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A quantile regression approach and nonlinear analysis with Archimedean copulas to explain the movements of residential real estate prices

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  • Khalid Almeshal
  • Nader Naifar

Abstract

The primary objective of this paper is to explain the determinants of residential real estate prices in the largest real estate market in the oil-rich Gulf Cooperation Council (GCC) countries. We employ linear quantile regression analysis to investigate the impact of financial market conditions (stock market returns and volatility), key monetary policy, and macroeconomic variables (including short term interest rates, inflation rates, and crude oil prices) on the residential real estate price dynamics. The secondary objective of this paper is to investigate the nonlinear relationships among variables through the use of two different Archimedean copulas with upper and lower tail dependence. The empirical results consistently demonstrate that only the residential real estate index-inflation rate relationship is statistically significant for all quantiles. We also find a nonlinear relationship among stock market returns, crude oil prices, and the residential real estate index, where the dependence structure is asymmetric and orients toward the upper side of the distribution. This study has significant implications for the analysis of real estate markets, investors, portfolio managers and policy makers.

Suggested Citation

  • Khalid Almeshal & Nader Naifar, 2016. "A quantile regression approach and nonlinear analysis with Archimedean copulas to explain the movements of residential real estate prices," Afro-Asian Journal of Finance and Accounting, Inderscience Enterprises Ltd, vol. 6(4), pages 374-395.
    • Handle: RePEc:ids:afasfa:v:6:y:2016:i:4:p:374-395
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    1. Levin, Eric J. & Wright, Robert E., 1997. "The impact of speculation on house prices in the United Kingdom," Economic Modelling, Elsevier, vol. 14(4), pages 567-585, October.
    2. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    3. Daniel C. Quan & Sheridan Titman, 1999. "Do Real Estate Prices and Stock Prices Move Together? An International Analysis," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 27(2), pages 183-207, June.
    4. Eric Bouye & Mark Salmon, 2009. "Dynamic copula quantile regressions and tail area dynamic dependence in Forex markets," The European Journal of Finance, Taylor & Francis Journals, vol. 15(7-8), pages 721-750.
    5. Nader Naifar & Slim Mseddi, 2013. "Sukuk spreads determinants and pricing model methodology," Afro-Asian Journal of Finance and Accounting, Inderscience Enterprises Ltd, vol. 3(3), pages 241-257.
    6. Crocker H. Liu & David J. Hartzell & Martin E. Hoesli, 1997. "International Evidence on Real Estate Securities as an Inflation Hedge," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 25(2), pages 193-221, June.
    7. Hort, Katinka, 1998. "The Determinants of Urban House Price Fluctuations in Sweden 1968-1994," Journal of Housing Economics, Elsevier, vol. 7(2), pages 93-120, June.
    8. Conlin Lizieri & Steven Satchell & Elaine Worzala & Roberto Dacco', 1998. "Real Interest Regimes and Real Estate Performance: A Comparison of UK and US Markets," Journal of Real Estate Research, American Real Estate Society, vol. 16(3), pages 339-356.
    9. John Okunev & Patrick J. Wilson, 1997. "Using Nonlinear Tests to Examine Integration Between Real Estate and Stock Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 25(3), pages 487-503, September.
    10. Hui, Eddie Chi-man & Chan, Ka Kwan Kevin, 2014. "The global financial crisis: Is there any contagion between real estate and equity markets?," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 405(C), pages 216-225.
    11. Koenker,Roger, 2005. "Quantile Regression," Cambridge Books, Cambridge University Press, number 9780521845731, September.
    12. Ding, Haoyuan & Chong, Terence Tai-leung & Park, Sung Y., 2014. "Nonlinear dependence between stock and real estate markets in China," Economics Letters, Elsevier, vol. 124(3), pages 526-529.
    13. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    14. Lin, Tsoyu Calvin & Lin, Zong-Han, 2011. "Are stock and real estate markets integrated? An empirical study of six Asian economies," Pacific-Basin Finance Journal, Elsevier, vol. 19(5), pages 571-585, November.
    15. Yuming Fu & Lilian K. Ng, 2001. "Market Efficiency and Return Statistics: Evidence from Real Estate and Stock Markets Using a Present‐Value Approach," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 29(2), pages 227-250.
    16. Patrick J. Wilson & John Okunev, 1999. "Long-Term Dependencies and Long Run non-Periodic Co-Cycles: Real Estate and Stock Markets," Journal of Real Estate Research, American Real Estate Society, vol. 18(2), pages 257-278.
    17. Powell, James L., 1986. "Censored regression quantiles," Journal of Econometrics, Elsevier, vol. 32(1), pages 143-155, June.
    18. Okunev, John & Wilson, Patrick & Zurbruegg, Ralf, 2000. "The Causal Relationship between Real Estate and Stock Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 21(3), pages 251-261, November.
    19. Crocker H. Liu & Jianping Mei, 1998. "The Predictability of International Real Estate Markets, Exchange Rate Risks and Diversification Consequences," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 26(1), pages 3-39, March.
    20. Gaiyan Zhang & Hung-Gay Fung, 2006. "On the Imbalance Between the Real Estate Market and the Stock Markets in China," Chinese Economy, Taylor & Francis Journals, vol. 39(2), pages 26-39, April.
    21. Hatemi-J, Abdulnasser & Roca, Eduardo & Al-Shayeb, Abdulrahman, 2014. "How integrated are real estate markets with the world market? Evidence from case-wise bootstrap analysis," Economic Modelling, Elsevier, vol. 37(C), pages 137-142.
    22. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
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