IDEAS home Printed from https://ideas.repec.org/p/irn/wpaper/17-10.html
   My bibliography  Save this paper

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

Author

Listed:
  • 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. To account for endogeneity of air pollution in the determination of wages and property prices, we exploit quasi-experimental variations in air quality induced by a policy subsidizing coal-based winter heating in northern China, and document a discontinuity in average air quality for cities located north and south of the policy boundary. Using data for all 288 Chinese cities in 2011, we estimate an equilibrium relationship between wages and house prices for the entire system of Chinese cities, and specify a regression discontinuity design to quantify how variation in air quality induced by the policy affects this relationship locally. Our preferred estimates of the elasticity of wages and house prices with respect to PM10 concentration are 0.53 and -0.71 respectively. At the average of our sample, the willingness to pay for a marginal reduction in PM10 concentration is CNY 261.28 (about USD 40.50), with a significant share reflected in labor market outcomes.

Suggested Citation

  • Xuan Huang & Bruno Lanz, 2017. "The value of air quality in Chinese cities: Evidence from labor and property market outcomes," IRENE Working Papers 17-10, IRENE Institute of Economic Research.
    • Handle: RePEc:irn:wpaper:17-10
    as

    Download full text from publisher

    File URL: https://www5.unine.ch/RePEc/ftp/irn/pdfs/WP17-10.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    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, January.
    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(5), 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    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. Nie, Rong & Song, Jinbo & Carneiro, Juliana, 2024. "Does emissions data disclosure of Waste-to-Energy incineration plants mitigate NIMBYism concerns? Evidence from the housing market," The Warwick Economics Research Paper Series (TWERPS) 1527, University of Warwick, Department of Economics.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kahn, Matthew E. & Walsh, Randall, 2015. "Cities and the Environment," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 405-465, Elsevier.
    2. Nicolai V. Kuminoff & V. Kerry Smith & Christopher Timmins, 2010. "The New Economics of Equilibrium Sorting and its Transformational Role for Policy Evaluation," NBER Working Papers 16349, National Bureau of Economic Research, Inc.
    3. Nicolai V. Kuminoff & Jaren C. Pope, 2014. "Do “Capitalization Effects” For Public Goods Reveal The Public'S Willingness To Pay?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55(4), pages 1227-1250, November.
    4. 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.
    5. Severen, Christopher & Costello, Christopher & Deschênes, Olivier, 2018. "A Forward-Looking Ricardian Approach: Do land markets capitalize climate change forecasts?," Journal of Environmental Economics and Management, Elsevier, vol. 89(C), pages 235-254.
    6. Shihe Fu & V. Brian Viard, 2022. "A mayors perspective on tackling air pollution," Chapters, in: Charles K.Y. Leung (ed.), Handbook of Real Estate and Macroeconomics, chapter 16, pages 413-437, Edward Elgar Publishing.
    7. Nicolai V. Kuminoff, 2018. "Can Understanding Spatial Equilibria Enhance Benefit Transfers for Environmental Policy Evaluation?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 69(3), pages 591-608, March.
    8. Bieri, David S. & Kuminoff, Nicolai V. & Pope, Jaren C., 2023. "National expenditures on local amenities," Journal of Environmental Economics and Management, Elsevier, vol. 117(C).
    9. Albouy, David & Lue, Bert, 2015. "Driving to opportunity: Local rents, wages, commuting, and sub-metropolitan quality of life," Journal of Urban Economics, Elsevier, vol. 89(C), pages 74-92.
    10. Sun, Cong & Kahn, Matthew E. & Zheng, Siqi, 2017. "Self-protection investment exacerbates air pollution exposure inequality in urban China," Ecological Economics, Elsevier, vol. 131(C), pages 468-474.
    11. Baum-Snow, Nathaniel & Ferreira, Fernando, 2015. "Causal Inference in Urban and Regional Economics," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 3-68, Elsevier.
    12. Bishop, Kelly C. & Timmins, Christopher, 2019. "Estimating the marginal willingness to pay function without instrumental variables," Journal of Urban Economics, Elsevier, vol. 109(C), pages 66-83.
    13. Kuminoff, Nicolai V. & Jarrah, Abdul Salam, 2010. "A new approach to computing hedonic equilibria and investigating the properties of locational sorting models," Journal of Urban Economics, Elsevier, vol. 67(3), pages 322-335, May.
    14. 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.
    15. Koen van Ruijven & Joep Tijm, 2022. "Do people value environmental goods? Evidence from the Netherlands," CPB Discussion Paper 438, CPB Netherlands Bureau for Economic Policy Analysis.
    16. Li, Jennifer (Jie) & Massa, Massimo & Zhang, Hong & Zhang, Jian, 2021. "Air pollution, behavioral bias, and the disposition effect in China," Journal of Financial Economics, Elsevier, vol. 142(2), pages 641-673.
    17. Guoying Deng & Manuel A. Hernandez & Shu Xu, 2020. "When Power Plants Leave Town: Environmental Quality and the Housing Market in China," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 77(4), pages 751-780, December.
    18. 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.
    19. 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.
    20. Margaret Walls & Carolyn Kousky & Ziyan Chu, 2015. "Is What You See What You Get? The Value of Natural Landscape Views," Land Economics, University of Wisconsin Press, vol. 91(1), pages 1-19.

    More about this item

    Keywords

    Hedonic model; Air pollution; Labor market; House prices; Local public goods; Regression discontinuity;
    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:irn:wpaper:17-10. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Siwar Khelifa (email available below). General contact details of provider: https://edirc.repec.org/data/irenech.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.