A Semiparametric Method for Valuing Residential Locations: Application to Automated Valuation
AbstractThis paper is motivated by automated valuation systems, which would benefit from an ability to estimate spatial variation in location value. It develops theory for the local regression model (LRM), a semiparametric approach to estimating a location value surface. There are two parts to the LRM: (1) an ordinary least square (OLS) model to hold constant for interior square footage, land area, bathrooms, and other structural characteristics; and (2) a non-parametric smoother (local polynomial regression, LPR) which calculates location value as a function of latitude and longitude. Several methods are used to consistently estimate both parts of the model. The LRM was fit to geocoded hedonic sales data for six towns in the suburbs of Boston, MA. The estimates yield substantial, significant and plausible spatial patterns in location values. Using the LRM as an exploratory tool, local peaks and valleys in location value identified by the model are close to points identified by the tax assessor, and they are shown to add to the explanatory power of an OLS model. Out-of-sample MSE shows that the LRM with a first-degree polynomial (local linear smoothing) is somewhat better than polynomials of degree zero or degree two. Future applications might use degree zero (the well-known NW estimator) because this is available in popular commercial software. The optimized LRM reduces MSE from the OLS model by between 5 percent and 11 percent while adding information on statistically significant variations in location value. Copyright 2003 by Kluwer Academic Publishers
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Bibliographic InfoArticle provided by Springer in its journal Journal of Real Estate Finance & Economics.
Volume (Year): 27 (2003)
Issue (Month): 3 (November)
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- Fuerst, Franz & McAllister, Patrick, 2008.
"Green Noise or Green Value? Measuring the Price Effects of Environmental Certification in Commercial Buildings,"
11446, University Library of Munich, Germany, revised Sep 2008.
- Franz Fuerst & Patrick McAllister, 2008. "Green Noise or Green Value? Measuring the Price Effects of Environmental Certification in Commercial Buildings," Real Estate & Planning Working Papers rep-wp2008-09, Henley Business School, Reading University.
- Steven Bourassa & Eva Cantoni & Martin Hoesli, 2007. "Spatial Dependence, Housing Submarkets, and House Price Prediction," The Journal of Real Estate Finance and Economics, Springer, vol. 35(2), pages 143-160, August.
- Wolfgang Brunauer & Stefan Lang & Peter Wechselberger & Sven Bienert, 2008. "Additive Hedonic Regression Models with Spatial Scaling Factors: An Application for Rents in Vienna," Working Papers 2008-17, Faculty of Economics and Statistics, University of Innsbruck.
- Franz Fuerst, 2008.
"Office Rent Determinants: a Hedonic Panel Analysis,"
Real Estate & Planning Working Papers
rep-wp2008-12, Henley Business School, Reading University.
- Fuerst, Franz, 2007. "Office Rent Determinants: A Hedonic Panel Analysis," MPRA Paper 11445, University Library of Munich, Germany.
- Claudio Agostini & Gastón Palmucci, 2006.
"Capitalización Heterogénea de un Bien Semipúblico: El Metro de Santiago,"
ILADES-Georgetown University Working Papers
inv175, Ilades-Georgetown University, Universidad Alberto Hurtado/School of Economics and Bussines.
- Claudio A. Agostini & Gastón Palmucci, 2008. "Capitalización Heterogénea de un Bien Semipúblico: El Metro de Santiago," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 45(131), pages 105-128.
- W. Brunauer & S. Lang & P. Wechselberger & S. Bienert, 2010. "Additive Hedonic Regression Models with Spatial Scaling Factors: An Application for Rents in Vienna," The Journal of Real Estate Finance and Economics, Springer, vol. 41(4), pages 390-411, November.
- Clapp, John M. & Wang, Yazhen, 2006. "Defining neighborhood boundaries: Are census tracts obsolete?," Journal of Urban Economics, Elsevier, vol. 59(2), pages 259-284, March.
- Liv Osland & Inge Thorsen, 2006. "Testing for the Impact of Local Labour Market Characteristics on House Prices," ERSA conference papers ersa06p490, European Regional Science Association.
- Liv Osland & Inge Thorsen & Jens Petter Gitlesen, 2007. "Housing Price Gradients in a Region with One Dominating Center," Journal of Real Estate Research, American Real Estate Society, vol. 29(3), pages 321-346.
- David Ling & Milena Petrova, 2008. "Avoiding Taxes at Any Cost: The Economics of Tax-Deferred Real Estate Exchanges," The Journal of Real Estate Finance and Economics, Springer, vol. 36(4), pages 367-404, May.
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