Are Securitized Real Estate Returns more Predictable than Stock Returns?
This paper examines whether the predictability of securitized real estate returns differs from that of stock returns. It also provides a cross-country comparison of securitized real estate return predictability. In contrast to most of the literature on this issue, the analysis is not based on a multifactor asset pricing framework as such analyses may bias the results. We use a time series approach and thus create a level playing field to compare the predictability of the two asset classes. Forecasts are performed with ARMA and ARMA-EGARCH models and evaluated by comparing the entire empirical distributions of prediction errors, as well as with a trading strategy. The results, based on daily data for the 1990-2007 period, show that securitized real estate returns are generally more predictable than stock returns in countries with mature and well established REIT regimes. ARMA-EGARCH models are found to have portfolio outperformance potential even in the presence of transaction costs, with generally better results for securitized real estate than for stocks.
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- Pagan, A.R. & Schwert, G.W., 1989.
"Alternative Models For Conditional Stock Volatility,"
89-02, Rochester, Business - General.
- Pagan, Adrian R. & Schwert, G. William, 1990. "Alternative models for conditional stock volatility," Journal of Econometrics, Elsevier, vol. 45(1-2), pages 267-290.
- Adrian R. Pagan & G. William Schwert, 1989. "Alternative Models For Conditional Stock Volatility," NBER Working Papers 2955, National Bureau of Economic Research, Inc.
- Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
- Tim Bollerslev, 1986.
"Generalized autoregressive conditional heteroskedasticity,"
EERI Research Paper Series
EERI RP 1986/01, Economics and Econometrics Research Institute (EERI), Brussels.
- Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
- Chan, Louis K. C. & Lakonishok, Josef, 1993. "Institutional trades and intraday stock price behavior," Journal of Financial Economics, Elsevier, vol. 33(2), pages 173-199, April.
- Joseph T.L. Ooi & Kim-Hiang Liow, 2004. "Risk-Adjusted Performance of Real Estate Stocks: Evidence From Developing Markets," Journal of Real Estate Research, American Real Estate Society, vol. 26(4), pages 371-396.
- Brandt, Michael W. & Jones, Christopher S., 2006. "Volatility Forecasting With Range-Based EGARCH Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 24, pages 470-486, October.
- 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.
- Nghiep Nguyen & Al Cripps, 2001. "Predicting Housing Value: A Comparison of Multiple Regression Analysis and Artificial Neural Networks," Journal of Real Estate Research, American Real Estate Society, vol. 22(3), pages 313-336.
- Elaine M. Worzala & Margarita Lenk & Ana Silva, 1995. "An Exploration of Neural Networks and Its Application to Real Estate Valuation," Journal of Real Estate Research, American Real Estate Society, vol. 10(2), pages 185-202.
- 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.
- Steven Devaney & Stephen Lee & Michael Young, 2004. "Serial Persistence in Individual Real Estate Returns in the UK," Real Estate & Planning Working Papers rep-wp2004-13, Henley Business School, Reading University.
- Michael S. Young & Richard A. Graff, 1996. "Systematic Behavior in Real Estate Investment Risk: Performance Persistence in NCREIF Returns," Journal of Real Estate Research, American Real Estate Society, vol. 12(3), pages 369-382.
- Simon Stevenson, 2002. "Momentum Effects and Mean Reversion in Real Estate Securities," Journal of Real Estate Research, American Real Estate Society, vol. 23(1/2), pages 47-64.
- Camilo Serrano & Martin Hoesli, "undated". "Forecasting EREIT Returns," Swiss Finance Institute Research Paper Series 07-35, Swiss Finance Institute.
- Richard A. Graff & Michael S. Young, 1997. "Serial Persistence in Equity REIT Returns," Journal of Real Estate Research, American Real Estate Society, vol. 14(3), pages 183-214.
- 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.
- Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
- 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.
- 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.
- Hany Guirguis & Christos Giannikos & Randy Anderson, 2004. "The US Housing Market: Asset Pricing Forecasts Using Time Varying Coefficients," The Journal of Real Estate Finance and Economics, Springer, vol. 30(1), pages 33-53, October.
- 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.
- Brown, Jane P. & Song, Haiyan & McGillivray, Alan, 1997. "Forecasting UK house prices: A time varying coefficient approach," Economic Modelling, Elsevier, vol. 14(4), pages 529-548, October.
- Andersen, Torben G. & Bollerslev, Tim & Diebold, Francis X. & Ebens, Heiko, 2001. "The distribution of realized stock return volatility," Journal of Financial Economics, Elsevier, vol. 61(1), pages 43-76, July.
- Aitken, Michael & Frino, Alex, 1996. "Execution costs associated with institutional trades on the Australian Stock Exchange," Pacific-Basin Finance Journal, Elsevier, vol. 4(1), pages 45-58, May.
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