“…For example, while negative skewness occurs for equity markets, a number of studies document positive skewness for commodity futures returns (Gorton and Rouwenhorst, 2006; Lucey and Eastman, 2008), and studies of individual futures contracts generally report various degrees of leptokurtosis in the futures contracts (Stevenson and Bear, 1970; Hudson, Leuthold, and Sarassoro, 1987). The existence of skewness and excess kurtosis has led researchers to consider the role of higher moments in asset pricing and valuation (Kraus and Litzenberger, 1976; Harvey and Siddique, 2000), in examining hedge funds (Brooks and Kat, 2002; Bergh and Van Rensburg, 2008) and options (Li, 2008), and the pricing of futures contracts (Christie‐David and Chaudhry, 2001). However, skewness and kurtosis have not been employed in the analysis of the possible tail losses in diversified portfolios.…”