The Risk of Expected Utility under Parameter Uncertainty
Nathan Lassance (),
Alberto Martín-Utrera () and
Majeed Simaan ()
Additional contact information
Nathan Lassance: Université catholique de Louvain, LIDAM/LFIN, Belgium
Alberto Martín-Utrera: Iowa State University
Majeed Simaan: Institute of Technology
No 2023011, LIDAM Reprints LFIN from Université catholique de Louvain, Louvain Finance (LFIN)
Abstract:
We derive analytical expressions for the risk of an investor’s expected utility under parameter uncertainty. In particular, our analysis focuses on characterizing the out-of-sample utility variance of three portfolios: the classic mean-variance portfolio, the minimum-variance portfolio, and a shrinkage portfolio that combines both. We then use our analytical expressions to study a robustness measure that balances out-of-sample utility mean and volatility. We show that neither the sample mean-variance portfolio nor the sample minimum-variance portfolio exhibits maximal robustness individually, and one needs to combine both to optimize portfolio robustness. Accordingly, we introduce a robust shrinkage portfolio that delivers an optimal tradeoff between out-of-sample utility mean and volatility and is more resilient to estimation errors. Our results highlight the importance of considering out-of-sample performance risk in designing and evaluating investment strategies and stochastic discount factor models.
Keywords: Parameter uncertainty; mean-variance portfolio; shrinkage (search for similar items in EconPapers)
JEL-codes: G11 G12 (search for similar items in EconPapers)
Pages: 105
Date: 2023-08-18
Note: In: Management Science, 2023
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Citations: View citations in EconPapers (1)
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Persistent link: https://EconPapers.repec.org/RePEc:ajf:louvlr:2023011
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