Abstract
This article examines a time-series-based method for estimating real estate price indexes for markets that have few transactions. The proposed method is more parsimonious than the conventional repeat sale or hedonic methods. Also, it is potentially more accurate and less prone to outliers. It achieves this by linking current transactions to preceding transactions, thereby increasing the set of comparable transactions on which to base the index. My experiments confirm that the time-series price index fares much better in thin markets than a benchmark hedonic index. It remains close to the true index when there are few transactions and it does not have the volatility of the benchmark index. While the time-series-based index developed in this article does better than the benchmark hedonic index, one surprise result is that the hedonic index is itself quite robust in small samples.
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References
Bailey, M. R. Muth, and H. Nourse. (1963). “A Regression Method for Real Estate Price Index Construction,” Journal of the American Statistical Association 58, 933-942.
Can, A., and I. Megbolugbe. (1997). “Spatial Dependence and House Price Index Construction,” Journal of Real Estate Finance and Economics 14(1,2), 203-222.
Case, B., and J. M. Quigley. (1991). “The Dynamics of Real Estate Prices,” Review of Economics and Statistics 73, 50-58.
Case, K., and C. J. Mayer. (1996). “Housing Price Dynamics Within a Metropolitan Area,” Regional Science and Urban Economics 26, 387-407.
Case, K., and R. Shiller. (1989). “The Efficiency of the Market for Single-Family Homes,” American Economic Review 79(1), 125-137.
Clapp, J., and C. Giaccotto. 91992). “Estimating Price Indices for Residential Property: A Comparison of Repeat Sales and Assessed Value Methods,” Journal of Real Estate Finance and Economics 9(2), 137-164.
de Jong, P. (1989). “Smoothing and Interpolation with the State-Space Model,” Journal of the American Statistical Association 84(408), 1085-1088.
de Jong, P. (1991). “The Diffuse Kalman Filter,” Annals of Statistics 19(2), 1073-1083.
De Serres, A., and A. Guy. (1995). “Selection of the Truncation Lag in Structural VARs (or VECMs) with Long-Run Restrictions,” Bank of Canada Working Paper 95-9.
Dombrow, J., J. R. Knight, and C. F. Sirmans. (1997). “Aggregation Bias in Repeat Sales Indices,” Journal of Real Estate Finance and Economics 14(1,2), 75-88.
Gatzlaff, Dean H. (1994). “Excess Returns, Inflation and the Efficiency of the Housing Market,” Journal of the American Real Estate and Urban Economics Association 22(4), 553-581.
Gatzlaff, Dean H., and Donald R. Haurin. (1997). “Sample Selection Bias in Repeat-Sales Index Estimates,” Journal of Real Estate Finance and Economics 14(1,2), 33-50.
Gatzlaff, Dean H., and D. C. Ling. (1994). “Measuring Changes in Local House Prices: An Empirical Investigation of Alternate Methodologies,” Journal of Urban Economics 35, 221-244.
Gatzlaff, Dean H., and Dogan Tirtiroglu. (1995). “Real Estate Market Efficiency: Issues and Evidence,” Journal Real Estate Literature, 3(2), 157-189.
Geltner, D. (1991). “Smoothing in Appraisal-Based Returns,” Journal of Real Estate Finance and Economics 4(3), 327-345.
Geltner, D. (1993a). “Estimating Market Values from Appraised Values Without Assuming an Efficient Market,” Journal of Real Estate Research 8, 325-346.
Geltner, D. (1993b). “Temporal Aggregation in Real Estate Return Indices,” Journal of the American Real Estate and Urban Economics Association 21(2), 141-166.
Geltner, D. (1997). “Bias and Precision of Estimates of Housing Investment Risk Based on Repeat-Sales Indexes: A Simulation Analysis,” Journal of Real Estate Finance and Economics 14(1,2), 155-172.
Goetzmann, W. (1992). “The Accuracy of Real Estate Indices: Repeat Sale Estimators,” Journal of Estate Finance and Economics 5(1), 5-14.
Goetzmann, W., and M. Spiegel. (1995). “Non-Temporal Components of Residential Price Appreciation,” Review of Economics and Statistics 77, 199-206.
Goetzmann, W. and M. Spiegel. (1997). “A Spatial Model of Housing Returns and Neighborhood Substitutability,” Journal of Real Estate Finance and Economics 14(1,2), 11-32.
Gunterman, Karl L., and Richard L. Smith. (1987). “Efficiency of the Market for Residential Real Estate,” Land Economics 63(1), 34-43.
Hamilton, S. W., and G. M. Schwann. (1994a). “The Anatomy of a Real Estate Bubble.” Working paper, Lusk Center for Real Estate Development.
Hamilton, S. W., and G. M. Schwann. (1994b). “Equilibrium in Residential Markets: Residential Condominiums and Single Detached Dwellings in Vancouver, B.C.” Working paper, Lusk Center for Real Estate Development.
Kuo, C. (1997). “A Bayesian Approach to the Construction and Comparison of Alternative House Price Indices,” Journal of Real Estate Finance and Economics 14(1,2), 113-132.
Meese, R., and N. E. Wallace. (1991a). “Determinants of Residential Housing Prices: Effects of Economic Factors or Speculative Bubbles?” Working paper, Center for Real Estate and Urban Economics, University of California at Berkeley.
Meese, R., and N. E. Wallace. (1991b). “Nonparametric Estimation of Dynamic Hedonic Price Models and the Construction of Residential Housing Price Indexes.” AREUEA Journal 19, 308-332.
Meese, R., and N. E. Wallace. (1997). “The Construction of Residential House Price Indices: A Comparison of Repeat-Sales, Hedonic-Regression, and Hybrid Approaches,” Journal of Real Estate Finance and Economics 5(1), 51-74.
Quan, D., and J. Quigley. (1991). “Price Formation and the Appraisal Function in Real Estate Markets,” Journal of Real Estate Finance and Economics 4, 175-190.
Rayburn, William, Michael Devaney, and Richard Evans. (1987). “A Test of Weak-Form Efficiency in Residential Real Estate Returns,” Journal of the American Real Estate and Urban Economics Association 220-233.
Webb, C. (1988). “A Probabilistic Model for Price Levels in Discontinuous Markets.” In W. Eichorn (ed.), Measurement in Economics. Heidelberg: Physic-Verlag.
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Schwann, G.M. A Real Estate Price Index for Thin Markets. The Journal of Real Estate Finance and Economics 16, 269–287 (1998). https://doi.org/10.1023/A:1007719513787
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DOI: https://doi.org/10.1023/A:1007719513787