In: Statistics and Probability
The following are heights (in inches) of randomly selected women: 63.7, 61.2, 66.0, 62.5, 65.7, 64.4, 63.0, 61.9
a) Find the best point estimate of the population variance σ².
b) Construct a 95% confidence interval estimate of the population standard deviation σ.
c) Does the confidence interval contain the standard deviation value of 2.5 inches? (Women’s heights are known to have a standard deviation of 2.5 inches).
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From the given sample data,
Sample mean = X / n = 508.4 / 8 = 63.55 ,
Sample variance = S2 = (X2 - n 2 ) / n -1
= 32329.84 - 8 * 63.552 / 7
= 3.0029
a)
Sample variance S2 is best point estimate of population variance 2 .
= 3.0029
b)
df = n - 1 = 8 - 1 = 7
From the chi square critical value table,
Critical values for 7 df with 0.05 significance level are 16.013 , 1.690
95% confidence interval for is
Sqrt [ (n-1) S2 / /2 ] < < Sqrt [ (n-1) S2 / 1-/2 ]
Sqrt [ (8-1) * 3.0029 / 16.013 ] < < Sqrt [ (8-1) * 3.0029 / 1.690]
Sqrt ( 7 * 3.0029 / 16.013 ) < < sqrt( 7 * 3.0029 / 1.690 )
Sqrt( 1.3127) < < sqrt( 12.4380)
1.1457 < < 3.5268
95% CI for is ( 1.1457 , 3.5268 )
c)
Confidence interval for is from 1.1457 to 3.5268, So it contains 2.5.
Yes, the confidence interval contain the standard deviation value of 2.5 inches.