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Variation across price segments and locations: A comprehensive quantile regression analysis of the Sydney housing market

Listed author(s):
  • Sofie R. Waltl

    ()

    (University of Graz)

Standard house price indexes measure average movements of average houses in average locations belonging to an average price segment. Such procedures obscure a huge variety of price development patterns in housing markets across price segments and geographical areas. Unfavourable price developments may be offset by opposing movements in other sub-markets creating a false sense of security. This paper uses quantile regression techniques to reveal this kind of variation. Two novel hedonic approaches based on the time-dummy and imputation method respectively are developed to compute quality-adjusted price segment- and location-specific house price indexes. The proposed methods are applied to house sales in Sydney, Australia, between 2001 and 2014. The analysis finds a rich set of variation across sub-markets over time. Whereas the price peak in 2004 was driven by sharply increasing prices of suburban, low-priced houses, the peak in 2010 can be mainly attributed to rising prices in the inner city. From 2012 onwards, the entire market experiences large increases which are strongest in the lowest price segment. The findings clearly suggest that standard house price indexes are not enough to assess the state of a housing market and actually obscure a lot of variation within a market. The joint analysis of movements in price segments and geographical areas allows deep insights which are likewise of interest for policy makers, home owners, urban planners and investors.

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File URL: http://www100.uni-graz.at/vwlwww/forschung/RePEc/wpaper/2015-09.pdf
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Paper provided by University of Graz, Department of Economics in its series Graz Economics Papers with number 2015-09.

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Date of creation: Dec 2015
Handle: RePEc:grz:wpaper:2015-09
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  1. Case, Karl E. & Mayer, Christopher J., 1996. "Housing price dynamics within a metropolitan area," Regional Science and Urban Economics, Elsevier, vol. 26(3-4), pages 387-407, June.
  2. Nicodemo, Catia & Raya, Josep Maria, 2012. "Change in the distribution of house prices across Spanish cities," Regional Science and Urban Economics, Elsevier, vol. 42(4), pages 739-748.
  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. McMillen, Daniel P., 2008. "Changes in the distribution of house prices over time: Structural characteristics, neighborhood, or coefficients?," Journal of Urban Economics, Elsevier, vol. 64(3), pages 573-589, November.
  5. N. Edward Coulson & Daniel P. McMillen, 2007. "The Dynamics of Intraurban Quantile House Price Indexes," Urban Studies, Urban Studies Journal Limited, vol. 44(8), pages 1517-1537, July.
  6. Ariel Pakes, 2003. "A Reconsideration of Hedonic Price Indexes with an Application to PC's," American Economic Review, American Economic Association, vol. 93(5), pages 1578-1596, December.
  7. Guerrieri, Veronica & Hartley, Daniel & Hurst, Erik, 2013. "Endogenous gentrification and housing price dynamics," Journal of Public Economics, Elsevier, vol. 100(C), pages 45-60.
  8. Robert J. Hill, 2013. "Hedonic Price Indexes For Residential Housing: A Survey, Evaluation And Taxonomy," Journal of Economic Surveys, Wiley Blackwell, vol. 27(5), pages 879-914, December.
  9. Joachim Zietz & Emily Zietz & G. Sirmans, 2008. "Determinants of House Prices: A Quantile Regression Approach," The Journal of Real Estate Finance and Economics, Springer, vol. 37(4), pages 317-333, November.
  10. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
  11. Liao, Wen-Chi & Wang, Xizhu, 2012. "Hedonic house prices and spatial quantile regression," Journal of Housing Economics, Elsevier, vol. 21(1), pages 16-27.
  12. Stephen Mak & Lennon Choy & Winky Ho, 2010. "Quantile Regression Estimates of Hong Kong Real Estate Prices," Urban Studies, Urban Studies Journal Limited, vol. 47(11), pages 2461-2472, October.
  13. Eurostat, 2013. "Handbook on Residential Property Prices Indices," World Bank Publications, The World Bank, number 17280.
  14. Sofie R. Waltl, 2015. "A hedonic house price index in continuous time," Graz Economics Papers 2015-04, University of Graz, Department of Economics.
  15. Joshua Angrist & Victor Chernozhukov & Iván Fernández-Val, 2006. "Quantile Regression under Misspecification, with an Application to the U.S. Wage Structure," Econometrica, Econometric Society, vol. 74(2), pages 539-563, March.
  16. Robert J. Hill & Michael Scholz, 2014. "Incorporating Geospatial Data in House Price Indexes: A Hedonic Imputation Approach with Splines," Graz Economics Papers 2014-05, University of Graz, Department of Economics.
  17. Roger Koenker & Ivan Mizera, 2004. "Penalized triograms: total variation regularization for bivariate smoothing," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 66(1), pages 145-163.
  18. 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.
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