Statistics · real student question

Data set A is 6, 10, 10, 11, 11, 11, 12, 12, 12, 12, 12, 13, 13, 13, 14, 14, 18 and data set B is 6, 7, 8, 9, 10, 11, 11, 12, 12, 12, 13, 13, 14, 15, 16, 17, 18. Both have mean 12. Which set has greater variability?

Question

Data set A:

6, 10, 10, 11, 11, 11, 12, 12, 12, 12, 12, 13, 13, 13, 14, 14, 186,\ 10,\ 10,\ 11,\ 11,\ 11,\ 12,\ 12,\ 12,\ 12,\ 12,\ 13,\ 13,\ 13,\ 14,\ 14,\ 18

Data set B:

6, 7, 8, 9, 10, 11, 11, 12, 12, 12, 13, 13, 14, 15, 16, 17, 186,\ 7,\ 8,\ 9,\ 10,\ 11,\ 11,\ 12,\ 12,\ 12,\ 13,\ 13,\ 14,\ 15,\ 16,\ 17,\ 18

Both sets have 1717 values and mean 1212. Find each population standard deviation and say which set has greater variability.

Step-by-step solution

  1. Notice what the two sets have in common. Both have n=17n = 17 values summing to 204204, so both have mean exactly 1212, and both run from 66 to 1818 — identical mean and identical range. Neither of those measures can separate them, which is precisely why standard deviation is needed.

  2. Sum the squared deviations for set A. Deviations from 1212 are mostly 00 or ±1\pm 1, with two outliers at ±6\pm 6:

    (x12)2=36+2(4)+3(1)+0+3(1)+2(4)+36=94\sum (x-12)^2 = 36 + 2(4) + 3(1) + 0 + 3(1) + 2(4) + 36 = 94

  3. Sum the squared deviations for set B. Here the values march evenly from 66 to 1818, so the deviations are 6,5,4,3,2,1,1,0,0,0,1,1,2,3,4,5,6-6, -5, -4, -3, -2, -1, -1, 0, 0, 0, 1, 1, 2, 3, 4, 5, 6:

    (x12)2=2(36+25+16+9+4+1)+1+1=184\sum (x-12)^2 = 2(36 + 25 + 16 + 9 + 4 + 1) + 1 + 1 = 184

  4. Convert both to population standard deviations. Same divisor n=17n = 17 for both:

    σA=9417=5.52942.35,σB=18417=10.82353.29\sigma_A = \sqrt{\frac{94}{17}} = \sqrt{5.5294} \approx 2.35, \qquad \sigma_B = \sqrt{\frac{184}{17}} = \sqrt{10.8235} \approx 3.29

  5. Compare and explain the difference. Since 3.29>2.353.29 > 2.35, data set B has greater variability. Structurally, A piles most of its mass on 11111313 with two lone extremes, while B spreads its values evenly across the entire range — so a typical B value sits much further from 1212 than a typical A value, even though both sets share the same mean, size and range.

Answer

σA2.35,σB3.29  data set B has greater variability\sigma_A \approx 2.35, \quad \sigma_B \approx 3.29 \ \Rightarrow \ \text{data set B has greater variability}

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