An office manager is interested in the effect anxiety has on the ability of individuals to learn new material. She is also interested in whether the effect of anxiety depends on the difficulty of new material. An experiment is conducted with the design shown below. 45 participants participated in the study (5 per group). Each subject is given 30 minutes to learn the material, after which the subjects are tested to determine the amount learned. Results are shown below (values represent cell means).
|
Anxiety |
|||
|
Difficulty of Material |
Low |
Medium |
High |
|
Low |
17.8 |
17.4 |
17.6 |
|
Medium |
15.8 |
16.4 |
14.8 |
|
High |
9 |
12.6 |
7.4 |
The researcher performs a 3 x 3 ANOVA and finds the following results:
|
Source |
SS |
df |
MS |
Fobt |
Fcrit |
|
Difficulty |
506.844 |
2 |
253.422 |
92.35 |
3.26 |
|
Anxiety |
36.844 |
2 |
18.442 |
6.72 |
3.26 |
|
Difficulty x Anxiety |
40.756 |
4 |
10.189 |
3.71 |
2.63 |
|
Within |
98.80 |
36 |
2.744 |
||
|
Total |
683.244 |
44 |
1. What is the strength of the relationship (eta-square) between the main effects and the dependent variable, and the strength of the relationship between the interaction effect and the dependent variable?
difficulty = Answer; anxiety = Answer; difficulty by anxiety = Answer
2. What is the power of the study for the interaction effect (f) at a = 0.05 (Round off to nearest values in the table}?
|
Effect |
Effect Size |
n to enter table |
U |
Power |
|
Interaction |
Answer |
Answer |
Answer |
Answer |
1.
| Effect | SSEffect | SSTotal | h2 |
| Difficulty | 506.844 | 683.244 | 0.7418 |
| Anxiety | 36.844 | 683.244 | 0.0539 |
| Difficulty * Anxiety | 40.756 | 683.244 | 0.0597 |
The strength of relationship with difficulty is 74%, with anxiety is 5% and with the interaction effect(difficulty by anxiety) is 6%.
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