In: Statistics and Probability
A simple random sample of 40 items resulted in a sample mean of 80. The population standard deviation is s=20.
a. Compute the 95% confidence interval for the population mean. Round your answers to one decimal place.
b. Assume that the same sample mean was obtained from a sample of 120 items. Provide a 95% confidence interval for the population mean. Round your answers to two decimal places.
c. What is the effect of a larger sample size on the interval estimate?
Larger sample provides a _______ (larger/smaller) margin of error.
Solution :
Given that,
= 80
s = 20
A ) n = 40
Degrees of freedom = df = n - 1 = 40 - 1 = 39
At 95% confidence level the t is ,
= 1 - 95% = 1 - 0.95 = 0.05
/ 2 = 0.05 / 2 = 0.025
t /2,df = t0.025,39 =2.023
Margin of error = E = t/2,df * (s /n)
= 2.023 * (20 / 40)
= 6.4
The 95% confidence interval estimate of the population mean is,
- E < < + E
80 - 6.4 < < 80 + 6.4
73.6 < < 86.4
(73.6, 86.4 )
B) n = 120
Degrees of freedom = df = n - 1 = 120 - 1 = 119
At 95% confidence level the t is ,
= 1 - 95% = 1 - 0.95 = 0.05
/ 2 = 0.05 / 2 = 0.025
t /2,df = t0.025,119 = 1.980
Margin of error = E = t/2,df * (s /n)
= 1.980 * (20 / 120)
= 3.61
The 95% confidence interval estimate of the population mean is,
- E < < + E
80 - 3.61 < < 80 + 3.61
76.39 < < 83.61
(76.39, 83.61 )
C ) The effect of a larger sample size on the interval estimate
smaller margin of error.
The effect of a smaller sample size on the interval estimate
larger margin of error.