The Effect of Market Regimes on Style Allocation |
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Authors: | Manuel Ammann Michael Verhofen |
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Affiliation: | (1) Swiss Instiute of Banking and Finance, University of St. Gallen, St. Gallen, Switzerland;(2) Haas School of Business, University of California, Berkeley, CA, USA |
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Abstract: | We analyse time-varying risk premia and the implications for portfolio choice. Using Markov Chain Monte Carlo (MCMC) methods, we estimate a multivariate regime-switching model for the Carhart (1997) four-factor model. We find two clearly separable regimes with different mean returns, volatilities, and correlations. In the High-Variance Regime, only value stocks deliver a good performance, whereas in the Low-Variance Regime, the market portfolio and momentum stocks promise high returns. Regime-switching induces investors to change their portfolio style over time depending on the investment horizon, the risk aversion, and the prevailing regime. Value investing seems to be a rational strategy in the High-Variance Regime, momentum investing in the Low-Variance Regime. An empirical out-of-sample backtest indicates that this switching strategy can be profitable, but the overall forecasting ability for the regime-switching model seems to be weak compared to the iid model. |
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Keywords: | Regime switching Style investing Markov Chain Monte Carlo Tactical asset allocation |
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