Maximization of the Sharpe ratio of an asset portfolio in the context of risk minimization
Economic Annals-XXI: Volume 135, Issue 11-12(1), Pages: 110-113
Citation information:
Bodnar, T., & Zabolotskyy, T. (2013). Maximization of the Sharpe ratio of an asset portfolio in the context of risk minimization. Economic Annals-XXI, 11-12(1), 110-113. https://ea21journal.world/index.php/ea-v135-28/
Taras Bodnar
Dr. Hab. in Statistics and Econometrics,
PhD (Physical and Mathematical Sciences),
Humboldt University of Berlin
6 Unter den Linden, Berlin, 10099, Germany
bodnar@math.hu-berlin.de
Taras Zabolotskyy
PhD (Economics),
Lviv Banking Institute of University of Banking of the National Bank of Ukraine
9 T. Shevchenko Ave, Lviv, 79005, Ukraine
zjabka@yahoo.com
Maximization of the Sharpe ratio of an asset portfolio in the context of risk minimization
Abstract. The authors investigate the problem of optimal portfolio selection based on the Sharpe ratio of portfolio maximizing by usage the principle of Value-at-Risk minimization. We derive the confidence level for the Value-at-Risk under which the portfolio with the maximum Sharpe ratio coincides with the portfolio that minimizes the Value-at-Risk. Using historical data of five monthly MSCI indices, it is shown that the sample estimator of this confidence level is very accurate even for a small sample size (n=60), and it sufficiently quickly converges to the true value as the sample size increases. Finally, we prove that the problem of the Sharpe ratio maximizing in practice can be replaced by more universal one, which is the Value-at-Risk minimizing.
Keywords: Portfolio Selection Problem; Sharpe Ratio; Value-at-Risk; Variance; Sample Estimator; Risk Measure
JEL Classification: G11; G17; C13
References
- Markowitz, H. (1952). Portfolio selection. Journal of Finance, 7, 77-91.
- Merton, R. C. (1972). An analytical derivation of the efficient frontier. Journal of Financial and Quantitative Analysis, 7, 1851-1872.
- Okhrin, Y., & Schmid, W. (2006). Distributional properties of optimal portfolio weights. Journal of Econometrics, 134, 235-256.
- Sharpe, W. F. (1994). The Sharpe ratio. The Journal of Portfolio Management, 21(1), 49-58.
- Lo, A. W. (2002). The statistics of Sharpe ratio. Financial Analysts Journal, 58, 36-52.
- Basel Committee on Banking Supervision (2001, January). Operational risk consultative document, supporting document to the New Basel Capital Accord.
Retrieved from http://www.bis.org/publ/bcbsca02.pdf - Alexander, G. J., & Baptista, M. A. (2002). Economic implication of using a mean-VaR model for portfolio selection: a comparison with mean-variance analysis. Journal of Economic Dynamics & Control, 26, 1159-1193.
- Duffie, D., & Pan, J. (1997). An overview of Value-at-Risk. Journal of Derivatives, 4(3), 7-49.
- Jorion, P. (2002). Value at Risk: the new benchmark for managing financial risk. New York: McGraw-Hill Professional.
- Schmid, W., & Zabolotskyy, T. (2008). On the existence of unbiased estimators for the portfolio weights obtained by maximizing the Sharpe ratio. ASTA – Advances in Statistical Analysis, 92, 29-34.
- Bodnar, T., Schmid, W., & Zabolotskyy, T. (2012). Minimum VaR and Minimum CVaR optimal portfolios: estimators, confidence regions, and tests. Statistics & Risk Modeling, 29, 281-314.
Received 25.10.2013