Statistics · real student question

Find the standard deviation of 0.645, 0.656, 0.652.

Question

Find the standard deviation of the three measurements

0.645,0.656,0.6520.645,\quad 0.656,\quad 0.652

Step-by-step solution

  1. Compute the mean. Add and divide by 33:

    xˉ=0.645+0.656+0.6523=1.9533=0.651\bar x=\frac{0.645+0.656+0.652}{3}=\frac{1.953}{3}=0.651

    The mean comes out exactly, which makes the deviations easy to read.

  2. Find the deviations from the mean.

    0.6450.651=0.006,0.6560.651=0.005,0.6520.651=0.0010.645-0.651=-0.006,\qquad 0.656-0.651=0.005,\qquad 0.652-0.651=0.001

    Their sum is 0.006+0.005+0.001=0-0.006+0.005+0.001=0, which is always true and is a free check on the mean.

  3. Square and add.

    (0.006)2=3.6×105,(0.005)2=2.5×105,(0.001)2=1×106(-0.006)^2=3.6\times 10^{-5},\quad (0.005)^2=2.5\times 10^{-5},\quad (0.001)^2=1\times 10^{-6}

    (xixˉ)2=6.2×105\sum\left(x_i-\bar x\right)^2=6.2\times 10^{-5}

  4. Divide — and choose the right denominator. This is the decision that changes the answer. For a sample of three measurements, divide by n1=2n-1=2; for the whole population, divide by n=3n=3:

    s2=6.2×1052=3.1×105,σ2=6.2×1053=2.0667×105s^2=\frac{6.2\times 10^{-5}}{2}=3.1\times 10^{-5},\qquad \sigma^2=\frac{6.2\times 10^{-5}}{3}=2.0667\times 10^{-5}

    With nn this small the two differ noticeably — by about 22%22\% in the standard deviation.

  5. Take square roots and interpret.

    s=3.1×1050.005568,σ=2.0667×1050.004546s=\sqrt{3.1\times 10^{-5}}\approx 0.005568,\qquad \sigma=\sqrt{2.0667\times 10^{-5}}\approx 0.004546

    Three repeated measurements of one quantity are normally treated as a sample, so s0.00557s\approx 0.00557 is usually the value to report. As a sanity check, the spread of the data is 0.6560.645=0.0110.656-0.645=0.011, and a standard deviation of roughly half the range is typical for n=3n=3 \checkmark.

Answer

s0.005568 (sample),σ0.004546 (population)s\approx 0.005568\ \text{(sample)},\qquad \sigma\approx 0.004546\ \text{(population)}

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