed: (1) a concentration of PM2.5 is significantly negatively correlated with housing prices. Specifically, the value of the MWTP for a 1% improvement in PM2.5 is US$327, and this figure is US$177 after considering the spatial effects. (2) The MWTP for air quality is heterogeneous across locations. MWTP for air quality is lower the farther away the location is from the central business district (CBD) and the nearest employment center, the lower the MWTP for air quality. (3) Buyers of high-priced housing display a higher MWTP for air quality. These findings show that developing countries facing environmental issues should re-examine the traditional development model of “sacrificing the environment for economic growth” and develop a sustainable model. Moreover, further joining of air pollution control and a differential, location-specific scheme coupled with an individual-specific scheme for developing new communities is necessary.

Suggested Citation

  • Chao Zhang & Mimi Xiong & Xuehui Wei & Zongmin Lan, 2023. "Spatial heterogeneity of marginal willingness to pay for air quality in PM2.5: analysis of buyers’ housing price in Beijing through hedonic price, spatial regression, and quantile regression models," Asia-Pacific Journal of Regional Science, Springer, vol. 7(3), pages 697-720, September.
    • Handle: RePEc:spr:apjors:v:7:y:2023:i:3:d:10.1007_s41685-023-00290-x
    DOI: 10.1007/s41685-023-00290-x
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    1. 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.
    2. Nishitateno, Shuhei & Burke, Paul J., 2021. "Willingness to pay for clean air: Evidence from diesel vehicle registration restrictions in Japan," Regional Science and Urban Economics, Elsevier, vol. 88(C).
    3. Runqiu Liu & Chao Yu & Canmian Liu & Jian Jiang & Jing Xu, 2018. "Impacts of Haze on Housing Prices: An Empirical Analysis Based on Data from Chengdu (China)," IJERPH, MDPI, vol. 15(6), pages 1-21, June.
    4. D'Elia, Vanesa Valeria & Grand, Mariana Conte & León, Sonia, 2020. "Bus rapid transit and property values in Buenos Aires: Combined spatial hedonic pricing and propensity score techniques," Research in Transportation Economics, Elsevier, vol. 80(C).
    5. Edward Ludwig Glaeser, 2005. "Urban colossus: why is New York America's largest city?," Economic Policy Review, Federal Reserve Bank of New York, issue Dec, pages 7-24.
    6. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    7. Freeman, Richard & Liang, Wenquan & Song, Ran & Timmins, Christopher, 2019. "Willingness to pay for clean air in China," Journal of Environmental Economics and Management, Elsevier, vol. 94(C), pages 188-216.
    8. Daniel P. McMillen & John McDonald, 2004. "Reaction of House Prices to a New Rapid Transit Line: Chicago's Midway Line, 1983–1999," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(3), pages 463-486, September.
    9. Zhang, Junjie & Mu, Quan, 2018. "Air pollution and defensive expenditures: Evidence from particulate-filtering facemasks," Journal of Environmental Economics and Management, Elsevier, vol. 92(C), pages 517-536.
    10. Olivier Deschênes & Michael Greenstone & Joseph S. Shapiro, 2017. "Defensive Investments and the Demand for Air Quality: Evidence from the NOx Budget Program," American Economic Review, American Economic Association, vol. 107(10), pages 2958-2989, October.
    11. Rajapaksa, Darshana & Gono, Marcel & Wilson, Clevo & Managi, Shunsuke & Lee, Boon & Hoang, Viet-Ngu, 2020. "The demand for education: The impacts of good schools on property values in Brisbane, Australia," Land Use Policy, Elsevier, vol. 97(C).
    12. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    13. Huang, Bin & He, Xiaoyan & Xu, Lei & Zhu, Yu, 2020. "Elite School Designation and Housing Prices: Quasi-Experimental Evidence from Beijing, China," IZA Discussion Papers 12897, Institute of Labor Economics (IZA).
    14. James P. Lesage, 2008. "An Introduction to Spatial Econometrics," Revue d'économie industrielle, De Boeck Université, vol. 0(3), pages 19-44.
    15. Coro Chasco & Julie Le Gallo, 2015. "Heterogeneity in Perceptions of Noise and Air Pollution: A Spatial Quantile Approach on the City of Madrid," Spatial Economic Analysis, Taylor & Francis Journals, vol. 10(3), pages 317-343, September.
    16. Yang, Linchuan & Chu, Xiaoling & Gou, Zhonghua & Yang, Hongtai & Lu, Yi & Huang, Wencheng, 2020. "Accessibility and proximity effects of bus rapid transit on housing prices: Heterogeneity across price quantiles and space," Journal of Transport Geography, Elsevier, vol. 88(C).
    17. Liao, Liping & Du, Minzhe & Chen, Zhongfei, 2021. "Air pollution, health care use and medical costs: Evidence from China," Energy Economics, Elsevier, vol. 95(C).
    18. Bernard Fingleton, 2006. "A cross‐sectional analysis of residential property prices: the effects of income, commuting, schooling, the housing stock and spatial interaction in the English regions," Papers in Regional Science, Wiley Blackwell, vol. 85(3), pages 339-361, August.
    19. Huang, Bin & He, Xiaoyan & Xu, Lei & Zhu, Yu, 2020. "Elite school designation and housing prices-quasi-experimental evidence from Beijing, China✰," Journal of Housing Economics, Elsevier, vol. 50(C).
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