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Difference-in-Difference Hedonics

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  • Banzhaf, H. Spencer

Abstract

Traditional cross-sectional estimates of hedonic price functions theoretically can recover marginal willingness to pay for characteristics, but face endogeneity problems when some characteristics are unobserved. To help overcome such problems, economists have introduced difference-in-differences and other quasi-experimental econometric methods into the hedonic model. Unfortunately, the welfare interpretation of the estimands has not been clear. This paper shows that, when they condition on baseline data, they identify the "average direct unmediated effect" on prices from a change in characteristics. It further shows that this effect is a lower bound on welfare, specifically Hicksian equivalent surplus plus the change in profits. The paper illustrates these results with an application to toxic facilities' effects on housing prices.

Suggested Citation

  • Banzhaf, H. Spencer, 2019. "Difference-in-Difference Hedonics," MPRA Paper 101194, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:101194
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    1. Lang, Corey, 2018. "Assessing the efficiency of local open space provision," Journal of Public Economics, Elsevier, vol. 158(C), pages 12-24.
    2. Palmquist, Raymond B., 1992. "Valuing localized externalities," Journal of Urban Economics, Elsevier, vol. 31(1), pages 59-68, January.
    3. Lucija Muehlenbachs & Elisheba Spiller & Christopher Timmins, 2015. "The Housing Market Impacts of Shale Gas Development," American Economic Review, American Economic Association, vol. 105(12), pages 3633-3659, December.
    4. Mastromonaco, Ralph, 2015. "Do environmental right-to-know laws affect markets? Capitalization of information in the toxic release inventory," Journal of Environmental Economics and Management, Elsevier, vol. 71(C), pages 54-70.
    5. Ivar Ekeland & James J. Heckman & Lars Nesheim, 2004. "Identification and Estimation of Hedonic Models," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages 60-109, February.
    6. Bruno Crépon & Esther Duflo & Marc Gurgand & Roland Rathelot & Philippe Zamora, 2013. "Do Labor Market Policies have Displacement Effects? Evidence from a Clustered Randomized Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 531-580.
    7. Stephanie Riegg Cellini & Fernando Ferreira & Jesse Rothstein, 2010. "The Value of School Facility Investments: Evidence from a Dynamic Regression Discontinuity Design," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 215-261.
    8. J. R. Hicks, 1943. "The Four Consumer's Surpluses," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 11(1), pages 31-41.
    9. Griffith, Rachel & Nesheim, Lars, 2013. "Hedonic methods for baskets of goods," Economics Letters, Elsevier, vol. 120(2), pages 284-287.
    10. Kelly C. Bishop & Alvin D. Murphy, 2019. "Valuing Time-Varying Attributes Using the Hedonic Model: When Is a Dynamic Approach Necessary?," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 134-145, March.
    11. 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.
    12. Michael Greenstone & Justin Gallagher, 2008. "Does Hazardous Waste Matter? Evidence from the Housing Market and the Superfund Program," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(3), pages 951-1003.
    13. Charles F. Manski, 2013. "Identification of treatment response with social interactions," Econometrics Journal, Royal Economic Society, vol. 16(1), pages 1-23, February.
    14. Holger Sieg & V. Kerry Smith & H. Spencer Banzhaf & Randy Walsh, 2004. "Estimating The General Equilibrium Benefits Of Large Changes In Spatially Delineated Public Goods," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 45(4), pages 1047-1077, November.
    15. Antonio Bento & Matthew Freedman & Corey Lang, 2015. "Who Benefits from Environmental Regulation? Evidence from the Clean Air Act Amendments," The Review of Economics and Statistics, MIT Press, vol. 97(3), pages 610-622, July.
    16. Yingying Dong & Arthur Lewbel, 2015. "Identifying the Effect of Changing the Policy Threshold in Regression Discontinuity Models," The Review of Economics and Statistics, MIT Press, vol. 97(5), pages 1081-1092, December.
    17. Hudgens, Michael G. & Halloran, M. Elizabeth, 2008. "Toward Causal Inference With Interference," Journal of the American Statistical Association, American Statistical Association, vol. 103, pages 832-842, June.
    18. Patrick Bajari & C. Lanier Benkard, 2005. "Demand Estimation with Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach," Journal of Political Economy, University of Chicago Press, vol. 113(6), pages 1239-1276, December.
    19. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2007. "A Unified Framework for Measuring Preferences for Schools and Neighborhoods," Journal of Political Economy, University of Chicago Press, vol. 115(4), pages 588-638, August.
    20. repec:dau:papers:123456789/6486 is not listed on IDEAS
    21. 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.
    22. H. Spencer Banzhaf & Randall P. Walsh, 2008. "Do People Vote with Their Feet? An Empirical Test of Tiebout," American Economic Review, American Economic Association, vol. 98(3), pages 843-863, June.
    23. Keane, Michael P & Wolpin, Kenneth I, 1997. "The Career Decisions of Young Men," Journal of Political Economy, University of Chicago Press, vol. 105(3), pages 473-522, June.
    24. James J. Heckman & Rosa L. Matzkin & Lars Nesheim, 2010. "Nonparametric Identification and Estimation of Nonadditive Hedonic Models," Econometrica, Econometric Society, vol. 78(5), pages 1569-1591, September.
    25. Alberto Abadie, 2005. "Semiparametric Difference-in-Differences Estimators," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 1-19.
    26. David N. Figlio & Maurice E. Lucas, 2004. "What's in a Grade? School Report Cards and the Housing Market," American Economic Review, American Economic Association, vol. 94(3), pages 591-604, June.
    27. Baum-Snow, Nathaniel & Marion, Justin, 2009. "The effects of low income housing tax credit developments on neighborhoods," Journal of Public Economics, Elsevier, vol. 93(5-6), pages 654-666, June.
    28. Palmquist, Raymond B., 2005. "Weak complementarity, path independence, and the intuition of the Willig condition," Journal of Environmental Economics and Management, Elsevier, vol. 49(1), pages 103-115, January.
    29. Robert C. Lind, 1973. "Spatial Equilibrium, the Theory of Rents, and the Measurement of Benefits from Public Programs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(2), pages 188-207.
    30. 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.
    31. Michael Greenstone, 2017. "The Continuing Impact of Sherwin Rosen’s “Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition”," Journal of Political Economy, University of Chicago Press, vol. 125(6), pages 1891-1902.
    32. H. Allen Klaiber & V. Kerry Smith, 2013. "Quasi Experiments, Hedonic Models, and Estimating Trade-offs for Local Amenities," Land Economics, University of Wisconsin Press, vol. 89(3), pages 413-431.
    33. Kevin Haninger & Lala Ma & Christopher Timmins, 2017. "The Value of Brownfield Remediation," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 4(1), pages 197-241.
    34. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    35. Gopalakrishnan, Sathya & Smith, Martin D. & Slott, Jordan M. & Murray, A. Brad, 2011. "The value of disappearing beaches: A hedonic pricing model with endogenous beach width," Journal of Environmental Economics and Management, Elsevier, vol. 61(3), pages 297-310, May.
    36. Kanemoto, Yoshitsugu, 1988. "Hedonic Prices and the Benefits of Public Projects," Econometrica, Econometric Society, vol. 56(4), pages 981-989, July.
    37. VanderWeele, Tyler J. & Tchetgen Tchetgen, Eric J., 2011. "Effect partitioning under interference in two-stage randomized vaccine trials," Statistics & Probability Letters, Elsevier, vol. 81(7), pages 861-869, July.
    38. Starrett, David A, 1981. "Land Value Capitalization in Local Public Finance," Journal of Political Economy, University of Chicago Press, vol. 89(2), pages 306-327, April.
    39. Timothy J. Bartik, 2008. "Measuring the Benefits of Amenity Improvements in Hedonic Price Models," Book chapters authored by Upjohn Institute researchers, in: Richard E. Just & Darrell L. Hueth & Andrew Schmitz (ed.),Applied Welfare Economics, pages 643-654, W.E. Upjohn Institute for Employment Research.
    40. von Haefen, Roger H., 2007. "Empirical strategies for incorporating weak complementarity into consumer demand models," Journal of Environmental Economics and Management, Elsevier, vol. 54(1), pages 15-31, July.
    41. Janet Currie & Lucas Davis & Michael Greenstone & Reed Walker, 2015. "Environmental Health Risks and Housing Values: Evidence from 1,600 Toxic Plant Openings and Closings," American Economic Review, American Economic Association, vol. 105(2), pages 678-709, February.
    42. John A. List & Michael K. Price (ed.), 2013. "Handbook on Experimental Economics and the Environment," Books, Edward Elgar Publishing, number 12964.
    43. Lucas W. Davis, 2011. "The Effect of Power Plants on Local Housing Values and Rents," The Review of Economics and Statistics, MIT Press, vol. 93(4), pages 1391-1402, November.
    44. V. Kerry Smith & H. Spencer Banzhaf, 2004. "A Diagrammatic Exposition of Weak Complementarity and the Willig Condition," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 86(2), pages 455-466.
    45. 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.
    46. Pope, Jaren C., 2008. "Fear of crime and housing prices: Household reactions to sex offender registries," Journal of Urban Economics, Elsevier, vol. 64(3), pages 601-614, November.
    47. 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.
    48. Patrick Bayer & Robert McMillan & Alvin Murphy & Christopher Timmins, 2016. "A Dynamic Model of Demand for Houses and Neighborhoods," Econometrica, Econometric Society, vol. 84, pages 893-942, May.
    49. Adonis Yatchew, 1998. "Nonparametric Regression Techniques in Economics," Journal of Economic Literature, American Economic Association, vol. 36(2), pages 669-721, June.
    50. 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, pages 1227-1250, November.
    51. 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.
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    8. Brendon McConnell, 2023. "What's Logs Got to do With it: On the Perils of log Dependent Variables and Difference-in-Differences," Papers 2308.00167, arXiv.org, revised Aug 2023.
    9. Jesse Matheson & Brendon McConnell & James Rockey & Argyris Sakalis, 2023. "Do Remote Workers Deter Neighborhood Crime? Evidence from the Rise of Working from Home," Working Papers 2023020, The University of Sheffield, Department of Economics.
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    More about this item

    Keywords

    Hedonic Pricing; Housing Markets; Differentiated Products; Nonlinear Pricing;
    All these keywords.

    JEL classification:

    • D4 - Microeconomics - - Market Structure, Pricing, and Design
    • D6 - Microeconomics - - Welfare Economics
    • Q5 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics
    • R3 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location

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