In: Statistics and Probability
6.4 The duration of customer service calls to an insurance company is normally distributed, with mean 20 minutes, and standard deviation 5 minutes. For the following sample sizes, construct a 95% confidence interval for the population mean duration of customer service calls.
(a) n = 25
(b) n = 100
(c) n = 400
(d) For each of the confidence intervals above, calculate and
interpret the margin of error.
(e) Refer to part (d) above. Describe the relationship between the margin of error and sample size.
(a)
= Sample Mean = 20
s = Sample SD = 5
n = Sample Size = 25
SE = s/
= 5/ = 1
= 0.05
ndf = n - 1 = 25 - 1 = 24
From Table, critical values of t = 2.0639
So,
Confidence Interval:
20 (2.0639 X 1)
= (17.9361, 22.0639)
So,
Confidence Interval is:
17.9361 < < 22.0639
(b)
= Sample Mean = 20
s = Sample SD = 5
n = Sample Size = 100
SE = s/
= 5/ = 0.5
= 0.05
ndf = n - 1 = 100 - 1 = 99
From Table, critical values of t = 1.9842
So,
Confidence Interval:
20 (1.9842 X 0.5)
= 20 0.9921
= (19.0079, 20.9921)
So,
Confidence Interval is:
19.0079 < < 20.9921
(c)
= Sample Mean = 20
s = Sample SD = 5
n = Sample Size = 400
SE = s/
= 5/ = 0.25
= 0.05
ndf = n - 1 = 400 - 1 = 399
From Table, critical values of t = 1.9659
So,
Confidence Interval:
20 (1.9659 X 0.25)
= 20 0.4915
= (19.5085, 20.4915)
So,
Confidence Interval is:
19.5085 < < 20.4915
(d)
Margin of Error:
(i)
For n = 25:
MOE = 2.0639 X 1 = 2.0636
(ii)
For n = 100:
MOE = 1.9842 X 0.5 = 0.9921
(iii)
For n = 400::
MOE = 1.9659 X 0.25 = 0.4915
(e)
As the Sample Size (n) increases, the Margin of Error (MOE) decreases.