A mixed index approach to identifying hedonic price models
Recent literature suggests identifying house price hedonic regressions by using instrumental variables, spatial statistics, the borders approach, panel data, and other techniques. We present an empirical application of a mixed index model, first proposed by Bowden [Bowden, R.J., 1992. Competitive selection and market data: the mixed-index problem. The Review of Economic Studies 59(3):625-633.] to identify hedonic price regressions. We compare the performance of the mixed index model to a traditional hedonic model and to a hedonic model that includes characteristics of the buyer of each house. We find the mixed index model outperforms the other models based on bootstrap distributions of predicted housing values, prediction variance, and predicted policy effects. The mixed index model distributions are less skewed and kurtotic than the other models, suggesting it more closely satisfies the classical linear regression assumption of normally distributed errors. Compared to the mixed index model, the traditional hedonic overstates the importance of lot size and school quality to house price and understates the importance of environmental quality.
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- Sandra E. Black, 1999.
"Do Better Schools Matter? Parental Valuation of Elementary Education,"
The Quarterly Journal of Economics,
Oxford University Press, vol. 114(2), pages 577-599.
- Sandra E. Black, 1997. "Do better schools matter? Parental valuation of elementary education," Research Paper 9729, Federal Reserve Bank of New York.
- Hite, Diane & Chern, Wen & Hitzhusen, Fred & Randall, Alan, 2001. "Property-Value Impacts of an Environmental Disamenity: The Case of Landfills," The Journal of Real Estate Finance and Economics, Springer, vol. 22(2-3), pages 185-202, March-May.
- Roger J. Bowden, 1992. "Competitive Selection and Market Data: The Mixed-Index Problem," Review of Economic Studies, Oxford University Press, vol. 59(3), pages 625-633.
- Beron, Kurt & Murdoch, James & Thayer, Mark, 2001. "The Benefits of Visibility Improvement: New Evidence from the Los Angeles Metropolitan Area," The Journal of Real Estate Finance and Economics, Springer, vol. 22(2-3), pages 319-337, March-May.
- 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.
- Epple, Dennis & Sieg, Holger, 1997. "Estimating Equilibrium Models of Local Jurisdictions," Working Papers 97-05, Duke University, Department of Economics.
- Dennis Epple & Holger Sieg, 1998. "Estimating Equilibrium Models of Local Jurisdictions," NBER Working Papers 6822, National Bureau of Economic Research, Inc.
- Brasington, David M. & Hite, Diane, 2005. "Demand for environmental quality: a spatial hedonic analysis," Regional Science and Urban Economics, Elsevier, vol. 35(1), pages 57-82, January.
- David Brasington & D. Hite, 2003. "Demand for Environmental Quality: A Spatial Hedonic Analysis," Departmental Working Papers 2003-02, Department of Economics, Louisiana State University.
- Patrick Bayer & Robert McMillan & Kim Rueben, 2004. "Residential Segregation in General Equilibrium," Working Papers 885, Economic Growth Center, Yale University.
- Patrick Bayer & Robert McMillan & Kim Rueben, 2005. "Residential Segregation in General Equilibrium," NBER Working Papers 11095, National Bureau of Economic Research, Inc.
- Reid, Gary J., 1990. "The many faces of Tiebout bias in local education demand parameter estimates," Journal of Urban Economics, Elsevier, vol. 27(2), pages 232-254, March.
- Epple, Dennis, 1987. "Hedonic Prices and Implicit Markets: Estimating Demand and Supply Functions for Differentiated Products," Journal of Political Economy, University of Chicago Press, vol. 95(1), pages 59-80, February.
- Arthur C. Nelson & John Genereux & Michelle Genereux, 1992. "Price Effects of Landfills on House Values," Land Economics, University of Wisconsin Press, vol. 68(4), pages 359-365.
- Cushing, Brian J., 1984. "Capitalization of interjurisdictional fiscal differentials: An alternative approach," Journal of Urban Economics, Elsevier, vol. 15(3), pages 317-326, May.
- R. Kelley Pace & James P. LeSage, 2004. "Spatial Statistics and Real Estate," The Journal of Real Estate Finance and Economics, Springer, vol. 29(2), pages 147-148, 09.
- Pace, R Kelley & Barry, Ronald & Sirmans, C F, 1998. "Spatial Statistics and Real Estate," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 5-13, July.
- Hite, Diane & Hoehn, John P. & Randall, Alan, 1999. "Dealing With Health Concerns In Natural Resource Damage Assessment," 1999 Annual meeting, August 8-11, Nashville, TN 21652, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
- 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.
- 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..
- Brown, James N & Rosen, Harvey S, 1982. "On the Estimation of Structural Hedonic Price Models," Econometrica, Econometric Society, vol. 50(3), pages 765-768, May.
- James N. Brown & Harvey S. Rosen, 1982. "On the Estimation of Structural Hedonic Price Models," NBER Technical Working Papers 0018, National Bureau of Economic Research, Inc.
- Jiahui Wang & Eric Zivot, 1998. "Inference on Structural Parameters in Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 66(6), pages 1389-1404, November.
- Won Kim, Chong & Phipps, Tim T. & Anselin, Luc, 2003. "Measuring the benefits of air quality improvement: a spatial hedonic approach," Journal of Environmental Economics and Management, Elsevier, vol. 45(1), pages 24-39, January.
- Kim, Chong Won & Phipps, Tim T. & Anselin, Luc, 1998. "Measuring The Benefits Of Air Quality Improvement: A Spatial Hedonic Approach," 1998 Annual meeting, August 2-5, Salt Lake City, UT 20959, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
- John Ries & Tsur Somerville, 2010. "School Quality and Residential Property Values: Evidence from Vancouver Rezoning," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 928-944, November. Full references (including those not matched with items on IDEAS)