Statistics Quest

Coefficient of variation

The coefficient of variation is the standard deviation divided by the mean — spread relative to size, without units.

CV=sxˉ(×100% to express as a percentage)\text{CV} = \frac{s}{\xbar} \quad (\times 100\% \text{ to express as a percentage})
Sample coefficient of variation.
ss
Sample standard deviation (n−1n - 1).
xˉ\xbar
Sample mean (must be positive).

When to use

  • Comparing variability of quantities with very different means or units (price volatility of a cheap vs an expensive item, precision of two lab methods).
  • Only for ratio-scale data with a true zero and positive values.

How to interpret

A CV of 0.03 (3%) means the SD is 3% of the mean. A larger CV means more relative variability. The CV has no units.

Common mistakes

  • Using it for interval data such as °C, where the zero is arbitrary (the CV changes if you switch to °F).
  • Using it when the mean is near zero — the CV explodes and becomes meaningless.
  • Comparing CVs computed with different SD conventions.

Example

Machine A fills 48, 50, 52, 50 g: s=1.633s = 1.633, xˉ=50\xbar = 50, CV = 3.3%. Machine B fills 4, 6, 5, 5 g: s=0.816s = 0.816, xˉ=5\xbar = 5, CV = 16.3%. B has the smaller SD but is five times more variable relative to its target.