In: Statistics and Probability
Complete the analysis of variance table for the following data. Treat it as a two way Block Design. (Use α = 0.05). In each cell there are 2 observations, except for the last cell, which has only one observation. DATA
ANOVA TABLE
State the Alternate Hypothesis Ha for both sources of variability. Source A Ha: Source B Ha: How many degrees of freedom for A? ……. What is the Critical Point for A?............ How many degrees of freedom for B? ……. What is the Critical Point for B?............ Do you reject Ho for Source A? …….. Do you reject Ho for Source B? …….. So, is Source A statistically significant? ………….. And Source B? ……………….. |
We used technology to perform ANOVA for given data and the obtained ANOVA table is given below:
ANOVA table |
||||
D.F. |
S.S. |
M.S. |
F |
|
Source A |
2 |
61.33 |
30.67 |
8.26 |
Source B |
1 |
66.67 |
66.67 |
17.95 |
Error |
7 |
26 |
3.71 |
|
Total |
10 |
154 |
Answer(a):
Source A: we have to test
H0: there is no difference in means of three levels of Factor A (i.e. µI=µII=µIII)
Ha: there is significant difference in means of at least one level of Factor A (i.e. at least one µA is different)
Source B: we have to test
H0: there is no difference in means of two levels of Factor B (i.e. µ1=µ2)
Ha: there is significant difference in means of at least one level of Factor B (i.e. at least one µB is different)
Answer(b):
Degrees of freedom for A = nA – 1 = 3 -1 = 2
The Critical Point for A = F(0.95,2,7) = 4.74
Answer(c):
Degrees of freedom for B = nB – 1 = 2 - 1 = 1
The Critical Point for B = F(0.95,1,7) = 5.59
Answer(d):
For Source A, we have Fcalculated = 8.256, which is greater than Fcritical = 4.74 at α=0.05 and it suggests that we have strong evidence against H0 to reject it, so we reject H0 for Source A.
The answer is YES
For Source B, we have Fcalculated = 17.95, which is greater than Fcritical = 5.59 at α=0.05 and it suggests that we have strong evidence against H0 to reject it, so we reject H0 for Source B.
The answer is YES
Answer(e):
For Source A, since we have rejected the H0 we can conclude that the source B is statistically significant at α=0.05.
The Answer is YES
For Source B, since we have rejected the H0 we can conclude that the source A is statistically significant at α=0.05
The Answer is YES