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Real Estate Returns Predictability Revisited: Novel Evidence from the US REITs Market

Author

Listed:
  • Kola Akinsomi

    (School of Construction Economics and Management, University of Witwatersrand, Johannesburg, South Africa.)

  • Goodness C. Aye

    (Department of Economics, University of Pretoria)

  • Vassilios Babalos

    (Department of Accounting & Finance, Technological Educational Institute of Peloponnese, Greece; Department of Banking & Financial Management, University of Piraeus, Greece.)

  • Fotini Economou

    (Centre of Planning and Economic Research, Greece & Open University of Cyprus, Cyprus.)

  • Rangan Gupta

    (Department of Economics, University of Pretoria)

Abstract

In this paper we examine the real estate returns predictability employing US REITs and a set of possible predictors for the period January 1991 to September 2013. To this end we employ several forecasting models to test for REITs predictability under a flexible framework that captures parameter instability. Apart from the traditional factors examined in relevant studies, we also account for a series of sentiment and uncertainty indicators that may be significant predictors of REITs returns, especially during turbulent times when sentiment determines investment decisions to a greater extent. The empirical results indicate that the good predictors of REITs returns vary over time and over the forecast horizons. Our results suggest that economy-wide indicators, monetary policy instrument and sentiment indicators are among the most powerful predictors of REITs returns. The issue of the most suitable forecasting method is also discussed in detail. Our results might entail implications for investors and market authorities.

Suggested Citation

  • Kola Akinsomi & Goodness C. Aye & Vassilios Babalos & Fotini Economou & Rangan Gupta, 2014. "Real Estate Returns Predictability Revisited: Novel Evidence from the US REITs Market," Working Papers 201454, University of Pretoria, Department of Economics.
  • Handle: RePEc:pre:wpaper:201454
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    References listed on IDEAS

    as
    1. Maier, Gunther & Herath, Shanaka, 2009. "Real Estate Market Efficiency. A Survey of Literature," SRE-Discussion Papers 2009/07, WU Vienna University of Economics and Business.
    2. Camilo Serrano & Martin Hoesli, 2010. "Are Securitized Real Estate Returns more Predictable than Stock Returns?," The Journal of Real Estate Finance and Economics, Springer, vol. 41(2), pages 170-192, August.
    3. Grassi, Stefano & Santucci de Magistris, Paolo, 2015. "It's all about volatility of volatility: Evidence from a two-factor stochastic volatility model," Journal of Empirical Finance, Elsevier, vol. 30(C), pages 62-78.
    4. Koop, Gary & Korobilis, Dimitris, 2011. "UK macroeconomic forecasting with many predictors: Which models forecast best and when do they do so?," Economic Modelling, Elsevier, vol. 28(5), pages 2307-2318, September.
    5. Schindler, Felix & Rottke, Nico & Füss, Roland, 2009. "Testing the predictability and efficiency of securitized real estate markets," ZEW Discussion Papers 09-054, ZEW - Leibniz Centre for European Economic Research.
    6. Korobilis, Dimitris, 2013. "Bayesian forecasting with highly correlated predictors," Economics Letters, Elsevier, vol. 118(1), pages 148-150.
    7. John H. Cochrane & Monika Piazzesi, 2005. "Bond Risk Premia," American Economic Review, American Economic Association, vol. 95(1), pages 138-160, March.
    8. repec:arz:wpaper:eres2009-155 is not listed on IDEAS
    9. Robert J. Shiller, 2007. "Understanding recent trends in house prices and homeownership," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 89-123.
    10. Ling, David C & Naranjo, Andy & Ryngaert, Michael D, 2000. "The Predictability of Equity REIT Returns: Time Variation and Economic Significance," The Journal of Real Estate Finance and Economics, Springer, vol. 20(2), pages 117-136, March.
    11. Jesse M. Abraham & Patric H. Hendershott, 1994. "Bubbles in Metropolitan Housing Markets," NBER Working Papers 4774, National Bureau of Economic Research, Inc.
    12. 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.
    13. Felix Schindler, 2014. "Persistence and Predictability in UK House Price Movements," The Journal of Real Estate Finance and Economics, Springer, vol. 48(1), pages 132-163, January.
    14. Mei, Jianping & Lee, Ahyee, 1994. "Is There a Real Estate Factor Premium?," The Journal of Real Estate Finance and Economics, Springer, vol. 9(2), pages 113-126, September.
    15. Gary Koop & Dimitris Korobilis, 2012. "Forecasting Inflation Using Dynamic Model Averaging," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 53(3), pages 867-886, August.
    16. Ming‐Long Lee & Kevin Chiang, 2010. "Long‐run price behaviour of equity REITs: become more like common stocks after the early 1990s?," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 28(6), pages 454-465, September.
    17. 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.
    18. Liu, Crocker H & Mei, Jianping, 1992. "The Predictability of Returns on Equity REITs and Their Co-movement with Other Assets," The Journal of Real Estate Finance and Economics, Springer, vol. 5(4), pages 401-418, December.
    19. John Geweke & Gianni Amisano, 2011. "Hierarchical Markov normal mixture models with applications to financial asset returns," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(1), pages 1-29, January/F.
    20. Meese Richard & Wallace Nancy, 1994. "Testing the Present Value Relation for Housing Prices: Should I Leave My House in San Francisco?," Journal of Urban Economics, Elsevier, vol. 35(3), pages 245-266, May.
    21. Karl E. Case & Robert J. Shiller, 1987. "Prices of single-family homes since 1970: new indexes for four cities," New England Economic Review, Federal Reserve Bank of Boston, issue Sep, pages 45-56.
    22. Robert J. Shiller, 2007. "Understanding recent trends in house prices and homeownership," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 89-123.
    23. Hill, R. Carter & Sirmans, C. F. & Knight, John R., 1999. "A random walk down main street?," Regional Science and Urban Economics, Elsevier, vol. 29(1), pages 89-103, January.
    24. 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.
    25. Chris Brooks & Sotiris Tsolacos, 2001. "Forecasting real estate returns using financial spreads," Journal of Property Research, Taylor & Francis Journals, vol. 18(3), pages 235-248.
    26. Camilo Serrano & Martin Hoesli, 2007. "Forecasting EREIT Returns," Swiss Finance Institute Research Paper Series 07-35, Swiss Finance Institute.
    27. Philipp an de Meulen & Martin Micheli & Torsten Schmidt, 2014. "Forecasting real estate prices in Germany: the role of consumer confidence," Journal of Property Research, Taylor & Francis Journals, vol. 31(3), pages 244-263, September.
    28. 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.
    29. Philippas, Nikolaos & Economou, Fotini & Babalos, Vassilios & Kostakis, Alexandros, 2013. "Herding behavior in REITs: Novel tests and the role of financial crisis," International Review of Financial Analysis, Elsevier, vol. 29(C), pages 166-174.
    30. Jian Zhou & Randy Anderson, 2013. "An Empirical Investigation of Herding Behavior in the U.S. REIT Market," The Journal of Real Estate Finance and Economics, Springer, vol. 47(1), pages 83-108, July.
    31. Mei, Jianping & Gao, Bin, 1995. "Price Reversal, Transaction Costs, and Arbitrage Profits in the Real Estate Securities Market," The Journal of Real Estate Finance and Economics, Springer, vol. 11(2), pages 153-165, September.
    32. Gupta, Rangan & Hammoudeh, Shawkat & Kim, Won Joong & Simo-Kengne, Beatrice D., 2014. "Forecasting China's foreign exchange reserves using dynamic model averaging: The roles of macroeconomic fundamentals, financial stress and economic uncertainty," The North American Journal of Economics and Finance, Elsevier, vol. 28(C), pages 170-189.
    33. Ghysels, Eric & Plazzi, Alberto & Valkanov, Rossen & Torous, Walter, 2013. "Forecasting Real Estate Prices," Handbook of Economic Forecasting, in: G. Elliott & C. Granger & A. Timmermann (ed.), Handbook of Economic Forecasting, edition 1, volume 2, chapter 0, pages 509-580, Elsevier.
    34. R. Carter Hill & J. R. Knight & C. F. Sirmans, 1997. "Estimating Capital Asset Price Indexes," The Review of Economics and Statistics, MIT Press, vol. 79(2), pages 226-233, May.
    35. Mele, Antonio, 2007. "Asymmetric stock market volatility and the cyclical behavior of expected returns," Journal of Financial Economics, Elsevier, vol. 86(2), pages 446-478, November.
    36. Capozza, Dennis R. & Seguin, Paul J., 1996. "Expectations, efficiency, and euphoria in the housing market," Regional Science and Urban Economics, Elsevier, vol. 26(3-4), pages 369-386, June.
    37. Rhea Tingyu Zhou & Rose Neng Lai, 2008. "Herding and positive feedback trading on property stocks," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 26(2), pages 110-131, March.
    38. Chris Brooks & Sotiris Tsolacos, 2003. "International evidence on the predictability of returns to securitized real estate assets: econometric models versus neural networks," Journal of Property Research, Taylor & Francis Journals, vol. 20(2), pages 133-155, January.
    39. Yuming Li & Ko Wang, 1995. "The Predictability of REIT Returns and Market Segmentatio," Journal of Real Estate Research, American Real Estate Society, vol. 10(4), pages 471-482.
    40. Mei, Jianping & Liu, Crocker H, 1994. "The Predictability of Real Estate Returns and Market Timing," The Journal of Real Estate Finance and Economics, Springer, vol. 8(2), pages 115-135, March.
    41. G. Elliott & C. Granger & A. Timmermann (ed.), 2013. "Handbook of Economic Forecasting," Handbook of Economic Forecasting, Elsevier, edition 1, volume 2, number 2.
    42. Hamilton, Bruce W. & Schwab, Robert M., 1985. "Expected appreciation in urban housing markets," Journal of Urban Economics, Elsevier, vol. 18(1), pages 103-118, July.
    43. Edward Nelling & Joseph Gyourko, 1998. "The Predictability of Equity REIT Returns," Journal of Real Estate Research, American Real Estate Society, vol. 16(3), pages 251-268.
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    More about this item

    Keywords

    Real estate investment trusts; return predictability; dynamic model averaging; uncertainty indicator;
    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
    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • 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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