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An Analysis of Spatial Dependence in Real Estate Prices

Author

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  • Orçun Moralı

    (Boǧaziçi University)

  • Neslihan Yılmaz

    (Boǧaziçi University)

Abstract

Real estate properties are naturally location-fixed. When space related factors are not fully incorporated in a standard pricing equation, spatial autocorrelation is likely to exist. This results in inefficiencies in estimations and raises the need for more complex spatial models. This paper analyzes the determinants of spatial dependence and evaluates the performance of the hedonic regression equation when the determinants of spatial dependence are controlled for. Using a novel dataset for a metropolitan housing market, we document the spatial clustering of housing characteristics such as area, total number of floors and the building age. We find support for the hypotheses that the construction process, shared social services and high-rise residential complexes cause spatial correlation. Our findings show that spatial correlation is significantly reduced when the factors of spatial dependence and district level data is controlled for in the standard hedonic regression.

Suggested Citation

  • Orçun Moralı & Neslihan Yılmaz, 2022. "An Analysis of Spatial Dependence in Real Estate Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 64(1), pages 93-115, January.
    • Handle: RePEc:kap:jrefec:v:64:y:2022:i:1:d:10.1007_s11146-020-09794-1
    DOI: 10.1007/s11146-020-09794-1
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    References listed on IDEAS

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    1. Yanguang Chen, 2015. "A New Methodology of Spatial Cross-Correlation Analysis," PLOS ONE, Public Library of Science, vol. 10(5), pages 1-20, May.
    2. Dubin, Robin A, 1988. "Estimation of Regression Coefficients in the Presence of Spatially Autocorrelated Error Terms," The Review of Economics and Statistics, MIT Press, vol. 70(3), pages 466-474, August.
    3. Gillen, Kevin & Thibodeau, Thomas & Wachter, Susan, 2001. "Anisotropic Autocorrelation in House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 23(1), pages 5-30, July.
    4. Fred A. Forgey & Ronald C. Rutherford & Thomas M. Springer, 1996. "Search and Liquidity in Single‐Family Housing," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 24(3), pages 273-292, September.
    5. Kathleen P. Bell & Nancy E. Bockstael, 2000. "Applying the Generalized-Moments Estimation Approach to Spatial Problems Involving Microlevel Data," The Review of Economics and Statistics, MIT Press, vol. 82(1), pages 72-82, February.
    6. Can, Ayse, 1992. "Specification and estimation of hedonic housing price models," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 453-474, September.
    7. Brian D. Kluger & Norman G. Miller, 1990. "Measuring Residential Real Estate Liquidity," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 18(2), pages 145-159, June.
    8. Basu, Sabyasachi & Thibodeau, Thomas G, 1998. "Analysis of Spatial Autocorrelation in House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 61-85, July.
    9. 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, September.
    10. Justin Ross & Michael Farmer & Clifford Lipscomb, 2011. "Inconsistency in Welfare Inferences from Distance Variables in Hedonic Regressions," The Journal of Real Estate Finance and Economics, Springer, vol. 43(3), pages 385-400, October.
    11. Hua Sun & Yong Tu & Shi-Ming Yu, 2005. "A Spatio-Temporal Autoregressive Model for Multi-Unit Residential Market Analysis," The Journal of Real Estate Finance and Economics, Springer, vol. 31(2), pages 155-187, September.
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