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The value of air quality in Chinese cities: Evidence from labor and property market outcomes

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  • Xuan Huang
  • Bruno Lanz

Abstract

Using a dual-market sorting model of workers' location decisions, this paper studies the capitalization of air pollution in wages and property prices across Chinese cities. We exploit quasi-experimental variations in particulate matter (PM10) concentration induced by a policy subsidizing coal-based winter heating in northern China, specifying a regression discontinuity design based on cities' location relative to the policy boundary. We estimate that the elasticity of wages and house prices with respect to PM10 concentration is 0.41 and -0.71 respectively. Our results are robust to the use of an alternative source of exogenous variation in PM10 concentration (sandstorms), supporting the view that the local effect we measure provides policy-relevant information on the value of air quality improvements in China.

Suggested Citation

  • Xuan Huang & Bruno Lanz, 2015. "The value of air quality in Chinese cities: Evidence from labor and property market outcomes," CIES Research Paper series 38-2015, Centre for International Environmental Studies, The Graduate Institute.
  • Handle: RePEc:gii:ciesrp:cies_rp_37
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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. Siqi Zheng & Jing Cao & Matthew Kahn & Cong Sun, 2014. "Real Estate Valuation and Cross-Boundary Air Pollution Externalities: Evidence from Chinese Cities," The Journal of Real Estate Finance and Economics, Springer, vol. 48(3), pages 398-414, April.
    3. John Kennan & James R. Walker, 2011. "The Effect of Expected Income on Individual Migration Decisions," Econometrica, Econometric Society, vol. 79(1), pages 211-251, January.
    4. Sandra E. Black, 1999. "Do Better Schools Matter? Parental Valuation of Elementary Education," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 577-599.
    5. Dennis Epple & Holger Sieg, 1999. "Estimating Equilibrium Models of Local Jurisdictions," Journal of Political Economy, University of Chicago Press, vol. 107(4), pages 645-681, August.
    6. Roback, Jennifer, 1982. "Wages, Rents, and the Quality of Life," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1257-1278, December.
    7. Andrews,Donald W. K. & Stock,James H. (ed.), 2005. "Identification and Inference for Econometric Models," Cambridge Books, Cambridge University Press, number 9780521844413.
    8. 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.
    9. Bayer, Patrick & Keohane, Nathaniel & Timmins, Christopher, 2009. "Migration and hedonic valuation: The case of air quality," Journal of Environmental Economics and Management, Elsevier, vol. 58(1), pages 1-14, July.
    10. Ghanem, Dalia & Zhang, Junjie, 2014. "‘Effortless Perfection:’ Do Chinese cities manipulate air pollution data?," Journal of Environmental Economics and Management, Elsevier, vol. 68(2), pages 203-225.
    11. 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.
    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. Siqi Zheng & Yuming Fu & Hongyu Liu, 2009. "Demand for Urban Quality of Living in China: Evolution in Compensating Land-Rent and Wage-Rate Differentials," The Journal of Real Estate Finance and Economics, Springer, vol. 38(3), pages 194-213, April.
    14. Pope, Jaren C., 2008. "Buyer information and the hedonic: The impact of a seller disclosure on the implicit price for airport noise," Journal of Urban Economics, Elsevier, vol. 63(2), pages 498-516, March.
    15. David Albouy, 2016. "What Are Cities Worth? Land Rents, Local Productivity, and the Total Value of Amenities," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 477-487, July.
    16. Chen Yuyu & Jin Ginger Zhe & Kumar Naresh & Shi Guang, 2012. "Gaming in Air Pollution Data? Lessons from China," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 13(3), pages 1-43, December.
    17. Zheng, Siqi & Kahn, Matthew E., 2008. "Land and residential property markets in a booming economy: New evidence from Beijing," Journal of Urban Economics, Elsevier, vol. 63(2), pages 743-757, March.
    18. Douglas Almond & Yuyu Chen & Michael Greenstone & Hongbin Li, 2009. "Winter Heating or Clean Air? Unintended Impacts of China's Huai River Policy," American Economic Review, American Economic Association, vol. 99(2), pages 184-190, May.
    19. Cropper, Maureen L & Deck, Leland B & McConnell, Kenneth E, 1988. "On the Choice of Functional Form for Hedonic Price Functions," The Review of Economics and Statistics, MIT Press, vol. 70(4), pages 668-675, November.
    20. Charles M. Tiebout, 1956. "A Pure Theory of Local Expenditures," Journal of Political Economy, University of Chicago Press, vol. 64, pages 416-416.
    21. Siqi Zheng & Matthew E. Kahn, 2013. "Understanding China's Urban Pollution Dynamics," Journal of Economic Literature, American Economic Association, vol. 51(3), pages 731-772, September.
    22. Nicolai V. Kuminoff & V. Kerry Smith & Christopher Timmins, 2013. "The New Economics of Equilibrium Sorting and Policy Evaluation Using Housing Markets," Journal of Economic Literature, American Economic Association, vol. 51(4), pages 1007-1062, December.
    23. Janet Currie & Eric A. Hanushek & E. Megan Kahn & Matthew Neidell & Steven G. Rivkin, 2009. "Does Pollution Increase School Absences?," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 682-694, November.
    24. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    25. Leigh Linden & Jonah E. Rockoff, 2008. "Estimates of the Impact of Crime Risk on Property Values from Megan's Laws," American Economic Review, American Economic Association, vol. 98(3), pages 1103-1127, June.
    26. Graves, Philip E & Waldman, Donald M, 1991. "Multimarket Amenity Compensation and the Behavior of the Elderly," American Economic Review, American Economic Association, vol. 81(5), pages 1374-1381, December.
    27. Kuminoff, Nicolai V. & Parmeter, Christopher F. & Pope, Jaren C., 2010. "Which hedonic models can we trust to recover the marginal willingness to pay for environmental amenities?," Journal of Environmental Economics and Management, Elsevier, vol. 60(3), pages 145-160, November.
    28. Gyourko, Joseph & Kahn, Matthew & Tracy, Joseph, 1999. "Quality of life and environmental comparisons," Handbook of Regional and Urban Economics, in: P. C. Cheshire & E. S. Mills (ed.), Handbook of Regional and Urban Economics, edition 1, volume 3, chapter 37, pages 1413-1454, Elsevier.
    29. Blomquist, Glenn C & Berger, Mark C & Hoehn, John P, 1988. "New Estimates of Quality of Life in Urban Areas," American Economic Review, American Economic Association, vol. 78(1), pages 89-107, March.
    30. Lucas W. Davis, 2004. "The Effect of Health Risk on Housing Values: Evidence from a Cancer Cluster," American Economic Review, American Economic Association, vol. 94(5), pages 1693-1704, December.
    31. Edward L. Glaeser & Kristina Tobio, 2008. "The Rise of the Sunbelt," Southern Economic Journal, John Wiley & Sons, vol. 74(3), pages 610-643, January.
    32. Joseph Gyourko & Christopher Mayer & Todd Sinai, 2010. "Dispersion in House Price and Income Growth across Markets: Facts and Theories," NBER Chapters, in: Agglomeration Economics, pages 67-104, National Bureau of Economic Research, Inc.
    33. Zheng, Siqi & Fu, Yuming & Liu, Hongyu, 2006. "Housing-choice hindrances and urban spatial structure: Evidence from matched location and location-preference data in Chinese cities," Journal of Urban Economics, Elsevier, vol. 60(3), pages 535-557, November.
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    Cited by:

    1. Matías Fontenla & M. Ben Goodwin & Fidel Gonzalez, 2019. "Pollution and the choice of where to work and live within Mexico City," Latin American Economic Review, Springer;Centro de Investigaciòn y Docencia Económica (CIDE), vol. 28(1), pages 1-17, December.
    2. Nathaly M. Rivera, 2020. "Is Mining an Environmental Disamenity? Evidence from Resource Extraction Site Openings," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(3), pages 485-528, March.
    3. Kyung-Min Nam & Yifu Ou & Euijune Kim & Siqi Zheng, 2022. "Air Pollution and Housing Values in Korea: A Hedonic Analysis with Long-range Transboundary Pollution as an Instrument," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 82(2), pages 383-407, June.
    4. Daxin Dong & Boyang Xu & Ning Shen & Qian He, 2021. "The Adverse Impact of Air Pollution on China’s Economic Growth," Sustainability, MDPI, vol. 13(16), pages 1-27, August.
    5. Daxin Dong & Xiaowei Xu & Yat Fung Wong, 2019. "Estimating the Impact of Air Pollution on Inbound Tourism in China: An Analysis Based on Regression Discontinuity Design," Sustainability, MDPI, vol. 11(6), pages 1-18, March.
    6. Wang, Jianing & Lee, Chyi Lin, 2022. "The value of air quality in housing markets: A comparative study of housing sale and rental markets in China," Energy Policy, Elsevier, vol. 160(C).

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    More about this item

    Keywords

    Hedonic model; Air pollution; Labor market; Housing prices; Local public goods.;
    All these keywords.

    JEL classification:

    • H41 - Public Economics - - Publicly Provided Goods - - - Public Goods
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets
    • 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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