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Australian House Prices: A Comparison of Hedonic and Repeat-sales Measures

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  • James Hansen

    (Reserve Bank of Australia)

Abstract

House prices are intrinsically difficult to measure due to changes in the composition of properties sold through time and changes in the quality of housing. I provide an overview of the theoretical nature of these issues and consider how regression-based measures of house prices – hedonic and repeat-sales measures – can control for compositional and quality change. I then explore whether these regression-based alternatives can provide accurate estimates of pure house price changes in the Australian context. Using unit record data for Australia’s three largest cities – Sydney, Melbourne and Brisbane – between 1993 and 2005, the results suggest that the two regression-based approaches provide similar estimates of the pure price change in housing. The measures are comparable in terms of statistical fit, with around half of the variation in prices growth (for those houses sold more than once) explained. The regression-based measures also produce similar estimates of pure price changes to those obtained by a mix-adjusted measure. However, all three measures behave quite differently from a simple median, implying that compositional change matters empirically. These results confirm that regression-based measures are likely to be a useful analytical tool when measuring pure house price changes in Australia.

Suggested Citation

  • James Hansen, 2006. "Australian House Prices: A Comparison of Hedonic and Repeat-sales Measures," RBA Research Discussion Papers rdp2006-03, Reserve Bank of Australia.
  • Handle: RePEc:rba:rbardp:rdp2006-03
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    References listed on IDEAS

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    1. Case, Bradford & Quigley, John M, 1991. "The Dynamics of Real Estate Prices," The Review of Economics and Statistics, MIT Press, vol. 73(1), pages 50-58, February.
    2. Goetzmann, William N & Spiegel, Matthew, 1995. "Non-temporal Components of Residential Real Estate Appreciation," The Review of Economics and Statistics, MIT Press, vol. 77(1), pages 199-206, February.
    3. 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.
    4. 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.
    5. Karl E. Case & Robert J. Shiller, 1987. "Prices of single-family homes since 1970: new indexes for four cities," New England Economic Review, Federal Reserve Bank of Boston, issue Sep, pages 45-56.
    6. Crone, Theodore M. & Voith, Richard P., 1992. "Estimating house price appreciation: A comparison of methods," Journal of Housing Economics, Elsevier, vol. 2(4), pages 324-338, December.
    7. Shiller, Robert J, 1993. "Measuring Asset Values for Cash Settlement in Derivative Markets: Hedonic Repeated Measures Indices and Perpetual Futures," Journal of Finance, American Finance Association, vol. 48(3), pages 911-931, July.
    8. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    9. Robert J. Shiller, 1991. "Arithmetic Repeat Sales Price Estimators," Cowles Foundation Discussion Papers 971, Cowles Foundation for Research in Economics, Yale University.
    10. Goodman, Allen C. & Thibodeau, Thomas G., 2003. "Housing market segmentation and hedonic prediction accuracy," Journal of Housing Economics, Elsevier, vol. 12(3), pages 181-201, September.
    11. Eric Clapham & Peter Englund & John M. Quigley & Christian L. Redfearn, 2004. "Revisiting the Past: Revision in Repeat Sales and Hedonic Indexes of House Prices," Working Paper 8594, USC Lusk Center for Real Estate.
    12. Marc K. Francke & Gerjan A. Vos & Jos E. Janssen, 2000. "Standardised Price Indices For The Regional Housing Market," ERES eres2000_040, European Real Estate Society (ERES).
    13. Thomas G. Thibodeau, 2003. "Marking Single-Family Property Values to Market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 31(1), pages 1-22, March.
    14. Jonathan H. Mark & Michael A. Goldberg, 1984. "Alternative Housing Price Indices: An Evaluation," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 12(1), pages 30-49, March.
    15. Denis Conniffe & David Duffy, 1999. "Irish House Price Indices — Methodological Issues," The Economic and Social Review, Economic and Social Studies, vol. 30(4), pages 403-423.
    16. Dale-Johnson, David, 1982. "An alternative approach to housing market segmentation using hedonic price data," Journal of Urban Economics, Elsevier, vol. 11(3), pages 311-332, May.
    17. 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:

    1. Ross Kendall & Peter Tulip, 2018. "The Effect of Zoning on Housing Prices," RBA Research Discussion Papers rdp2018-03, Reserve Bank of Australia.
    2. Hill, Robert J. & Melser, Daniel & Syed, Iqbal, 2009. "Measuring a boom and bust: The Sydney housing market 2001-2006," Journal of Housing Economics, Elsevier, vol. 18(3), pages 193-205, September.
    3. Nalini Prasad & Anthony Richards, 2006. "Measuring Housing Price Growth – Using Stratification to Improve Median-based Measures," RBA Research Discussion Papers rdp2006-04, Reserve Bank of Australia.
    4. Ryan Greenaway-McGrevy & Kade Sorensen, 2021. "A spatial model averaging approach to measuring house prices," Journal of Spatial Econometrics, Springer, vol. 2(1), pages 1-32, December.
    5. Jéssica Fernanda Castaño Lavado & Miguel Ángel Morales Mosquera, 2015. "Revisión Metodológica de Índices de Precios de la Vivienda," Borradores de Economia 895, Banco de la Republica de Colombia.
    6. Yanotti, Maria Belen, 2013. "A review of the Australian mortgage market," Working Papers 2014-01, University of Tasmania, Tasmanian School of Business and Economics, revised 01 Aug 2013.
    7. Dominic Crowley & Shuyun May Li, 2016. "An NPV Analysis of Buying versus Renting for Prospective Australian First Home Buyers," The Economic Record, The Economic Society of Australia, vol. 92(299), pages 606-630, December.
    8. Luci Ellis, 2006. "Housing and Housing Finance: The View from Australia and Beyond," RBA Research Discussion Papers rdp2006-12, Reserve Bank of Australia.
    9. Jéssica Fernanda Castaño Lavado & Miguel Ángel Morales Mosquera, 2015. "Revisión Metodológica de Índices de Precios de la Vivienda," Borradores de Economia 13317, Banco de la Republica.
    10. Nigel Stapledon, 2010. "A History of Housing Prices in Australia 1880-2010," Discussion Papers 2010-18, School of Economics, The University of New South Wales.
    11. Asli Kaya & Ayça Topaloglu Bozkurt & Emine Meltem Bastan & Özgül Atilgan Ayanoglu, 2013. "Constructing a house price index for Turkey," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Proceedings of the Sixth IFC Conference on "Statistical issues and activities in a changing environment", Basel, 28-29 August 2012., volume 36, pages 153-171, Bank for International Settlements.

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    More about this item

    Keywords

    house prices; hedonic; repeat-sales;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • R21 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Housing Demand
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets

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