In: Statistics and Probability
A researcher studying four different populations proposes the following:
H0 : μ1=μ2=μ3=μ4
H1 : not all μi are equal (i=1,2,3,4 )
He takes samples from each of the populations, obtaining the following data:
Group 1 |
Group 2 |
Group 3 |
Group 4 |
|
Sample mean |
110 |
105 |
91 |
102 |
Sample size |
8 |
9 |
5 |
6 |
The within-group variation of the data (SSW) is equal to 108.
We have total number of observations, n= 28
Number of groups = t=4
So, the error degree of freedom = 28-4-1
Error df= 23
Also SSW= 108
Hence the mean square error = SSW/error df
MSE = 108/23
MSE = 4.695652
Standard error =
s= 2.167
Answer(a):
For obtaining critical range for comparison we need to calculate table value of at 95% confidence level for given data
q(0.95,4,23) = 3.91356
Critical range for making a comparison of group 1 and group 4 can be obtained as below:
Answer(b):
We have to test:
H0: μ1=μ4
H1: μ1≠μ4
The difference between sample 1 and sample 4 is
The difference sample means of group 1 and group 4 is 8 which is greater than the critical range calculated above.
i.e.
The above expression indicates that we have enough evidence against null hypothesis to reject it, so we reject the null hypothesis and conclude that means of group 1 and group 4 is significantly different.