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The following data are from a random sample: 5,8,10,7,10,14, then the point estimate of the population standard deviation is

Solution

✅ Correct Option: 4

The data from the random sample is: 5, 8, 10, 7, 10, 14

The sample size is n=6n = 6


The sample mean is:

xˉ=5+8+10+7+10+146\bar{x} = \frac{5 + 8 + 10 + 7 + 10 + 14}{6}

xˉ=546\bar{x} = \frac{54}{6}

xˉ=9\bar{x} = 9


Calculate the squared deviations from the mean:

(5−9)2=(−4)2=16(5 - 9)^2 = (-4)^2 = 16

(8−9)2=(−1)2=1(8 - 9)^2 = (-1)^2 = 1

(10−9)2=(1)2=1(10 - 9)^2 = (1)^2 = 1

(7−9)2=(−2)2=4(7 - 9)^2 = (-2)^2 = 4

(10−9)2=(1)2=1(10 - 9)^2 = (1)^2 = 1

(14−9)2=(5)2=25(14 - 9)^2 = (5)^2 = 25


The sum of squared deviations:

∑(xi−xˉ)2=16+1+1+4+1+25\sum(x_i - \bar{x})^2 = 16 + 1 + 1 + 4 + 1 + 25

∑(xi−xˉ)2=48\sum(x_i - \bar{x})^2 = 48


The point estimate of the population standard deviation uses the sample standard deviation with (n−1)(n-1) in the denominator:

s=∑(xi−xˉ)2n−1s = \sqrt{\frac{\sum(x_i - \bar{x})^2}{n-1}}

s=486−1s = \sqrt{\frac{48}{6-1}}

s=485s = \sqrt{\frac{48}{5}}

s=9.6s = \sqrt{9.6}

s=3.1s = 3.1


Therefore, the point estimate of the population standard deviation is 3.13.1

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