The Journal of Alternative Investments · 2002 · 441 citations · 14 references
BusinessEconomicsFinanceFinancial EconomicsInvestment ManagementPortfolio ManagementFinancial RiskHedge FundsInvestmentInvestment FundsPortfolio TheoryRisk-return AnalysisHedge Fund ReturnsHedge Fund Strategy SelectionMean-variance AnalysisPortfolio Investment BenefitsPortfolio Return PerformanceSerial CorrelationStock Return Performance
Hedge fund indices show highly skewed, leptokurtic monthly returns with first‑order serial correlation. These distributional quirks cause Sharpe ratios and mean‑variance analyses to overstate hedge fund performance, leading investors to over‑allocate and misjudge value depending on the index used.
The monthly return distributions of many hedge fund indices exhibit highly unusual skewness and kurtosis properties as well as first-order serial correlation. This has important consequences for investors. We demonstrate that although hedge fund indices are highly attractive in mean-variance terms, this is much less the case when skewness, kurtosis and autocorrelation are taken into account. Sharpe Ratios will substantially overestimate the true risk-return performance of (portfolios containing) hedge funds. Similarly, mean-variance portfolio analysis will over-allocate to hedge funds and overestimate the attainable benefits from including hedge funds in an investment portfolio. We also find substantial differences between indices that aim to cover the same type of strategy. Investors' perceptions of hedge fund performance and value added will therefore strongly depend on the indices used.
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