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What Is Skewness?

Statistical measure of the asymmetry of a return distribution around its mean.

Skewness measures how asymmetric a return distribution is. Positive skewness means the distribution has a long right tail (occasional large gains, frequent small losses). Negative skewness means a long left tail (occasional large losses, frequent small gains).

Most trading strategies have inherent skewness. Trend-following typically shows positive skewness (rare big wins, many small losses). Mean-reversion and option-selling strategies typically show negative skewness (many small wins, occasional large losses). The skewness shape is more informative than average return alone.

Negative skewness in a strategy is a warning sign: most months look great until the bad month, which can wipe out years of gains. Many famous blow-ups (LTCM 1998, hedge funds in 2008, several volatility funds) had negatively-skewed return profiles that looked smooth in backtest but catastrophic in reality.

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