IDEAS home Printed from https://ideas.repec.org/a/ids/afasfa/v6y2016i4p374-395.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.inderscience.com/link.php?id=80524
    Download Restriction: Access to full text is restricted to subscribers.
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. Koenker,Roger, 2005. "Quantile Regression," Cambridge Books, Cambridge University Press, number 9780521845731, January.
    6. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. Powell, James L., 1986. "Censored regression quantiles," Journal of Econometrics, Elsevier, vol. 32(1), pages 143-155, June.
    13. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Korhan Gokmenoglu & Siamand Hesami, 2019. "Real estate prices and stock market in Germany: analysis based on hedonic price index," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 12(4), pages 687-707, April.
    2. Ata Assaf, 2006. "Canadian REITs and Stock Prices: Fractional Cointegration and Long Memory," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 9(03), pages 441-462.
    3. Hao, Jing & He, Feng, 2018. "Univariate dependence among sectors in Chinese stock market and systemic risk implication," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 510(C), pages 355-364.
    4. Chi-Wei Su & Xiao-Cui Yin & Hsu-Ling Chang & Hai-Gang Zhou, 2019. "Are the stock and real estate markets integrated in China?," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 14(4), pages 741-760, December.
    5. Xiangyu Chen & Jittima Tongurai, 2021. "The Relationship Between China’s Real Estate Market and Industrial Metals Futures Market: Evidence from Non-price Measures of the Real Estate Market," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 28(4), pages 527-561, December.
    6. Oikarinen, Elias, 2006. "Price Linkages between Stock, Bond and Housing Markets - Evidence from Finnish Data," Discussion Papers 1004, The Research Institute of the Finnish Economy.
    7. Komunjer, Ivana, 2013. "Quantile Prediction," Handbook of Economic Forecasting, in: G. Elliott & C. Granger & A. Timmermann (ed.), Handbook of Economic Forecasting, edition 1, volume 2, chapter 0, pages 961-994, Elsevier.
    8. Ho, Hwai-Chung, 2015. "Sample quantile analysis for long-memory stochastic volatility models," Journal of Econometrics, Elsevier, vol. 189(2), pages 360-370.
    9. Harvey,Andrew C., 2013. "Dynamic Models for Volatility and Heavy Tails," Cambridge Books, Cambridge University Press, number 9781107034723.
    10. 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.
    11. Tsangyao Chang & Xiao-lin Li & Stephen M. Miller & Mehmet Balcilar & Rangan Gupta, 2013. "The Co-Movement and Causality between the U.S. Real Estate and Stock Markets in the Time and Frequency Domains," Working papers 2013-34, University of Connecticut, Department of Economics.
    12. Yuki Toyoshima, 2018. "Testing for Causality-In-Mean and Variance between the UK Housing and Stock Markets," JRFM, MDPI, vol. 11(2), pages 1-10, April.
    13. Aliyu, Shehu Usman Rano, 2020. "What have we learnt from modelling stock returns in Nigeria: Higgledy-piggledy?," MPRA Paper 110382, University Library of Munich, Germany, revised 06 Jun 2021.
    14. Okunev, John & Wilson, Patrick & Zurbruegg, Ralf, 2002. "Relationships between Australian Real Estate and Stock Market Prices--A Case of Market Inefficiency," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 21(3), pages 181-192, April.
    15. Albulescu, C.T. & Bouri, E. & Tiwari, A.K. & Roubaud, D., 2020. "Quantile causality between banking stock and real estate securities returns in the US," The Quarterly Review of Economics and Finance, Elsevier, vol. 78(C), pages 251-260.
    16. So, Mike K.P. & Chung, Ray S.W., 2015. "Statistical inference for conditional quantiles in nonlinear time series models," Journal of Econometrics, Elsevier, vol. 189(2), pages 457-472.
    17. repec:prg:jnlpep:v:preprint:id:560:p:1-15 is not listed on IDEAS
    18. Maria I. Kyriakou & Athanasios Koulakiotis & Apostolos Kiohos & Vassilios Babalos, 2023. "Fractional Integration and Volatility Transmission Between Real Estate and Stock Markets: Novel Evidence from a FIGARCH-BEKK Approach," The Journal of Real Estate Finance and Economics, Springer, vol. 66(4), pages 939-962, May.
    19. Feng-Li Lin & Mei-Chih Wang & Hsien-Hung Kung, 2020. "Housing and Stock Market Nexus in the US," European Research Studies Journal, European Research Studies Journal, vol. 0(3), pages 114-130.
    20. Wolski Rafal, 2020. "Co-Integration Test of Selected Indexes on the Share Market and Index of Housing Real Estate Prices," Real Estate Management and Valuation, Sciendo, vol. 28(1), pages 100-111, March.
    21. Mato Njavro & Petra Posedel & Maruška Vizek, 2016. "Regime Switching Behaviour of Real Estate and Equity Prices in Emerging Countries," Prague Economic Papers, Prague University of Economics and Business, vol. 2016(4), pages 396-410.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ids:afasfa:v:6:y:2016:i:4:p:374-395. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sarah Parker (email available below). General contact details of provider: http://www.inderscience.com/browse/index.php?journalID=214 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.