In: Statistics and Probability
A simple random sample of size n is drawn from a population that is normally distributed. The sample mean, x overbarx, is found to be 110, and the sample standard deviation, s, is found to be 10.
(a) Construct a 90% confidence interval about μ if the sample size, n, is 25.
(b) Construct a 90% confidence interval about μ if the sample size, n, is 16.
(c) Construct an 80% confidence interval about μ if the sample size, n, is 25.
(d) Could we have computed the confidence intervals in parts (a)-(c) if the population had not been normally distributed?
****NEED THE LOWER AND UPPER BOUNDS****
Solution :-
Given that,
Point estimate = sample mean = = 110
sample standard deviation = s = 10
( a )
sample size = n = 25
Degrees of freedom = df = n - 1 = 25 - 1 = 24
At 90% confidence level
= 1 - 90%
=1 - 0.90 = 0.10
/2
= 0.05
t/2,df
= t 0.05 , 24 = 1.711
Margin of error = E = t/2,df * (s /n)
= 1.711 * ( 10 / 24 )
Margin of error = E = 3.49
The 90% confidence interval estimate of the population mean is,
- E < < + E
110 - 3.49 < < 110 + 3.49
106.51 < < 113.49
( 106.51 , 113.49 )
The 90% confidence interval estimate of the population mean is,
Lower limit = 106.51
Upper limit = 113.49
( b )
Given that,:
sample size = n = 16
Degrees of freedom = df = n - 1 = 16 - 1 = 15
At 90% confidence level
= 1 - 90%
=1 - 0.90 = 0.10
/2
= 0.05
t/2,df
= t 0.05 , 15 = 1.753
Margin of error = E = t/2,df * (s /n)
= 1.753 * ( 10 / 16 )
Margin of error = E = 4.38
The 90% confidence interval estimate of the population mean is,
- E < < + E
110 - 4.38 < < 110 + 4.38
105.62 < < 114.38
( 105.62 , 114.38 )
The 90% confidence interval estimate of the population mean is,
Lower limit = 105.62
Upper limit = 114.38
( c )
Given that,
sample size = n = 25
Degrees of freedom = df = n - 1 = 25 - 1 = 24
At 80% confidence level
= 1 - 80%
=1 - 0.80 = 0.2
/2
= 0.1
t/2,df
= t 0.1 , 24 = 1.318
Margin of error = E = t/2,df * (s /n)
= 1.318 * ( 10 / 24 )
Margin of error = E = 2.69
The 80% confidence interval estimate of the population mean is,
- E < < + E
110 - 2.69 < < 110 + 2.69
107.31 < < 112.69
( 107.31 ; 112.69 )
The 80% confidence interval estimate of the population mean is,
Lower limit = 107.31
Upper limit = 112.69
( d ) we have computed the confidence intervals in parts (a)-(c) if the population is normally distributed?