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.
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.:
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- Patrick Bayer & Robert McMillan & Kim Rueben, 2004.
"Residential Segregation in General Equilibrium,"
885, Economic Growth Center, Yale University.
- 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).
- 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).
- 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,"
Econometric Society, vol. 50(3), pages 765-68, 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.
- 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.
- David Brasington & D. Hite, .
"Demand for Environmental Quality: A Spatial Hedonic Analysis,"
Departmental Working Papers
2003-02, Department of Economics, Louisiana State University.
- 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.
- 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.
- 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.
- 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.
- Hite, Diane, et al, 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.
- Cushing, Brian J., 1984. "Capitalization of interjurisdictional fiscal differentials: An alternative approach," Journal of Urban Economics, Elsevier, vol. 15(3), pages 317-326, May.
- 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 319-37, March-May.
When requesting a correction, please mention this item's handle: RePEc:eee:regeco:v:38:y:2008:i:3:p:271-284. See general information about how to correct material in RePEc.
If references are entirely missing, you can add them using this form.