In: Statistics and Probability
An experimenter randomly allocated 125 male turkeys to five treatment groups: control and treatments A, B, C, and D. There were 25 birds in each group, and the mean results were 2.16, 2.45, 2.91, 3.00, and 2.71, respec- tively. The sum of squares for experimental error was 153.4. Test the null hypothesis that the five group means are the same against the alternative that one or more of the treatments differs from the control.
Ho: µ1=µ2=µ3=µ4=µ5
H1: one or more of the treatments differs from the control.
treatment | control | A | B | C | D |
count, ni = | 25 | 25 | 25 | 25 | 25 |
mean , x̅ i = | 2.160 | 2.45 | 2.91 | 3.000 | 2.71 |
grand mean , x̅̅ = Σni*x̅i/Σni = 2.65
control | A | B | C | D | ||
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² | 0.236 | 0.038 | 0.070 | 0.125 | 0.004 | |
TOTAL | ||||||
SS(between)= SSB = Σn( x̅ - x̅̅)² = | 5.905 | 0.960 | 1.742 | 3.133 | 0.102 | 11.843 |
SSE=153.4
no. of treatment , k = 5
df between = k-1 = 4
N = Σn = 125
df within = N-k = 120
mean square between groups , MSB = SSB/k-1 =
2.9608
mean square within groups , MSW = SSW/N-k = 153.4/120 = 1.278
F-stat = MSB/MSW = 2.32
anova table | |||||||
SS | df | MS | F | p-value | F-critical | ||
Between: | 11.84 | 4 | 2.96 | 2.32 | 0.0612 | 2.447 | |
Within: | 153.40 | 120 | 1.278 | ||||
Total: | 165.24 | 124 | |||||
α = | 0.05 |
Decision: p-value>α , do not reject null
hypothesis
conclusion : there is not enough
evidence to conclude that one or more of the treatments differs
from the control.