Skewness

Skewness describes the asymmetry of a distribution, meaning that one tail is longer or stretched further than the other.

A distribution is skewed when values trail off farther on one side than the other. In a right-skewed distribution the long tail points toward high values, which pulls the mean above the median; in a left-skewed distribution the reverse happens. For example, incomes are often right-skewed because a few very high earners stretch the upper tail. A useful rule of thumb is that the mean gets dragged toward the longer tail.

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