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Mathematics · Ch 8 — Measures of Dispersion

Coefficient of Variation

8.3.1

Coefficient of Variation

Standard deviation is measured in the same unit as the data (kg, cm, ₹, months, etc.), so it cannot be used, by itself, to compare the variability of two data sets that are in different units, or that have very different means even within the same unit. The coefficient of variation (C.V.) removes this limitation by expressing the standard deviation as a percentage of the mean: C.V.=100×σxˉ\text{C.V.} = 100 \times \frac{\sigma}{\bar{x}} Because C.V. is a pure, unit-free percentage, it lets two or more distributions be compared for relative variability directly. A distribution with a smaller C.V. is said to be more homogeneous or compact, and more consistent; a distribution with a larger C.V. is said to be more heterogeneous, i.e. more variable.

Worked Example (Ex.1): Three batsmen Varad, Viraj and Akhilesh have mean runs xˉ1=50,xˉ2=52,xˉ3=21\bar{x}_1=50,\bar{x}_2=52,\bar{x}_3=21 and standard deviations σ1=11,σ2=16,σ3=5\sigma_1=11,\sigma_2=16,\sigma_3=5. C.V.1=100×11/50=22\text{C.V.}_1 = 100\times11/50=22, C.V.2=100×16/52≈30.77\text{C.V.}_2=100\times16/52\approx30.77, C.V.3=100×5/21≈23.81\text{C.V.}_3=100\times5/21\approx23.81. Since Varad's C.V. is the smallest, he is the most consistent player. When deciding whom to select: by consistency, Varad (smallest C.V.) should be chosen; but by expected score, the player with the highest mean, Viraj, would be chosen instead — the two criteria can point to different answers. …

Misc Ex.1Most consistent of three batsmen (C.V. comparison)

Worked out. Given the mean and S.D. of runs scored by three batsmen (Varad, Viraj, Akhilesh), computes each one's C.V. to decide who is the most consistent performer, and separately discusses selection based on consistency versus based on expected score. …

Table Ex.2More stable share price (C.V. comparison of two companies)
Share of XShare of Y
Mean50105
Misc ActivityCoefficient of variation of word lengths in a passage

Worked out. Asks students to build a frequency table of the number of letters per word occurring in a given inspirational passage (omitting punctuation), then compute the mean, S.D. and coefficient of variation of that distribution. …