In: Statistics and Probability
You are to construct a 99% confidence interval of a normally distributed population; the population standard deviation is known to be 25. A random sample of size 28 is taken; (i) the sample mean is found to 76 and (ii) the sample standard deviation was found to be 30. Construct the Confidence interval. Clearly name the standard distribution you use
Solution:
1) Given,
= 76
= 25
n = 28
Note that, Population standard deviation() is known..So we use z distribution. Our aim is to construct 99% confidence interval.
c = 0.99
= 1- c = 1- 0.99 = 0.01
/2 = 0.01 2 = 0.005 and 1- /2 = 0.995
Search the probability 0.995 in the Z table and see corresponding z value
= 2.576
The margin of error is given by
E = /2 * ( / n )
= 2.576 * ( 25/ 28 )
= 12.170
Now , confidence interval for mean() is given by:
( - E ) < < ( + E)
( 76 - 12.170 ) < < ( 76 + 12.170)
63.83 < < 88.17
Required 99% confidence interval is ( 63.83 , 88.17 )
2) Solution =
Given that,
n = 28
= 76
s = 30
Note that, Population standard deviation() is unknown..So we use t distribution.
Our aim is to construct 99% confidence interval.
c = 0.99
= 1 - c = 1 - 0.99 = 0.01
/2 = 0.01 2 = 0.005
Also, d.f = n - 1 = 27
= = 0.005,27 = 2.771
( use t table or t calculator to find this value..)
The margin of error is given by
E = /2,d.f. * ( / n )
= 2.771* ( 30/ 28 )
= 15.708
Now , confidence interval for mean() is given by:
( - E ) < < ( + E)
( 76 - 15.708 ) < < ( 76 + 15.708 )
60.292 < < 91.708
Required.99% confidence interval is ( 60.292 , 91.708 )