Lesson 3 of 7 · 14 min

Range, mean absolute deviation, variance and standard deviation

Dispersion measures how widely returns scatter around their mean; if the mean is the reward, dispersion is the risk.

In short

  • Range = maximum − minimum: simple, but it uses only two observations and is driven by outliers.
  • Mean absolute deviation (MAD) averages the absolute distances from the mean, dividing by n.
  • Sample variance averages squared deviations but divides by n − 1, the degrees of freedom left after estimating the mean.
  • Standard deviation is the square root of the variance and is in the data's own units, so it is the usual risk figure.
  • These are measures of absolute dispersion; relative dispersion (the coefficient of variation) follows in the next lesson.

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Range, mean absolute deviation, variance and standard deviation · Statistical Measures of Asset Returns