International Evidence of the Predictability of Prices of Securititised Real Estate Assets: Econometric Models versus Neural Networks
This paper examines the performance of various statistical models and commonly used financial indicators for forecasting securitised real estate index returns for five European countries: the UK, Belgium, The Netherlands, France and Italy. Within a VAR framework it is demonstrated that the gilt-equity yield ratio is in most cases a better predictor of securitised returns than the term structure or the dividend yield. Predictions obtained from the VAR and other univariate time-series models are compared with the predictions of an artificial neural network model. We find that, whilst no single model is universally superior across all series, accuracy measures and horizons considered, the neural network model is generally able to offer the most accurate predictions for 1-month horizons, while for quarterly and half-yearly forecasting, it is hard to better the random walk with drift. Therefore, investors in securitised real estate assets should be aware that the application of a forecast model without evidence of its predictive performance in a particular market could lead to sub-optimal forecasts.
|Date of creation:||Oct 2001|
|Date of revision:|
|Publication status:||Published in Journal of Property Research 20:2, 2003, 133-156|
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- Clare, A D & Thomas, S H & Wickens, M R, 1994. "Is the Gilt-Equity Yield Ratio Useful for Predicting UK Stock Returns?," Economic Journal, Royal Economic Society, vol. 104(423), pages 303-15, March.
- John Y. Campbell & Robert J. Shiller, 1986.
"The Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors,"
NBER Working Papers
2100, National Bureau of Economic Research, Inc.
- John Y. Campbell, Robert J. Shiller, 1988. "The Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors," Review of Financial Studies, Society for Financial Studies, vol. 1(3), pages 195-228.
- Robert J. Shiller & John Y. Campbell, 1986. "The Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors," Cowles Foundation Discussion Papers 812, Cowles Foundation for Research in Economics, Yale University.
- Arturo Estrella & Gikas A. Hardouvelis, 1989.
"The term structure as a predictor of real economic activity,"
8907, Federal Reserve Bank of New York.
- Estrella, Arturo & Hardouvelis, Gikas A, 1991. " The Term Structure as a Predictor of Real Economic Activity," Journal of Finance, American Finance Association, vol. 46(2), pages 555-76, June.
- Levin, Eric J & Wright, Robert E, 1998. "The Information Content of the Gilt-Equity Yield Ratio," The Manchester School of Economic & Social Studies, University of Manchester, vol. 66(0), pages 89-101, Supplemen.
- Gerlach, Stefan & Smets, Frank, 1997.
"The term structure of Euro-rates: some evidence in support of the expectations hypothesis,"
Journal of International Money and Finance,
Elsevier, vol. 16(2), pages 305-321, April.
- Stefan Gerlach & Frank Smets, 1995. "The term structure of Euro-rates: some evidence in support of the expectations hypothesis," BIS Working Papers 28, Bank for International Settlements.
- Gerlach, Stefan & Smets, Frank, 1995. "The Term Structure of Euro-Rates: Some Evidence in Support of the Expectations Hypothesis," CEPR Discussion Papers 1258, C.E.P.R. Discussion Papers.
- Ben S. Bernanke, 1990.
"On the predictive power of interest rates and interest rate spreads,"
New England Economic Review,
Federal Reserve Bank of Boston, issue Nov, pages 51-68.
- Ben Bernanke, 1990. "On the Predictive Power of Interest Rates and Interest Rate Spreads," NBER Working Papers 3486, National Bureau of Economic Research, Inc.
- Richard Barkham & David Geltner, 1995. "Price Discovery in American and British Property Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 23(1), pages 21-44.
- Davis, E Philip & Fagan, Gabriel, 1997. "Are Financial Spreads Useful Indicators of Future Inflation and Output Growth in EU Countries?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 12(6), pages 701-14, Nov.-Dec..
- Brooks, Chris & Persand, Gita, 2001. "The trading profitability of forecasts of the gilt-equity yield ratio," International Journal of Forecasting, Elsevier, vol. 17(1), pages 11-29.
- Ling, David C & Naranjo, Andy, 1997. "Economic Risk Factors and Commercial Real Estate Returns," The Journal of Real Estate Finance and Economics, Springer, vol. 14(3), pages 283-307, May.
- Myer, F C Neil & Webb, James R, 1994. "Statistical Properties of Returns: Financial Assets versus Commercial Real Estate," The Journal of Real Estate Finance and Economics, Springer, vol. 8(3), pages 267-82, May.
- Harvey, Campbell R., 1988. "The real term structure and consumption growth," Journal of Financial Economics, Elsevier, vol. 22(2), pages 305-333, December.
- Kothari, S. P. & Shanken, Jay, 1997. "Book-to-market, dividend yield, and expected market returns: A time-series analysis," Journal of Financial Economics, Elsevier, vol. 44(2), pages 169-203, May.
- James D. Peterson & Cheng-Ho Hsieh, 1997. "Do Common Risk Factors in the Returns on Stocks and Bonds Explain Returns on REITs?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 25(2), pages 321-345.
- 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 115-35, March.
- Su-Jane Chen & Cheng-Ho Hsieh & Bradford D. Jordan, 1997. "Real Estate and the Arbitrage Pricing Theory: Macrovariables vs. Derived Factors," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 25(3), pages 506-523.
- F.C. Neil Myer & James R. Webb, 1994. "Retail Stocks, Retail REITs, and Retail Real Estate," Journal of Real Estate Research, American Real Estate Society, vol. 9(1), pages 65-84.
- Fama, Eugene F. & French, Kenneth R., 1988. "Dividend yields and expected stock returns," Journal of Financial Economics, Elsevier, vol. 22(1), pages 3-25, October.
- Chen, Nai-Fu, 1991. " Financial Investment Opportunities and the Macroeconomy," Journal of Finance, American Finance Association, vol. 46(2), pages 529-54, June.
- K. C. Chan & Patric H. Hendershott & Anthony B. Sanders, 1990.
"Risk and Return on Real Estate: Evidence from Equity REITs,"
Real Estate Economics,
American Real Estate and Urban Economics Association, vol. 18(4), pages 431-452.
- K.C. Chan & Patric H. Hendershott & Anthony B. Sanders, 1990. "Risk and Return on Real Estate: Evidence from Equity REITs," NBER Working Papers 3311, National Bureau of Economic Research, Inc.
- Colin Lizieri & Stephen Satchell, 1997. "Property company performance and real interest rates: a regime-switching approach," Journal of Property Research, Taylor & Francis Journals, vol. 14(2), pages 85-97, January.
- Ferson, Wayne E & Harvey, Campbell R, 1991. "The Variation of Economic Risk Premiums," Journal of Political Economy, University of Chicago Press, vol. 99(2), pages 385-415, April.
- Allen, Marcus T & Madura, Jeff & Springer, Thomas M, 2000. "REIT Characteristics and the Sensitivity of REIT Returns," The Journal of Real Estate Finance and Economics, Springer, vol. 21(2), pages 141-52, September.
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