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Does Air Quality Matter? Evidence from the Housing Market

Bibliographic Data

ID10171997
AuthorsKenneth Y Chay (National Bureau of Economic Research), Madison Greenstone (0000-0002-2364-2810, American Bar Foundation), Michael Greenstone
Year2005
Volume113
Issue2
Pages376-424
Publication date2005-03-21
Peer ReviewedYes
Open AccessNo
TypeARTICLE
VenueJournal of Political Economy (JOURNAL)
Journal identifiersISSN: 0022-3808 • E-ISSN: 1537-534X
PublisherUniversity of Chicago Press (PUBLISHER • US)
DOI10.1086/427462
OpenAlexW2896568111
LanguageEN
Citations received201
References cited39

We exploit the structure of the Clean Air Act to provide new evidence on the capitalization of total suspended particulates (TSPs) air pollution into housing values. This legislation imposes strict regulations on polluters in “nonattainment” counties, which are defined by concentrations of TSPs that exceed a federally set ceiling. TSPs nonattainment status is associated with large reductions in TSPs pollution and increases in county‐level housing prices. When nonattainment status is used as an instrumental variable for TSPs, we find that the elasticity of housing values with respect to particulates concentrations ranges from −0.20 to −0.35. These estimates of the average marginal willingness to pay for clean air are robust to quasi‐experimental regression discontinuity and matching specification tests. Further, they are far less sensitive to model specification than cross‐sectional and fixed‐effects estimates, which occasionally have the “perverse” sign. We also find modest evidence that the marginal benefit of reductions of TSPs is lower in communities with relatively high pollution levels, which is consistent with preference‐based sorting. Overall, the improvements in air quality induced by the mid‐1970s TSPs nonattainment designation are associated with a $45 billion aggregate increase in housing values in nonattainment counties between 1970 and 1980

Air pollution · Air quality index · Economics · Geography · Meteorology · Regression discontinuity design · Statistics · Economic and Environmental Valuation · Environmental Science · Fiscal Policy and Economic Growth · Housing Market and Economics · Mathematics

  • Environmental Economics

    Open Access•V Kerry Smith•International Encyclopedia of the…•2015

  • Migration and hedonic valuation

    Open Access•P Bayer, Nathaniel O Keohane et al.•Journal of Environmental…•2009

  • The effects of low income housing tax credit developments on neighborhoods

    Open Access•Nathaniel Baum-Snow, Nathaniel Brandt Baum-Snow et al.•Journal of Public Economics•2009

  • Traffic Congestion and Infant Health

    Janet Currie, Reed Walker•American Economic Journal Applied…•2011

  • Environmental Regulations, Air and Water Pollution, and Infant Mortality in India

    Madison Greenstone, Michael Greenstone et al.•American Economic Review•2014

  • Local Economic Development, Agglomeration Economies, and the Big Push

    Patrick Kline, Enrico Moretti•The Quarterly Journal of Economics•2014

  • Environmental regulations on air pollution in China and their impact on infant mortality

    Open Access•Shinsuke Tanaka•Journal of Health Economics•2015

  • Estimates of the Impact of Crime Risk on Property Values from Megan's Laws

    Leigh Linden, Jonah E Rockoff•American Economic Review•2008

  • Calculating Tragedy

    Open Access•Bruno S Frey, Simon Luechinger et al.•Journal of Economic Surveys•2007

  • The Impact of Pollution on Worker Productivity

    Joshua Graff Zivin, Matthew Neidell•American Economic Review•2012

  • Advances in Measuring the Environmental and Social Impacts of Environmental Programs

    Open Access•Paul J Ferraro, Merlin M Hanauer•Annual Review of Environment and…•2014

  • Errors in variables and spatial effects in hedonic house price models of ambient air quality

    Open Access•Luc Anselin, Nancy Lozano‐Gracia et al.•Empirical Economics•2008

  • Does Hazardous Waste Matter? Evidence from the Housing Market and the Superfund Program

    Madison Greenstone, Michael Greenstone et al.•The Quarterly Journal of Economics•2008

  • The Transitional Costs of Sectoral Reallocation

    William R Walker, W Reed Walker•The Quarterly Journal of Economics•2013

  • Understanding China's Urban Pollution Dynamics

    Siqi Zheng, Matthew E Kahn•Journal of Economic Literature•2013

  • Defensive Investments and the Demand for Air Quality

    Olivier Deschênes, Madison Greenstone et al.•American Economic Review•2017

  • Valuing public goods using happiness data

    Open Access•Arik Levinson•Journal of Public Economics•2012

  • Design-based analysis in Difference-In-Differences settings with staggered adoption

    Open Access•Susan Athey, Guido W Imbens•Journal of Econometrics•2022

  • The Economic Impacts of Climate Change

    Olivier Deschênes, Madison Greenstone et al.•American Economic Review•2007

  • Valuing school quality, better transport, and lower crime

    Stephen Gibbons, Stephen Machin•Oxford Review of Economic Policy•2008

  • Disparities in PM 2.5 air pollution in the United States

    Open Access•Jonathan Colmer, Ian Hardman et al.•Science•2020

  • The Amenity Value of English Nature

    Open Access•Stephen Gibbons, Susana Mourato et al.•Environmental and Resource…•2014

  • The Life Satisfaction Approach to Environmental Valuation

    Bruno S Frey, Simon Luechinger et al.•Annual Review of Resource Economics•2010

  • The Green Solow model

    Open Access•William A Brock, M Scott Taylor•Journal of Economic Growth•2010

  • Interpolation of Air Quality Measures in Hedonic House Price Models

    Luc Anselin, Julie Le Gallo•Spatial Economic Analysis•2006

  • Which hedonic models can we trust to recover the marginal willingness to pay for environmental amenities?

    Open Access•Nicolai V Kuminoff, Christopher F Parmeter et al.•Journal of Environmental…•2010

  • Environment, Health, and Human Capital

    Joshua Graff Zivin, Matthew Neidell•Journal of Economic Literature•2013

  • Why Is Pollution from US Manufacturing Declining? The Roles of Environmental Regulation, Productivity, and Trade

    Joseph S Shapiro, Joseph Shapiro et al.•American Economic Review•2018

  • Regression discontinuity designs

    Open Access•Guido W Imbens, Thomas Lemieux•Journal of Econometrics•2008

  • Regression Discontinuity Designs in Economics

    David S Lee, Thomas Lemieux•Journal of Economic Literature•2010

  • Coal Smoke, City Growth, and the Costs of the Industrial Revolution

    Open Access•W Walker Hanlon•The Economic Journal•2019

  • The environmental and social costs of poorly coordinated public policies

    Open Access•Alejandra Schueftan, Amapola Núñez et al.•Energy for Sustainable Development•2026

  • Land Price Dynamics

    Changro Lee•Journal of Urban Planning and…•2026

  • Exploring the Spatial Heterogeneity of Residents' Marginal Willingness to Pay for Clean Air in Shanghai

    Open Access•Ziliang Lai, Xinghua Liu et al.•Frontiers in Public Health•2021

  • Can advancing environmental justice safeguard older adults' health? — Evidence from China's establishment of environmental courts

    Open Access•Shubao Jing, R Zhang et al.•Frontiers in Public Health•2025

  • The impact of air quality on housing prices in county-level residential markets

    Open Access•Xinyao Li, Li X et al.•Journal of Housing and the Built…•2026

  • A hedonic valuation of sanitation services in Guatemala

    Open Access•William F Vásquez, Laura Beaudin•Environment and Development…•2020

  • Transboundary air pollution and health

    Open Access•Jaehyun Jung, Anna Choi et al.•Environment and Development…•2022

  • Regression discontinuity design with multivalued treatments

    Open Access•Carolina Caetano, Gregorio Caetano et al.•Journal of Applied Econometrics•2023

  • Valuing the Disamenity of Open Dumpsites

    Open Access•Gayan K Udugama, Jamie T Mullins•The Journal of Environment &…•2024

  • Long Term Impact of Childhood Exposure to Pollution on Children’s Test Scores

    Open Access•Sajad Vahedi•Journal of Family and Economic…•2020

  • Reassessing environmental justice through pollution substitution

    Sangyoul Lee, Xiang Bi et al.•Journal of Environmental Planning…•2022

  • Waste disposal and housing price

    Zheng Chang, Weifeng Li et al.•Journal of Environmental Planning…•2021

  • The impact of air quality on industrial intelligence

    Zhang Cheng, Juanjuan Zhang•Journal of Environmental Planning…•2024

  • The social value of a ridesharing platform

    Open Access•Yongwook Paik, Christos A Makridis•Empirical Economics•2023

  • Fiber-broadband-internet and its regional impact—An empirical investigation

    Open Access•Gordon J Klein•Telecommunications Policy•2022

  • State Ownership, Environmental Regulation, and Corporate Green Investment

    Open Access•Thomas J Chemmanur, Bo Cheng et al.•Journal of Business Ethics•2025

  • The impact of place-based poverty relief

    Open Access•Carl Kitchens, Cullen T Wallace•Regional Science and Urban…•2022

  • The effects of improving a local amenity on housing markets and neighborhoods

    Open Access•Heejin Kim•Regional Science and Urban…•2025

  • Hits from the Bong

    Open Access•Danna Thomas, Lin Tian•Regional Science and Urban…•2021

  • Corporate responses to air quality regulation

    Open Access•Jie Mao, Chunhua Wang et al.•Regional Science and Urban…•2023

  • Epidemic shocks and housing price responses

    Open Access•Qinran Yang, Yugang Tang•Regional Science and Urban…•2021

  • The elected official next door

    Open Access•Daniel B Jones, Randall Walsh et al.•Regional Science and Urban…•2025

  • Willingness to pay for clean air

    Open Access•Shuhei Nishitateno, Paul J Burke•Regional Science and Urban…•2021

  • Fire protection services and house prices

    Open Access•David M Brasington, Olivier Parent•Regional Science and Urban…•2024

  • Micro-geographic property price and rent indices

    Open Access•Gabriel M Ahlfeldt, Stephan Heblich et al.•Regional Science and Urban…•2023

  • The historical impact of coal on cities

    Open Access•Karen Clay, Joshua Lewis et al.•Regional Science and Urban…•2024

  • Urban pull

    Open Access•Naomi Hausman, Peleg Samuels et al.•Regional Science and Urban…•2025

  • Private provision of local public goods and housing market responses

    Open Access•Stefano Cellini, Francisco Nobre•Regional Science and Urban…•2026

  • Effect of air pollution on house prices

    Open Access•Amirhossein Amini, Kaveh Nafari et al.•Regional Science and Urban…•2022

  • Inequality snowballing

    Open Access•Daniel Giraldo Paez, Zachary D Liscow•International Review of Law and…•2024

  • Fracking ghost towns

    Open Access•Arman Khachiyan•Journal of Urban Economics•2026

  • Impact of Energy Structure Adjustment and Environmental Regulation on Air Pollution in China

    Open Access•Xianhua Wu, Huai Deng et al.•Technological Forecasting and…•2021

  • Compensating wage differentials in formal and informal jobs

    Open Access•Dieter Verhaest, Stef Adriaenssen et al.•Kyklos•2022

  • Sweating Assets

    Open Access•Jindong Pang, Jinchao Feng et al.•Journal of Regional Science•2026

  • Is it really bridging the gap? Fiber internet's impact on housing values and homebuyer demographics

    Open Access•David Wolf, Nicholas Irwin•Journal of Regional Science•2024

  • Cleanliness is next to income

    Open Access•Lily Shen, Sean Wilkoff•Journal of Regional Science•2022

  • Emerging urban form – Emerging pollution

    Open Access•Mirjam Schindler, Geoffrey Caruso•Environment and Planning B Urban…•2020

  • The Hidden Cost of Firearm Violence on Infants in Utero

    Janet Currie, Janet M Currie et al.•The Review of Economics and…•2026

  • Tipping and the Dynamics of Segregation

    David Card, Alexandre Mas et al.•The Quarterly Journal of Economics•2008

  • Inequality at Birth

    Janet Currie, Janet M Currie•American Economic Review•2011

  • Low-emission zones, modes of transport and house prices

    Open Access•Eren Aydin, Kathleen Kürschner Rauck•Transportation•2023

  • HIV Status and Labor Market Participation in South Africa

    James Levinsohn, Zoë M Mclaren et al.•The Review of Economics and…•2013

  • The Effect of Power Plants on Local Housing Values and Rents

    Lucas W Davis•The Review of Economics and…•2011

  • An Embarrassment of Riches

    Joshua K Abbott, H Allen Klaiber•The Review of Economics and…•2011

  • Regulation-Induced Pollution Substitution

    Matthew Gibson•The Review of Economics and…•2019

  • Who Benefits from Environmental Regulation? Evidence from the Clean Air Act Amendments

    António Bento, Antonio M Bento et al.•The Review of Economics and…•2015

  • Air Pollution and the Labor Market

    Mark Borgschulte, David Molitor et al.•The Review of Economics and…•2024

  • Valuing Time-Varying Attributes Using the Hedonic Model

    Kelly Bishop, Kelly C Bishop et al.•The Review of Economics and…•2019

  • Has Covid-19 changed homebuyers' environmental preferences? Evidence from the Hangzhou housing market using street view images

    Open Access•Siyi Wang, Yue Xiao et al.•Cities•2026

  • Urban Population and Amenities

    David Albouy, Bryan A Stuart et al.•National Bureau of Economic…•2014

  • The abatement of particulate matter 2.5 in Los Angeles County

    Open Access•May Jane Chen•Environment Development and…•2021

  • Long-term exposure to ambient PM2.5 and population health

    Open Access•Neil E Rowland, Neil Rowland et al.•Economics & Human Biology•2024

  • Capitalism in Motion

    Louann Wurst, Mrozowski et al.•Historical Archaeology•2016

  • The Silver Lining of Rust Belt Manufacturing Decline

    Open Access•Matthew E Kahn•Journal of Urban Economics•1999

  • The Incidence of U.S. Agricultural Subsidies on Farmland Rental Rates

    Barrett E Kirwan•Journal of Political Economy•2009

  • Air Pollution, Health Shocks and Labor Mobility

    Open Access•Yi Zhang, Tao Shi et al.•International Journal of…•2022

  • Dust Deposition Impacts at a Liquidated Gold Mine Village

    Open Access•Mbalenhle Mpanza, Elhadi Adam et al.•International Journal of…•2020

  • Air Pollution and Migration Decision of Migrants in Low-Carbon Society

    Open Access•Feiwei Shen, Qiang Wang et al.•International Journal of…•2023

  • How Does Air Pollution Influence Housing Prices in the Bay Area

    Open Access•Minmeng Tang, Deb Niemeier•International Journal of…•2021

  • How Much Are People Willing to Pay for Clean Air? Analyzing Housing Prices in Response to the Smog Free Tower in Xi’an

    Open Access•Haiyong Zhang, Sanqin Mao et al.•International Journal of…•2021

  • Air Pollution and Workplace Choice

    Open Access•Tao Lin, Wenhao Qian et al.•International Journal of…•2022

  • Air pollution and health of working-age population

    Open Access•Shijun You, Shuo-Yan Chou•Economics & Human Biology•2025

  • The legacy lead deposition in soils and its impact on cognitive function in preschool-aged children in the United States

    Open Access•Karen Clay, Margarita Portnykh et al.•Economics & Human Biology•2019

  • How does urban innovation affect haze pollution? Evidence from 270 cities in China

    Open Access•Lan Yu, Bingbing Zhang•Environment Development and…•2023

  • The happiness effect of Chinese ecological civilization construction

    Open Access•Jun Li, Han-Jin Xie et al.•Environment Development and…•2023

  • What are the economic concerns on environment? Mapping the research trends and frontiers on air pollution and health

    Open Access•Jie Xie, Mingying Zhu•Economic Research-Ekonomska…•2022

  • The determinants of non-residential real estate values with special reference to environmental local amenities

    Open Access•Sofia F Franco, Sofia Franco et al.•Ecological Economics•2022

  • The greener, the happier? The effect of urban land use on residential well-being

    Open Access•Christian Krekel, Jens Kolbe et al.•Ecological Economics•2016

  • Measuring environmental inequality

    Open Access•James K Boyce, Klara Zwickl et al.•Ecological Economics•2016

  • An Association between Air Pollution and Mortality in Six U.S. Cities

    Douglas W Dockery, C Arden Pope et al.•New England Journal of Medicine•1993

  • Monotone Instrumental Variables

    Charles F Manski, John V Pepper•Econometrica•2000

  • Regional Evolutions

    Olivier Blanchard, Olivier Jean Blanchard et al.•Brookings Papers on Economic…•1992

  • Equalizing Differences in the Labor Market

    Charles Brown•The Quarterly Journal of Economics•1980

  • Hedonic housing prices and the demand for clean air

    Open Access•David Harrison, Daniel L Rubinfeld•Journal of Environmental…•1978

  • Random group effects and the precision of regression estimates

    Open Access•Brent R Moulton•Journal of Econometrics•1986

  • Local instrumental variables and latent variable models for identifying and bounding treatment effects

    Open Access•James J Heckman, Edward Vytlacil et al.•Proceedings of the National…•1999

  • Do Better Schools Matter? Parental Valuation of Elementary Education

    Sandra E Black•The Quarterly Journal of Economics•1999

  • On the Estimation of Structural Hedonic Price Models

    James N Brown, Harvey S Rosen•Econometrica•1982

  • The Impact of Air Pollution on Infant Mortality

    Kenneth Y Chay, Madison Greenstone•The Quarterly Journal of Economics•2003

  • Estimating the Demand for the Characteristics of Housing

    Raymond B Palmquist•The Review of Economics and…•1984

  • On the Choice of Funtional Form for Hedonic Price Functions

    Maureen Cropper, Maureen L Cropper et al.•The Review of Economics and…•1988

  • The Determinants of Residential Property Values with Special Reference to Air Pollution

    Ronald G Ridker, John A Henning•The Review of Economics and…•1967

  • Air Pollution and Property Values

    Kenneth A Small•The Review of Economics and…•1975

  • Compensating Wage Differentials and Public Policy

    Open Access•Robert S Smith•Industrial and Labor Relations…•1979

  • Choice of functional form for hedonic price equations

    Open Access•Robert Halvorsen, Henry Pollakowski et al.•Journal of Urban Economics•1981

  • The Silver Lining of Rust Belt Manufacturing Decline

    Open Access•Matthew E Kahn•Journal of Urban Economics•1999

  • Estimating Equilibrium Models of Local Jurisdictions

    Dennis Epple, Holger Sieg•Journal of Political Economy•1999

  • The Estimation of Demand Parameters in Hedonic Price Models

    Timothy J Bartik•Journal of Political Economy•1987

  • The Impacts of Environmental Regulations on Industrial Activity

    Madison Greenstone, Michael Greenstone•Journal of Political Economy•2002

  • Wages, Rents, and the Quality of Life

    Jennifer Roback•Journal of Political Economy•1982

  • Hedonic Prices and Implicit Markets

    Dennis Epple•Journal of Political Economy•1987

  • Hedonic Prices and Implicit Markets

    Sherwin Rosen•Journal of Political Economy•1974

  • Can Markets Value Air Quality? A Meta-Analysis of Hedonic Property Value Models

    V Kerry Smith, Ju‐Chin Huang et al.•Journal of Political Economy•1995

Unique citing works201
Citations per year7,44
Citation span1999 - 2026 (28)
Citation velocitycurrent
Highly citedYes
Citation typesNeutral: 201
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