A. Can et I. Megbolugbe, SPATIAL DEPENDENCE AND HOUSE PRICE-INDEX CONSTRUCTION, Journal of real estate finance and economics, 14(1-2), 1997, pp. 203-222
Accurate estimation of prevailing metropolitan housing prices is impor
tant for both business and research investigations of housing and mort
gage markets. This is typically done by constructing quality-adjusted
house price indices from hedonic price regressions for given metropoli
tan areas. A major limitation of currently available indices is their
insensitivity to the geographic location of dwellings within the metro
politan area. Indices are constructed based on models that do not inco
rporate the underlying spatial structure in housing data sets. In this
article, we argue that spatial structure, especially spatial dependen
ce latent in housing data sets, will affect the precision and accuracy
of resulting price estimates. We illustrate the importance of spatial
dependence in both the specification and estimation of hedonic price
models. Assessments are made on the importance of spatial dependence b
oth on parameter estimates and on the accuracy of resulting indices.