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Migration and Hedonic Valuation: The Case of Air Quality

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Author Info
Patrick Bayer
Nathaniel Keohane
Christopher Timmins

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Abstract

Conventional hedonic techniques for estimating the value of local amenities rely on the assumption that households move freely among locations. We show that when moving is costly, the variation in housing prices and wages across locations may no longer reflect the value of differences in local amenities. We develop an alternative discrete-choice approach that models the household location decision directly, and we apply it to the case of air quality in U.S. metro areas in 1990 and 2000. Because air pollution is likely to be correlated with unobservable local characteristics such as economic activity, we instrument for air quality using the contribution of distant sources to local pollution %u2013 excluding emissions from local sources, which are most likely to be correlated with local conditions. Our model yields an estimated elasticity of willingness to pay with respect to air quality of 0.34 to 0.42. These estimates imply that the median household would pay $149 to $185 (in constant 1982-1984 dollars) for a one-unit reduction in average ambient concentrations of particulate matter. These estimates are three times greater than the marginal willingness to pay estimated by a conventional hedonic model using the same data. Our results are robust to a range of covariates, instrumenting strategies, and functional form assumptions. The findings also confirm the importance of instrumenting for local air pollution.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 12106.

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Date of creation: Mar 2006
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Handle: RePEc:nbr:nberwo:12106

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Find related papers by JEL classification:
H5 - Public Economics - - National Government Expenditures and Related Policies
Q2 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation
Q5 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics
R1 - Urban, Rural, and Regional Economics - - General Regional Economics

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Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Gordon B. Dahl, 2002. "Mobility and the Return to Education: Testing a Roy Model with Multiple Markets," RCER Working Papers 488, University of Rochester - Center for Economic Research (RCER). [Downloadable!]
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  10. Patrick Bajari & C. Lanier Benkard, 2001. "Demand Estimation With Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach," Working Papers 01010, Stanford University, Department of Economics. [Downloadable!]
  11. Marcelo J. Moreira, 2003. "A Conditional Likelihood Ratio Test for Structural Models," Econometrica, Econometric Society, vol. 71(4), pages 1027-1048, 07. [Downloadable!] (restricted)
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  13. Patrick Bajari & C. Lanier Benkard, 2001. "Demand Estimation With Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach," NBER Technical Working Papers 0272, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  14. Roback, Jennifer, 1982. "Wages, Rents, and the Quality of Life," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1257-78, December. [Downloadable!] (restricted)
  15. Palmquist, Raymond B, 1984. "Estimating the Demand for the Characteristics of Housing," The Review of Economics and Statistics, MIT Press, vol. 66(3), pages 394-404, August. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Kuminoff, Nicolai V., 2008. "Recovering Preferences from a Dual-Market Locational Equilibrium," 2008 Conference (52nd), February 5-8, 2008, Canberra, Australia 5989, Australian Agricultural and Resource Economics Society. [Downloadable!]
  2. H. Spencer Banzhaf & V. Kerry Smith, 2007. "Meta-analysis in model implementation: choice sets and the valuation of air quality improvements," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(6), pages 1013-1031. [Downloadable!]
    Other versions:
  3. Michael Greenstone & Justin Gallagher, 2006. "Does Hazardous Waste Matter? Evidence from the Housing Market and the Superfund Program," Working Papers 0620, Massachusetts Institute of Technology, Center for Energy and Environmental Policy Research. [Downloadable!]
    Other versions:
  4. Lall, Somik V. & Timmins, Christopher & Yu, Shouyue, 2009. "Connecting lagging and leading regions : the role of labor mobility," Policy Research Working Paper Series 4843, The World Bank. [Downloadable!]
  5. Luc Anselin & Nancy Lozano-Gracia, 2008. "Errors in variables and spatial effects in hedonic house price models of ambient air quality," Empirical Economics, Springer, vol. 34(1), pages 5-34, February. [Downloadable!] (restricted)
  6. Constant Tra, 2009. "Title: A Discrete Choice Equilibrium Approach to Valuing Large Environmental Changes," Working Papers 0922, University of Nevada, Las Vegas , Department of Economics. [Downloadable!]
  7. Michael Greenstone & Ted Gayer, 2007. "Quasi-Experimental and Experimental Approaches to Environmental Economics," Working Papers 0713, Massachusetts Institute of Technology, Center for Energy and Environmental Policy Research. [Downloadable!]
    Other versions:
  8. Patrick Bayer & Shakeeb Khan & Christopher Timmins, 2008. "Nonparametric Identification and Estimation in a Generalized Roy Model," NBER Working Papers 13949, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  9. Lucas W. Davis, 2008. "The Effect of Power Plants on Local Housing Values and Rents: Evidence from Restricted Census Microdata," Working Papers 0809, Massachusetts Institute of Technology, Center for Energy and Environmental Policy Research. [Downloadable!]
    Other versions:
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