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House price cycles in Australia’s four largest capital cities

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  • Valadkhani, Abbas
  • Costello, Greg
  • Ratti, Ronald

Abstract

The aims of this paper are twofold. First, we propose a threshold cube equation, augmented with the optimal number of autoregressive terms, to model the likely future path of house prices in Australia’s four major capital cities. The proposed framework can be adopted to simulate house prices in other cities experiencing similar price cycles (spirals) such as London and Vancouver. Second, using a proprietary dataset not publicly available (1995m12–2015m10), we use the proposed model to simulate house prices in Brisbane, Melbourne, Perth and Sydney, which have been on a steep upward trajectory since 2013. To check the sensitivity and robustness of our results, we evaluate the model in terms of the out-of-sample accuracy for two separate 12-month periods. We find that the forecasting performance of the model appears to be reasonable. Then we use the model to provide the ex ante future path of house prices during the next twelve months (2015m11–2016m10). Although we do not seek to forecast all see-saw changes in property prices, based on the historical length of boom and bust cycles in the past, some interesting overall price paths are detected. It is observed that during the next year house prices in all capital cities will start plateauing with some likely moderate falls. This downward price adjustment is particularly more noticeable in Perth.

Suggested Citation

  • Valadkhani, Abbas & Costello, Greg & Ratti, Ronald, 2016. "House price cycles in Australia’s four largest capital cities," Economic Analysis and Policy, Elsevier, vol. 52(C), pages 11-22.
  • Handle: RePEc:eee:ecanpo:v:52:y:2016:i:c:p:11-22
    DOI: 10.1016/j.eap.2016.07.003
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    1. Costello, Greg & Fraser, Patricia & Groenewold, Nicolaas, 2011. "House prices, non-fundamental components and interstate spillovers: The Australian experience," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 653-669, March.
    2. Bulan, Laarni & Mayer, Christopher & Somerville, C. Tsuriel, 2009. "Irreversible investment, real options, and competition: Evidence from real estate development," Journal of Urban Economics, Elsevier, vol. 65(3), pages 237-251, May.
    3. Hyewon Kim & Meesoon Ha & Hawoong Jeong, 2015. "Scaling properties in time-varying networks with memory," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 88(12), pages 1-8, December.
    4. Mark J. Holmes & Arthur Grimes, 2008. "Is There Long-run Convergence among Regional House Prices in the UK?," Urban Studies, Urban Studies Journal Limited, vol. 45(8), pages 1531-1544, July.
    5. Xing Li & Megan MacGarvie & Petra Moser, 2014. "Dead Poets’ Property - How Does Copyright Influence Price," Discussion Papers 14-001, Stanford Institute for Economic Policy Research.
    6. HENDRY, David F. & RICHARD, Jean-François, 1983. "The econometric analysis of economic time series," LIDAM Reprints CORE 531, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    7. Fisher, Lance A. & Otto, Glenn & Voss, Graham M., 2010. "The response of Australian consumption to housing wealth," Journal of Macroeconomics, Elsevier, vol. 32(1), pages 284-299, March.
    8. Shao, Adam W. & Hanewald, Katja & Sherris, Michael, 2015. "Reverse mortgage pricing and risk analysis allowing for idiosyncratic house price risk and longevity risk," Insurance: Mathematics and Economics, Elsevier, vol. 63(C), pages 76-90.
    9. Alan G. Ahearne & John Ammer & Brian M. Doyle & Linda S. Kole & Robert F. Martin, 2005. "Monetary Policy and House Prices: A Cross-Country Study," Working Papers Central Bank of Chile 344, Central Bank of Chile.
    10. Gregory Costello & Patricia Fraser & Garry MacDonald, 2015. "Monetary policy influences in Australian housing markets," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 8(2), pages 265-286, June.
    11. Alexey Akimov & Simon Stevenson & James Young, 2015. "Synchronisation and commonalities in metropolitan housing market cycles," Urban Studies, Urban Studies Journal Limited, vol. 52(9), pages 1665-1682, July.
    12. Jushan Bai & Pierre Perron, 1998. "Estimating and Testing Linear Models with Multiple Structural Changes," Econometrica, Econometric Society, vol. 66(1), pages 47-78, January.
    13. Felix Schindler, 2013. "Predictability and Persistence of the Price Movements of the S&P/Case-Shiller House Price Indices," The Journal of Real Estate Finance and Economics, Springer, vol. 46(1), pages 44-90, January.
    14. Bruce E. Hansen, 2001. "The New Econometrics of Structural Change: Dating Breaks in U.S. Labour Productivity," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 117-128, Fall.
    15. Rangan Gupta & Stephen Miller, 2012. "The Time-Series Properties of House Prices: A Case Study of the Southern California Market," The Journal of Real Estate Finance and Economics, Springer, vol. 44(3), pages 339-361, April.
    16. Peter Abelson & Roselyne Joyeux & Stephane Mahuteau, 2013. "Modelling House Prices across Sydney," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 46(3), pages 269-285, September.
    17. Chyi Lin Lee, 2009. "Housing price volatility and its determinants," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 2(3), pages 293-308, August.
    18. Pesaran, M. H. & Smith, R. P., 1985. "Evaluation of macroeconometric models," Economic Modelling, Elsevier, vol. 2(2), pages 125-134, April.
    19. Jushan Bai & Pierre Perron, 2003. "Computation and analysis of multiple structural change models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(1), pages 1-22.
    20. Leung, Charles Ka Yui & Shi, Song & Ho Tang, Edward Chi, 2013. "Commodity house prices," Regional Science and Urban Economics, Elsevier, vol. 43(6), pages 875-887.
    21. Nigel Stapledon, 2012. "Trends and Cycles in Sydney and Melbourne House Prices from 1880 to 2011," Australian Economic History Review, Economic History Society of Australia and New Zealand, vol. 52(3), pages 293-317, November.
    22. Emily Gitelman & Glenn Otto, 2012. "Supply Elasticity Estimates for the Sydney Housing Market," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 45(2), pages 176-190, June.
    23. Le Ma & Chunlu Liu, 2013. "A panel error correction approach to explore spatial correlation patterns of the dominant housing market in Australian capital cities," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 6(4), pages 405-421, September.
    24. Andrew C. Worthington, 2012. "The quarter century record on housing affordability, affordability drivers, and government policy responses in Australia," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 5(3), pages 235-252, July.
    25. Kenneth Kuttner & Ilhyock Shim, 2012. "Taming the Real Estate Beast: The Effects of Monetary and Macroprudential Policies on Housing Prices and Credit," RBA Annual Conference Volume (Discontinued), in: Alexandra Heath & Frank Packer & Callan Windsor (ed.),Property Markets and Financial Stability, Reserve Bank of Australia.
    26. Harvey, A C & Todd, P H J, 1983. "Forecasting Economic Time Series with Structural and Box-Jenkins Models: A Case Study," Journal of Business & Economic Statistics, American Statistical Association, vol. 1(4), pages 299-307, October.
    27. Harvey, A C & Todd, P H J, 1983. "Forecasting Economic Time Series with Structural and Box-Jenkins Models: A Case Study: Response," Journal of Business & Economic Statistics, American Statistical Association, vol. 1(4), pages 313-315, October.
    28. Callan Windsor & Jarkko P. Jääskelä & Richard Finlay, 2015. "Housing Wealth Effects: Evidence from an Australian Panel," Economica, London School of Economics and Political Science, vol. 82(327), pages 552-577, July.
    29. Harvey, Andrew, 1997. "Trends, Cycles and Autoregressions," Economic Journal, Royal Economic Society, vol. 107(440), pages 192-201, January.
    30. Wadud, I.K.M. Mokhtarul & Bashar, Omar H.M.N. & Ahmed, Huson Joher Ali, 2012. "Monetary policy and the housing market in Australia," Journal of Policy Modeling, Elsevier, vol. 34(6), pages 849-863.
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    2. Awaworyi Churchill, Sefa & Inekwe, John & Ivanovski, Kris, 2018. "House price convergence: Evidence from Australian cities," Economics Letters, Elsevier, vol. 170(C), pages 88-90.

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    More about this item

    Keywords

    Housing prices; Australia; Forecast; Threshold regression;
    All these keywords.

    JEL classification:

    • C20 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - General
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • E37 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Forecasting and Simulation: Models and Applications
    • 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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