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Disaggregated property price appreciation: The mixed repeat sales model

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  • Melser, Daniel

Abstract

Real estate is, by its nature, a highly heterogeneous asset class with most investors owning a single property rather than a diversified portfolio. As a result their returns are likely to reflect not only the overall dynamics of the asset class but also the way these interact with the unique features of the property. Yet the way that property characteristics influence price dynamics is not well measured or understood. We propose a Mixed Repeat Sales (MRS) model which allows for the nature of the asset to influence price dynamics. This is illustrated empirically using a large data set for the state of New South Wales in Australia (of which Sydney city is the capital) from 2000-2014. The MRS approach enables us to estimate returns at a disaggregated level based upon property characteristics. We find significant dispersion in appreciation rates across locations and that returns were higher for separate houses compared with both apartments and attached houses. However, the size of the dwelling, reflected in the number of bedrooms and bathrooms, and the land area play a lesser role in price developments.

Suggested Citation

  • Melser, Daniel, 2017. "Disaggregated property price appreciation: The mixed repeat sales model," Regional Science and Urban Economics, Elsevier, vol. 66(C), pages 108-118.
  • Handle: RePEc:eee:regeco:v:66:y:2017:i:c:p:108-118
    DOI: 10.1016/j.regsciurbeco.2017.05.007
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    1. Goetzmann, William N & Spiegel, Matthew, 1997. "A Spatial Model of Housing Returns and Neighborhood Substitutability," The Journal of Real Estate Finance and Economics, Springer, vol. 14(1-2), pages 11-31, Jan.-Marc.
    2. Gelfand, Alan E, et al, 1998. "Spatio-Temporal Modeling of Residential Sales Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(3), pages 312-321, July.
    3. Robert J. Hill & Daniel Melser, 2008. "Hedonic Imputation And The Price Index Problem: An Application To Housing," Economic Inquiry, Western Economic Association International, vol. 46(4), pages 593-609, October.
    4. Francke, M K & de Vos, A F, 2000. "Efficient Computation of Hierarchical Trends," Journal of Business & Economic Statistics, American Statistical Association, vol. 18(1), pages 51-57, January.
    5. Marc Francke, 2010. "Repeat Sales Index for Thin Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 41(1), pages 24-52, July.
    6. Joseph Gyourko & Christopher Mayer & Todd Sinai, 2013. "Superstar Cities," American Economic Journal: Economic Policy, American Economic Association, vol. 5(4), pages 167-199, November.
    7. Liang Peng, 2012. "Repeat Sales Regression on Heterogeneous Properties," The Journal of Real Estate Finance and Economics, Springer, vol. 45(3), pages 804-827, October.
    8. Ronel Elul & Nicholas S. Souleles & Souphala Chomsisengphet & Dennis Glennon & Robert Hunt, 2010. "What "Triggers" Mortgage Default?," American Economic Review, American Economic Association, vol. 100(2), pages 490-494, May.
    9. Brasington, David M. & Haurin, Donald R., 2009. "Parents, peers, or school inputs: Which components of school outcomes are capitalized into house value?," Regional Science and Urban Economics, Elsevier, vol. 39(5), pages 523-529, September.
    10. William N. Goetzmann & Liang Peng, 2002. "The Bias of the RSR Estimator and the Accuracy of Some Alternatives," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(1), pages 13-39.
    11. repec:bla:revinw:v:60:y:2014:i::p:s423-s448 is not listed on IDEAS
    12. Case, Karl E & Shiller, Robert J, 1989. "The Efficiency of the Market for Single-Family Homes," American Economic Review, American Economic Association, vol. 79(1), pages 125-137, March.
    13. Daniel Melser & Adrian D. Lee, 2014. "Estimating the Excess Returns to Housing at a Disaggregated Level: An Application to Sydney 2003–2011," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 42(3), pages 756-790, September.
    14. Pace, R Kelley & Barry, Ronald & Clapp, John M. & Rodriquez, Mauricio, 1998. "Spatiotemporal Autoregressive Models of Neighborhood Effects," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 15-33, July.
    15. Davis, Morris A. & Heathcote, Jonathan, 2007. "The price and quantity of residential land in the United States," Journal of Monetary Economics, Elsevier, vol. 54(8), pages 2595-2620, November.
    16. Marc K. Francke & Gerjan A. Vos, 2004. "The Hierarchical Trend Model for Property Valuation and Local Price Indices," The Journal of Real Estate Finance and Economics, Springer, vol. 28(2_3), pages 179-208, March.
    17. Daniel P. McMillen, 2012. "Repeat Sales as a Matching Estimator," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 40(4), pages 743-771, December.
    18. Goetzmann, William Nelson, 1992. "The Accuracy of Real Estate Indices: Repeat Sale Estimators," The Journal of Real Estate Finance and Economics, Springer, vol. 5(1), pages 5-53, March.
    19. Bourassa, Steven C. & Hoesli, Martin & Scognamiglio, Donato & Zhang, Sumei, 2011. "Land leverage and house prices," Regional Science and Urban Economics, Elsevier, vol. 41(2), pages 134-144, March.
    20. J. R. Knight & Jonathan Dombrow & C. F. Sirmans, 1995. "A Varying Parameters Approach to Constructing House Price Indexes," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 23(2), pages 187-205, June.
    21. Paul Frijters & Benno Torgler & Grace Gao & Daniel Melser, 2016. "Revealed Preference Measures of Quality of Life in Australia's Urban and Regional Areas," The Economic Record, The Economic Society of Australia, vol. 92, pages 15-29, June.
    22. Daniel P. McMillen & Jonathan Dombrow, 2001. "A Flexible Fourier Approach to Repeat Sales Price Indexes," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 29(2), pages 207-225.
    23. John M. Clapp, 2004. "A Semiparametric Method for Estimating Local House Price Indices," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(1), pages 127-160, March.
    24. Alan E. Gelfand & Mark D. Ecker & John R. Knight & C. F. Sirmans, 2004. "The Dynamics of Location in Home Price," The Journal of Real Estate Finance and Economics, Springer, vol. 29(2), pages 149-166, September.
    25. Richard Meese & Nancy Wallace, 1991. "Nonparametric Estimation of Dynamic Hedonic Price Models and the Construction of Residential Housing Price Indices," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 19(3), pages 308-332, September.
    26. Alicia N. Rambaldi & Cameron S. Fletcher, 2014. "Hedonic Imputed Property Price Indexes: The Effects of Econometric Modeling Choices," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(S2), pages 423-448, November.
    27. Deng, Yongheng & McMillen, Daniel P. & Sing, Tien Foo, 2014. "Matching indices for thinly-traded commercial real estate in Singapore," Regional Science and Urban Economics, Elsevier, vol. 47(C), pages 86-98.
    28. Deng, Yongheng & McMillen, Daniel P. & Sing, Tien Foo, 2012. "Private residential price indices in Singapore: A matching approach," Regional Science and Urban Economics, Elsevier, vol. 42(3), pages 485-494.
    29. Meese, Richard A & Wallace, Nancy E, 1997. "The Construction of Residential Housing Price Indices: A Comparison of Repeat-Sales, Hedonic-Regression and Hybrid Approaches," The Journal of Real Estate Finance and Economics, Springer, vol. 14(1-2), pages 51-73, Jan.-Marc.
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    Cited by:

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    2. Daniel Melser, 2017. "Residential Real Estate, Risk, Return and Home Characteristics: Evidence from Sydney 2002-14," ERES eres2017_296, European Real Estate Society (ERES).
    3. Melser, Daniel & Moallemi, Morteza & Kim, Jun Sung, 2021. "Preferences for single-sex schools: Evidence from the housing market," Journal of Economic Behavior & Organization, Elsevier, vol. 189(C), pages 710-726.
    4. Robert J. Hill & Norbert Pfeifer & Miriam Steurer & Radoslaw Trojanek, 2021. "Warning: Some Transaction Prices can be Detrimental to your House Price Index," Graz Economics Papers 2021-11, University of Graz, Department of Economics.
    5. Daniel Melser, 2023. "Selection Bias in Housing Price Indexes: The Characteristics Repeat Sales Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 85(3), pages 623-637, June.
    6. Melser, Daniel, 2020. "Estimating the housing capitalization effects of new infrastructure: Should we be using rents instead of prices?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 138(C), pages 402-421.
    7. Daniel Melser & Robert J. Hill, 2019. "Residential Real Estate, Risk, Return and Diversification: Some Empirical Evidence," The Journal of Real Estate Finance and Economics, Springer, vol. 59(1), pages 111-146, July.
    8. Morteza Moallemi & Daniel Melser & Xiaoyan Chen & Ashton Silva, 2022. "The Globalization of Local Housing Markets: Immigrants, the Motherland and Housing Prices in Australia," The Journal of Real Estate Finance and Economics, Springer, vol. 65(1), pages 103-126, July.

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    More about this item

    Keywords

    Repeat sales index; Price index; Real estate; Mixed model;
    All these keywords.

    JEL classification:

    • C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation
    • E31 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Price Level; Inflation; Deflation
    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General

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