A researcher decides to examine the effects of a new drug on the activity level of animals. Three samples of rats are selected with n=5 in each sample. One group gets no drug, one group gets a small dose, and a third group gets a large dose. The researcher records the activity level for each animal. The data from this experiment are presented below.
No drug |
Small dose |
Large dose |
5 |
5 |
10 |
3 |
5 |
12 |
1 |
9 |
9 |
1 |
6 |
6 |
5 |
5 |
8 |
T = 15 |
T = 30 |
T = |
SS = 16 |
SS = 12 |
SS = |
G = 90
ΣX2 = 678
NOTE: To save you some time, I have provided some calculations for the first two treatments; however, to make sure you retain the skill, I want you to calculate T and SS for the third treatment group! Remember, T stands for “treatment total,” and is just “ANOVA language” for ΣX for that treatment group. I have also provided G (the Grand total of all scores, the same as ΣX for all scores in the whole experiment) and ΣX2.
Source |
SS |
df |
MS |
F |
Between treatments |
||||
Within Treatments |
||||
Total |
Note: No values go into the boxes that are shaded.
Table 1. Activity level following drug exposure for each group.
No drug |
Small dose |
Large dose |
|
M |
|||
SD |
1) Hypothesis:
Null hypothesis: H0:
Alternative hypothesis: H1: Not H0
2) Test:
Here we used One way ANOVA because we have 3 groups. it is the most powerful test to compare two or more means
3)Decision rule:
Reject H0 if F> F()((k-1)(N-k))
4) Test statistic:(Using Ms-Excel)
SUMMARY | ||||||
Groups | Count | Sum | Average | Variance | ||
No drug | 5 | 15 | 3 | 4 | ||
Small drug | 5 | 30 | 6 | 3 | ||
Large drug | 5 | 45 | 9 | 5 | ||
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Between Groups | 90 | 2 | 45 | 11.25 | 0.001771 | 3.885294 |
Within Groups | 48 | 12 | 4 | |||
Total | 138 | 14 |
5)Conclusion:
Here F statistic>F critical
11.25>3.8852
so we reject H0
So there is a statistically significant difference between these three treatment groups.
No drug | Small drug | Large drug | |
Mean | 3 | 6 | 9 |
S.D | 2 | 1.732 | 2.236 |
A researcher decides to examine the effects of a new drug on the activity level of...
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