An alternative strategy for balancing profit maximization and risk reduction

Y Youssef El Khatib F Farangiz Mukhamedova

Abstract

Portfolio diversification is a central theme in modern investment theory. We revisit the classic return–risk trade-off and propose an alternative objective Q λ ( w ) = μ ⊤ w + λ ( w ⊤ Σ w ) − 1 / 2 that balances higher expected returns with a direct penalty on portfolio volatility via the inverse standard deviation. This objective belongs to the axiomatic class of mean–variance preferences (as formalised by [1] for additively separable forms) and admits tractable solutions, including a closed-form characterisation in the two-asset case. In rolling out-of-sample backtests on standard Fama–French equity portfolios with realistic trading costs and long-only constraints, Q λ delivers statistically significantly lower realised volatility (paired t-test p  < 0.01) and shallower maximum drawdowns than the Sharpe-maximising benchmark, while maintaining average performance comparable to Markowitz, equal-weight, and risk-parity strategies. These advantages persist across major stress episodes (GFC, COVID-19, 2022 rate shock) and are robust over a wide range of the trade-off parameter λ . The results position Q λ as a pragmatic alternative for investors who value smoother wealth paths and robust downside protection.

Article Details

Journal PLoS ONE
Volume / Issue Vol. 21, Issue 5
Published May 15, 2026
Pages e0348577
ISSN 1932-6203
Publisher Public Library of Science

Journal Info

PLoS ONE

Public Library of Science

ISSN: 1932-6203 Open Access Health Sciences

Authors (2)

Y

Youssef El Khatib

F

Farangiz Mukhamedova