TY - JOUR
T1 - The Predictability of Real Estate Excess Returns
T2 - An Out-of-Sample Economic Value Analysis
AU - Guidolin, Massimo
AU - Pedio, Manuela
AU - Petrova, Milena T.
N1 - Publisher Copyright:
© 2020, Springer Science+Business Media, LLC, part of Springer Nature.
PY - 2023/7
Y1 - 2023/7
N2 - We examine the predictability of private and public real estate returns using recursive, out-of-sample, linear and Markov switching models, employing a rich set of predictor variables. We find considerable improved predictive power compared to simple regression models, especially at the intermediate horizon. Next, we test whether such improved forecasting accuracy translates into a positive risk-adjusted out-of-sample performance by performing a recursive mean-variance portfolio allocation analysis. We observe significant improvements in realized Sharpe ratios and mean-variance utility scores, especially when employing Markov switching models and exploiting predictability at intermediate horizons. Furthermore, our results are robust to the inclusion of transaction costs.
AB - We examine the predictability of private and public real estate returns using recursive, out-of-sample, linear and Markov switching models, employing a rich set of predictor variables. We find considerable improved predictive power compared to simple regression models, especially at the intermediate horizon. Next, we test whether such improved forecasting accuracy translates into a positive risk-adjusted out-of-sample performance by performing a recursive mean-variance portfolio allocation analysis. We observe significant improvements in realized Sharpe ratios and mean-variance utility scores, especially when employing Markov switching models and exploiting predictability at intermediate horizons. Furthermore, our results are robust to the inclusion of transaction costs.
KW - Mean-variance portfolios
KW - Non-linear models
KW - Out-of-sample analysis
KW - Private real estate
KW - Public real estate
KW - REITs
KW - Return predictability
UR - http://www.scopus.com/inward/record.url?scp=85089293234&partnerID=8YFLogxK
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U2 - 10.1007/s11146-020-09769-2
DO - 10.1007/s11146-020-09769-2
M3 - Article
AN - SCOPUS:85089293234
SN - 0895-5638
VL - 67
SP - 108
EP - 149
JO - Journal of Real Estate Finance and Economics
JF - Journal of Real Estate Finance and Economics
IS - 1
ER -