notices - See details
Notices
building-capital-markets
THEME: CAPITAL MARKETS
6 January 2026 Financial Analysts Journal Volume 82, Issue 1

Mutual Fund Selection When Borrowing Is Restricted

On the Virtues of the Generalized Geometric Mean

Moshe Levy

Under realistic borrowing limits, the Sharpe ratio fails to align with investor utility. The geometric mean — and its shrinkage-based generalized version — offer superior estimates of future performance and improve mutual fund selection outcomes.

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Abstract

The Sharpe ratio is almost perfectly aligned with investors’ welfare when borrowing is unrestricted. However, when borrowing is realistically restricted, this alignment breaks down dramatically. We show that the geometric mean (GM) provides a much better alternative for fund ranking in this case. Estimates of the ex-ante GM can be improved by first shrinking the sample gross GM and then subtracting fees. The generalized GM (GGM) captures this idea and provides a good estimate of the future net GM. We argue that mutual fund selection can be substantially improved by employing the GGM rather than the more popular Sharpe ratio or alpha.