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Modelling UK House Prices with Structural Breaks and Conditional Variance Analysis

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  • Kyriaki Begiazi

    (Oxford Brookes University)

  • Paraskevi Katsiampa

    (Sheffield Hallam University)

Abstract

This paper differs from previous research by examining the existence of structural breaks in the UK regional house prices as well as in the prices of the different property types (flats, terraced, detached and semi-detached houses) in the UK as a whole, motivated by the uncertainty in the UK housing market and various financial events that may lead to structural changes within the housing market. Our paper enhances the conventional unit root tests by allowing for structural breaks, while including structural break tests strengthens our analysis. Our empirical results support the existence of structural breaks in the mean equation in seven out of thirteen regions of the UK as well as in three out of four property types, and in the variance equation in six regions and three property types. In addition, using a multivariate GARCH approach we examine both the behaviour of variances and covariances of the house price returns over time. Our results have significant implications for appropriate economic policy selection and investment management.

Suggested Citation

  • Kyriaki Begiazi & Paraskevi Katsiampa, 2019. "Modelling UK House Prices with Structural Breaks and Conditional Variance Analysis," The Journal of Real Estate Finance and Economics, Springer, vol. 58(2), pages 290-309, February.
    • Handle: RePEc:kap:jrefec:v:58:y:2019:i:2:d:10.1007_s11146-018-9652-5
    DOI: 10.1007/s11146-018-9652-5
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    1. Bollerslev, Tim & Engle, Robert F & Wooldridge, Jeffrey M, 1988. "A Capital Asset Pricing Model with Time-Varying Covariances," Journal of Political Economy, University of Chicago Press, vol. 96(1), pages 116-131, February.
    2. Jushan Bai & Pierre Perron, 1998. "Estimating and Testing Linear Models with Multiple Structural Changes," Econometrica, Econometric Society, vol. 66(1), pages 47-78, January.
    3. Simon Stevenson & Patrick Wilson & Ralf Zurbruegg, 2007. "Assessing the Time-Varying Interest Rate Sensitivity of Real Estate Securities," The European Journal of Finance, Taylor & Francis Journals, vol. 13(8), pages 705-715.
    4. Christian A. L. Hilber & Wouter Vermeulen, 2016. "The Impact of Supply Constraints on House Prices in England," Economic Journal, Royal Economic Society, vol. 126(591), pages 358-405, March.
    5. repec:cup:cbooks:9781107034662 is not listed on IDEAS
    6. I-Chun Tsai & Ming-Chi Chen & Tai Ma, 2010. "Modelling house price volatility states in the UK by switching ARCH models," Applied Economics, Taylor & Francis Journals, vol. 42(9), pages 1145-1153.
    7. Perron, Pierre & Vogelsang, Timothy J., "undated". "Level Shifts and Purchasing Power Parity," Instructional Stata datasets for econometrics levshift, Boston College Department of Economics.
    8. Engle, Robert F. & Kroner, Kenneth F., 1995. "Multivariate Simultaneous Generalized ARCH," Econometric Theory, Cambridge University Press, vol. 11(1), pages 122-150, February.
    9. Bruce Morley & Dennis Thomas, 2011. "Risk-return relationships and asymmetric adjustment in the UK housing market," Applied Financial Economics, Taylor & Francis Journals, vol. 21(10), pages 735-742.
    10. William Miles, 2011. "Long-Range Dependence in U.S. Home Price Volatility," The Journal of Real Estate Finance and Economics, Springer, vol. 42(3), pages 329-347, April.
    11. Kyriaki Begiazi & Dimitrios Asteriou & Keith Pilbeam, 2016. "A multivariate analysis of United States and global real estate investment trusts," International Economics and Economic Policy, Springer, vol. 13(3), pages 467-482, July.
    12. Gavin Cameron & John Muellbauer & Anthony Murphy, 2006. "Was There A British House Price Bubble? Evidence From A Regional Panel," ERES eres2006_150, European Real Estate Society (ERES).
    13. Lee, Junsoo & List, John A. & Strazicich, Mark C., 2006. "Non-renewable resource prices: Deterministic or stochastic trends?," Journal of Environmental Economics and Management, Elsevier, vol. 51(3), pages 354-370, May.
    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. Mei-Se Chien, 2010. "Structural Breaks and the Convergence of Regional House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 40(1), pages 77-88, January.
    16. Walter Dolde & Dogan Tirtiroglu, 1997. "Temporal and Spatial Information Diffusion in Real Estate Price Changes and Variances," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 25(4), pages 539-565, December.
    17. Perron, Pierre, 1997. "Further evidence on breaking trend functions in macroeconomic variables," Journal of Econometrics, Elsevier, vol. 80(2), pages 355-385, October.
    18. Hong Miao & Sanjay Ramchander & Marc W. Simpson, 2011. "Return and Volatility Transmission in U.S. Housing Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 39(4), pages 701-741, December.
    19. Brooks,Chris, 2014. "Introductory Econometrics for Finance," Cambridge Books, Cambridge University Press, number 9781107661455, December.
    20. Chang, C-L. & McAleer, M.J., 2017. "The Fiction of Full BEKK," Econometric Institute Research Papers TI 2017-015/III, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
    21. David E. Rapach & Jack K. Strauss, 2008. "Structural breaks and GARCH models of exchange rate volatility," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(1), pages 65-90.
    22. Giorgio Canarella & Stephen Miller & Stephen Pollard, 2012. "Unit Roots and Structural Change," Urban Studies, Urban Studies Journal Limited, vol. 49(4), pages 757-776, March.
    23. Vogelsang, Timothy J & Perron, Pierre, 1998. "Additional Tests for a Unit Root Allowing for a Break in the Trend Function at an Unknown Time," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(4), pages 1073-1100, November.
    24. Ortalo-Magne, Francois & Rady, Sven, 2002. "Tenure choice and the riskiness of non-housing consumption," Journal of Housing Economics, Elsevier, vol. 11(3), pages 266-279, September.
    25. Campbell, Sean D. & Davis, Morris A. & Gallin, Joshua & Martin, Robert F., 2009. "What moves housing markets: A variance decomposition of the rent-price ratio," Journal of Urban Economics, Elsevier, vol. 66(2), pages 90-102, September.
    26. Andrews, Donald W K, 1993. "Tests for Parameter Instability and Structural Change with Unknown Change Point," Econometrica, Econometric Society, vol. 61(4), pages 821-856, July.
    27. Banerjee, Anindya & Lumsdaine, Robin L & Stock, James H, 1992. "Recursive and Sequential Tests of the Unit-Root and Trend-Break Hypotheses: Theory and International Evidence," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(3), pages 271-287, July.
    28. Belayet Hossain & Ehsan Latif, 2009. "Determinants of housing price volatility in Canada: a dynamic analysis," Applied Economics, Taylor & Francis Journals, vol. 41(27), pages 3521-3531.
    29. Bruce Morley & Dennis Thomas, 2016. "An Empirical Analysis of UK House Price Risk Variation by Property Type," Review of Economics & Finance, Better Advances Press, Canada, vol. 6, pages 45-56, May.
    30. Lu Han, 2013. "Understanding the Puzzling Risk-Return Relationship for Housing," The Review of Financial Studies, Society for Financial Studies, vol. 26(4), pages 877-928.
    31. Bai, Jushan, 1997. "Estimating Multiple Breaks One at a Time," Econometric Theory, Cambridge University Press, vol. 13(3), pages 315-352, June.
    32. Perron, Pierre, 1989. "The Great Crash, the Oil Price Shock, and the Unit Root Hypothesis," Econometrica, Econometric Society, vol. 57(6), pages 1361-1401, November.
    33. 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.
    34. Geoff Willcocks, 2010. "Conditional Variances in UK Regional House Prices," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(3), pages 339-354.
    35. Malpezzi, Stephen & Maclennan, Duncan, 2001. "The Long-Run Price Elasticity of Supply of New Residential Construction in the United States and the United Kingdom," Journal of Housing Economics, Elsevier, vol. 10(3), pages 278-306, September.
    36. Jarque, Carlos M. & Bera, Anil K., 1980. "Efficient tests for normality, homoscedasticity and serial independence of regression residuals," Economics Letters, Elsevier, vol. 6(3), pages 255-259.
    37. 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.
    38. Nikolaos Antonakakis & Rangan Gupta & Christophe André, 2015. "Dynamic Co-movements between Economic Policy Uncertainty and Housing Market Returns," Journal of Real Estate Portfolio Management, Taylor & Francis Journals, vol. 21(1), pages 53-60, January.
    39. Perron, Pierre & Vogelsang, Timothy J, 1992. "Nonstationarity and Level Shifts with an Application to Purchasing Power Parity," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(3), pages 301-320, July.
    40. Michail Karoglou & Bruce Morley & Dennis Thomas, 2013. "Risk and Structural Instability in US House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 46(3), pages 424-436, April.
    41. Norman Miller & Liang Peng, 2006. "Exploring Metropolitan Housing Price Volatility," The Journal of Real Estate Finance and Economics, Springer, vol. 33(1), pages 5-18, August.
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    Cited by:

    1. Paraskevi Katsiampa & Kyriaki Begiazi, 2019. "An empirical analysis of the Scottish housing market by property type," Scottish Journal of Political Economy, Scottish Economic Society, vol. 66(4), pages 559-583, September.
    2. James E. Payne & Xiaojin Sun, 2023. "Time‐varying connectedness of metropolitan housing markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 51(2), pages 470-502, March.
    3. Yang Tang & Kairong Hong & Yucheng Zou & Yanwei Zhang, 2021. "Impact of Emotional Perceived Value on the Uncertain Evolution of the Housing Bubble," Mathematics, MDPI, vol. 9(13), pages 1-23, July.
    4. Katsiampa, Paraskevi, 2019. "An empirical investigation of volatility dynamics in the cryptocurrency market," Research in International Business and Finance, Elsevier, vol. 50(C), pages 322-335.
    5. Jabed H. Tomal & Hafizur Rahman, 2021. "A Bayesian piecewise linear model for the detection of breakpoints in housing prices," METRON, Springer;Sapienza Università di Roma, vol. 79(3), pages 361-381, December.
    6. Rafiq Ahmed & Syed Tehseen Jawaid & Samina Khalil, 2021. "Bubble Detection in Housing Market: Evidence From a Developing Country," SAGE Open, , vol. 11(2), pages 21582440211, April.

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    More about this item

    Keywords

    UK regions; House prices; Structural break; Volatility; MGARCH; BEKK;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • G1 - Financial Economics - - General Financial Markets
    • R15 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Econometric and Input-Output Models; Other Methods

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