In: Statistics and Probability
Given the following analysis of variance table, compute mean squares for between groups and within groups. Compute the F ratio and test the hypothesis that the group means are equal.
Source of Variation |
Sum of Squares |
Degrees of Freedom |
Between groups |
903 |
3 |
Within groups |
559 |
13 |
Total |
1,462 |
16 |
State the null and alternative hypotheses. Choose the correct answer below.
H0:?
H1:?
Compute mean squares for between groups and within groups and compute the F ratio.
Source of Variation |
Sum of Squares |
Degrees of Freedom |
Mean Squares |
F Ratio |
||
Between groups |
||||||
Within groups |
903 |
3 |
||||
Total |
559 |
13 |
||||
1,462 |
16 |
|||||
Determine the critical value,
Upper F Subscript Upper K minus 1 comma n minus Upper K comma alpha(FK−1,n−K,α),
at the 0.01 level of significance.
Upper F Subscript Upper K minus 1 comma n minus Upper K comma alpha(FK−1,n−K,α)equals=5.?
Test the hypothesis that the group means are equal at the
0.010.01
level of significance.
Since the F ratio is (greater/less)=? than
Upper F Subscript Upper K minus 1 comma n minus Upper K comma alpha(FK−1,n−K,α), (reject/do not reject)=? the null hypothesis. There is (sufficient/unsufficient)=? evidence to conclude that there is a difference in the group means.
Ho : There is no significant difference in the group means i.e. (since k = 4 )
Ha : There is significant difference in the group means i.e. atleast two group means are significantly different from each other.
Level of significance (l.o.s.) : = 0.01
Decision criteria : Reject Ho at 5% l.o.s. if Fcal > Fcrit , where Fcrit = FK-1, N-k , = F3 , 13 , 0.01 = 5.739 ( from the F table of 1% points )
Calculations : We know that,
Mean sum of squares = Sum of squares / degrees of freedom
and Fcal = Mean sum of squares for between groups / Mean sum of squares for Within group
Source of variation | Sum of squares | degrees of freedom | Mean sum of squares | Fcal | Fcrit |
Between groups | 903 | K-1 = 3 | 301 | 7 | 5.739 |
Within group | 559 | N-K = 13 | 43 | ||
Total | 1462 | N-1 = 16 |
Conclusion : Since Fcal > Fcrit, we reject Ho at 5% l.o.s. and thus, conclude that there is significant difference in the group means i.e. atleast two group means are significantly different from each other.