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Housing market cycles in large urban areas

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  • Alqaralleh, Huthaifa
  • Canepa, Alessandra

Abstract

This paper examines the behaviour of house prices in large metropolitan areas. Using a sample of metropolises it is shown that real estate prices are largely nonlinear. It is found that dynamic asymmetries in the housing market cycle can well be modelled using a logistic smooth transition model (LSTAR). Further, it is found that the LSTAR specification has better forecasting properties with respect to other linear and nonlinear models.

Suggested Citation

  • Alqaralleh, Huthaifa & Canepa, Alessandra, 2020. "Housing market cycles in large urban areas," Economic Modelling, Elsevier, vol. 92(C), pages 257-267.
  • Handle: RePEc:eee:ecmode:v:92:y:2020:i:c:p:257-267
    DOI: 10.1016/j.econmod.2020.01.005
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    1. Klaus Adam & Pei Kuang & Albert Marcet, 2012. "House Price Booms and the Current Account," NBER Macroeconomics Annual, University of Chicago Press, vol. 26(1), pages 77-122.
    2. Davis, E. Philip & Zhu, Haibin, 2009. "Commercial property prices and bank performance," The Quarterly Review of Economics and Finance, Elsevier, vol. 49(4), pages 1341-1359, November.
    3. W. Miles, 2008. "Boom–Bust Cycles and the Forecasting Performance of Linear and Non-Linear Models of House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 36(3), pages 249-264, April.
    4. Holly, Sean & Jones, Natasha, 1997. "House prices since the 1940s: Cointegration, demography and asymmetries," Economic Modelling, Elsevier, vol. 14(4), pages 549-565, October.
    5. K. S. Chan & H. Tong, 1986. "On Estimating Thresholds In Autoregressive Models," Journal of Time Series Analysis, Wiley Blackwell, vol. 7(3), pages 179-190, May.
    6. Jack Favilukis & Sydney C. Ludvigson & Stijn Van Nieuwerburgh, 2017. "The Macroeconomic Effects of Housing Wealth, Housing Finance, and Limited Risk Sharing in General Equilibrium," Journal of Political Economy, University of Chicago Press, vol. 125(1), pages 140-223.
    7. Kuttner, Kenneth N. & Shim, Ilhyock, 2016. "Can non-interest rate policies stabilize housing markets? Evidence from a panel of 57 economies," Journal of Financial Stability, Elsevier, vol. 26(C), pages 31-44.
    8. André Lucas & Siem Jan Koopman, 2005. "Business and default cycles for credit risk," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(2), pages 311-323.
    9. Bernanke, Ben & Gertler, Mark & Gilchrist, Simon, 1996. "The Financial Accelerator and the Flight to Quality," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 1-15, February.
    10. John Geanakoplos & Robert Axtell & J. Doyne Farmer & Peter Howitt & Benjamin Conlee & Jonathan Goldstein & Matthew Hendrey & Nathan M. Palmer & Chun-Yi Yang, 2012. "Getting at Systemic Risk via an Agent-Based Model of the Housing Market," American Economic Review, American Economic Association, vol. 102(3), pages 53-58, May.
    11. Zabel, Jeffrey & Dalton, Maurice, 2011. "The impact of minimum lot size regulations on house prices in Eastern Massachusetts," Regional Science and Urban Economics, Elsevier, vol. 41(6), pages 571-583.
    12. 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.
    13. Albert Saiz, 2010. "The Geographic Determinants of Housing Supply," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 1253-1296.
    14. Jackson, Kristoffer (Kip), 2018. "Regulation, land constraints, and California’s boom and bust," Regional Science and Urban Economics, Elsevier, vol. 68(C), pages 130-147.
    15. Carmen M. Reinhart & Kenneth S. Rogoff, 2014. "This Time is Different: A Panoramic View of Eight Centuries of Financial Crises," Annals of Economics and Finance, Society for AEF, vol. 15(2), pages 215-268, November.
    16. Glaeser, Edward L. & Gyourko, Joseph & Saiz, Albert, 2008. "Housing supply and housing bubbles," Journal of Urban Economics, Elsevier, vol. 64(2), pages 198-217, September.
    17. Erceg, Christopher & Levin, Andrew, 2006. "Optimal monetary policy with durable consumption goods," Journal of Monetary Economics, Elsevier, vol. 53(7), pages 1341-1359, October.
    18. Dennis R. Capozza & Patric H. Hendershott & Charlotte Mack, 2004. "An Anatomy of Price Dynamics in Illiquid Markets: Analysis and Evidence from Local Housing Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(1), pages 1-32, March.
    19. Muellbauer, John & Murphy, Anthony, 1997. "Booms and Busts in the UK Housing Market," Economic Journal, Royal Economic Society, vol. 107(445), pages 1701-1727, November.
    20. Sichel, Daniel E, 1991. "Business Cycle Duration Dependence: A Parametric Approach," The Review of Economics and Statistics, MIT Press, vol. 73(2), pages 254-260, May.
    21. José Cerón & Javier Suarez, 2006. "Hot and Cold Housing Markets: International Evidence," Working Papers wp2006_0603, CEMFI.
    22. David Genesove & Christopher Mayer, 2001. "Loss Aversion and Seller Behavior: Evidence from the Housing Market," The Quarterly Journal of Economics, Oxford University Press, vol. 116(4), pages 1233-1260.
    23. Mr. Bas B. Bakker & Mr. Giovanni Dell'Ariccia & Mr. Luc Laeven & Mr. Jerome Vandenbussche & Ms. Deniz O Igan & Mr. Hui Tong, 2012. "Policies for Macrofinancial Stability: How to Deal with Credit Booms," IMF Staff Discussion Notes 2012/006, International Monetary Fund.
    24. Steve Cook & Duncan Watson, 2016. "A new perspective on the ripple effect in the UK housing market: Comovement, cyclical subsamples and alternative indices," Urban Studies, Urban Studies Journal Limited, vol. 53(14), pages 3048-3062, November.
    25. Jesse M. Abraham & Patric H. Hendershott, 1992. "Patterns and determinants of metropolitan house prices, 1977 to 1991," Conference Series ; [Proceedings], Federal Reserve Bank of Boston, vol. 36, pages 18-56.
    26. Alan M. Taylor, 2015. "Credit, Financial Stability, and the Macroeconomy," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 309-339, August.
    27. Ume, Ejindu, 2018. "The impact of monetary policy on housing market activity: An assessment using sign restrictions," Economic Modelling, Elsevier, vol. 68(C), pages 23-31.
    28. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "Varieties of Crises and Their Dates," Introductory Chapters, in: This Time Is Different: Eight Centuries of Financial Folly, Princeton University Press.
    29. Edward Glaeser & Joseph Gyourko, 2018. "The Economic Implications of Housing Supply," Journal of Economic Perspectives, American Economic Association, vol. 32(1), pages 3-30, Winter.
    30. Limsombunchai, Visit, 2004. "House Price Prediction: Hedonic Price Model vs. Artificial Neural Network," 2004 Conference, June 25-26, 2004, Blenheim, New Zealand 97781, New Zealand Agricultural and Resource Economics Society.
    31. Hommes, Cars & in ’t Veld, Daan, 2017. "Booms, busts and behavioural heterogeneity in stock prices," Journal of Economic Dynamics and Control, Elsevier, vol. 80(C), pages 101-124.
    32. Te Bao & Cars Hommes & Tomasz Makarewicz, 2017. "Bubble Formation and (In)Efficient Markets in Learning‐to‐forecast and optimise Experiments," Economic Journal, Royal Economic Society, vol. 127(605), pages 581-609, October.
    33. 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.
    34. Levine, Ross, 2002. "Bank-Based or Market-Based Financial Systems: Which Is Better?," Journal of Financial Intermediation, Elsevier, vol. 11(4), pages 398-428, October.
    35. Narayan, Paresh Kumar & Liu, Ruipeng, 2015. "A unit root model for trending time-series energy variables," Energy Economics, Elsevier, vol. 50(C), pages 391-402.
    36. Arthur F. Burns & Wesley C. Mitchell, 1946. "Measuring Business Cycles," NBER Books, National Bureau of Economic Research, Inc, number burn46-1, March.
    37. Robert Edelstein & Desmond Tsang, 2007. "Dynamic Residential Housing Cycles Analysis," The Journal of Real Estate Finance and Economics, Springer, vol. 35(3), pages 295-313, October.
    38. Paresh Kumar Narayan & Stephan Popp, 2010. "A new unit root test with two structural breaks in level and slope at unknown time," Journal of Applied Statistics, Taylor & Francis Journals, vol. 37(9), pages 1425-1438.
    39. George Kapetanios, 2001. "Model Selection in Threshold Models," Journal of Time Series Analysis, Wiley Blackwell, vol. 22(6), pages 733-754, November.
    40. Bracke, Philippe, 2013. "How long do housing cycles last? A duration analysis for 19 OECD countries," Journal of Housing Economics, Elsevier, vol. 22(3), pages 213-230.
    41. Anenberg, Elliot, 2011. "Loss aversion, equity constraints and seller behavior in the real estate market," Regional Science and Urban Economics, Elsevier, vol. 41(1), pages 67-76, January.
    42. Terasvirta, Timo & van Dijk, Dick & Medeiros, Marcelo C., 2005. "Linear models, smooth transition autoregressions, and neural networks for forecasting macroeconomic time series: A re-examination," International Journal of Forecasting, Elsevier, vol. 21(4), pages 755-774.
    43. Gerhard Bry & Charlotte Boschan, 1971. "Foreword to "Cyclical Analysis of Time Series: Selected Procedures and Computer Programs"," NBER Chapters, in: Cyclical Analysis of Time Series: Selected Procedures and Computer Programs, pages -1, National Bureau of Economic Research, Inc.
    44. Cerutti, Eugenio & Claessens, Stijn & Laeven, Luc, 2017. "The use and effectiveness of macroprudential policies: New evidence," Journal of Financial Stability, Elsevier, vol. 28(C), pages 203-224.
    45. 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.
    46. Andrew Benito, 2006. "How does the down-payment constraint affect the UK housing market?," Bank of England working papers 294, Bank of England.
    47. Ms. Deniz O Igan & Mr. Heedon Kang, 2011. "Do Loan-To-Value and Debt-To-Income Limits Work? Evidence From Korea," IMF Working Papers 2011/297, International Monetary Fund.
    48. Gordon W. Crawford & Michael C. Fratantoni, 2003. "Assessing the Forecasting Performance of Regime‐Switching, ARIMA and GARCH Models of House Prices," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 31(2), pages 223-243, June.
    49. Kouwenberg, Roy & Zwinkels, Remco, 2014. "Forecasting the US housing market," International Journal of Forecasting, Elsevier, vol. 30(3), pages 415-425.
    50. Mehmet Balcilar & Rangan Gupta & Stephen M. Miller, 2015. "The out-of-sample forecasting performance of nonlinear models of regional housing prices in the US," Applied Economics, Taylor & Francis Journals, vol. 47(22), pages 2259-2277, May.
    51. Quigley, John M. & Rosenthal, Larry A., 2005. "The Effects of Land-Use Regulation on the Price of Housing: What Do We Know? What Can We Learn?," Berkeley Program on Housing and Urban Policy, Working Paper Series qt90m9g90w, Berkeley Program on Housing and Urban Policy.
    52. Wheaton, William C, 1990. "Vacancy, Search, and Prices in a Housing Market Matching Model," Journal of Political Economy, University of Chicago Press, vol. 98(6), pages 1270-1292, December.
    53. Harding, Don & Pagan, Adrian, 2002. "Dissecting the cycle: a methodological investigation," Journal of Monetary Economics, Elsevier, vol. 49(2), pages 365-381, March.
    54. Malpezzi, Stephen, 1999. "A Simple Error Correction Model of House Prices," Journal of Housing Economics, Elsevier, vol. 8(1), pages 27-62, March.
    55. Steven Cook & Sean Holly, 2000. "Statistical Properties of UK House Prices: An Analysis of Disaggregated Vintages," Urban Studies, Urban Studies Journal Limited, vol. 37(11), pages 2045-2051, October.
    56. Stijn Claessens & M. Ayhan Kose & Marco E. Terrones, 2009. "What happens during recessions, crunches and busts? [Business cycles for G-7 and European countries]," Economic Policy, CEPR;CES;MSH, vol. 24(60), pages 653-700.
    57. Demirguc-Kunt, Asli & Levine, Ross, 1999. "Bank-based and market-based financial systems - cross-country comparisons," Policy Research Working Paper Series 2143, The World Bank.
    58. Jeremy C. Stein, 1995. "Prices and Trading Volume in the Housing Market: A Model with Down-Payment Effects," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 379-406.
    59. Francis X. Diebold & Glenn Rudebusch & Daniel Sichel, 1993. "Further Evidence on Business-Cycle Duration Dependence," NBER Chapters, in: Business Cycles, Indicators, and Forecasting, pages 255-284, National Bureau of Economic Research, Inc.
    60. Gjerstad,Steven D. & Smith,Vernon L., 2014. "Rethinking Housing Bubbles," Cambridge Books, Cambridge University Press, number 9780521198097.
    61. Juan Cabrera & Tao Wang & Jian Yang, 2011. "Linear and Nonlinear Predictability of International Securitized Real Estate Returns: A Reality Check," Journal of Real Estate Research, American Real Estate Society, vol. 33(4), pages 565-594.
    62. Steven Cook, 2003. "The Convergence of Regional House Prices in the UK," Urban Studies, Urban Studies Journal Limited, vol. 40(11), pages 2285-2294, October.
    63. Roberto Dieci & Frank Westerhoff, 2012. "A simple model of a speculative housing market," Journal of Evolutionary Economics, Springer, vol. 22(2), pages 303-329, April.
    64. Sei-Wan Kim & Radha Bhattacharya, 2009. "Regional Housing Prices in the USA: An Empirical Investigation of Nonlinearity," The Journal of Real Estate Finance and Economics, Springer, vol. 38(4), pages 443-460, May.
    65. Gerhard Bry & Charlotte Boschan, 1971. "Cyclical Analysis of Time Series: Selected Procedures and Computer Programs," NBER Books, National Bureau of Economic Research, Inc, number bry_71-1, March.
    66. Paresh Kumar Narayan & Stephan Popp, 2013. "Size and power properties of structural break unit root tests," Applied Economics, Taylor & Francis Journals, vol. 45(6), pages 721-728, February.
    67. 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.
    68. Gimeno, Ricardo & Martí­nez-Carrascal, Carmen, 2010. "The relationship between house prices and house purchase loans: The Spanish case," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1849-1855, August.
    69. Ascari, G. & Pecora, N. & Spelta, A., 2018. "Booms And Busts In A Housing Market With Heterogeneous Agents," Macroeconomic Dynamics, Cambridge University Press, vol. 22(7), pages 1808-1824, October.
    70. Patric H. Hendershott & Jesse M. Abraham, 1992. "Patterns and Determinants of Metropolitan House Prices, 1977-91," NBER Working Papers 4196, National Bureau of Economic Research, Inc.
    71. Sarantis, Nicholas, 2001. "Nonlinearities, cyclical behaviour and predictability in stock markets: international evidence," International Journal of Forecasting, Elsevier, vol. 17(3), pages 459-482.
    72. Peter Abelson & Roselyne Joyeux & George Milunovich & Demi Chung, 2005. "Explaining House Prices in Australia: 1970–2003," The Economic Record, The Economic Society of Australia, vol. 81(s1), pages 96-103, August.
    73. Blatt, John Markus, 1980. "On the Frisch Model of Business Cycles," Oxford Economic Papers, Oxford University Press, vol. 32(3), pages 467-479, November.
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    Cited by:

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    More about this item

    Keywords

    Housing markets; Asymmetric cycles; Metropolises; Non-linear models;
    All these keywords.

    JEL classification:

    • C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

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