In: Statistics and Probability
A student is interested in whether gender interacts with the effects of mood on problem solving. The student induces mood by having participants (both males and females) write about a time when they felt a certain emotion. The emotions used are fear and happiness. The participants are randomly assigned to one of these emotion conditions. To check the manipulation, the student has participants rate their emotional state after the manipulation, on a 1-7 scale with 1 meaning highly negative and 7 meaning highly positive mood. The student then gives the participants a series of problems to solve, and records the number solved.
Men (A1) |
Women (A2) |
|
Fear (B1) |
5 6 7 7 5 4 5 4 |
2 1 2 2 3 2 1 1 |
Happy (B2) |
1 2 4 2 3 4 3 2 |
5 6 5 5 5 4 3 4 |
Men (A1) |
Women (A2) |
||
Fear (B1) |
= |
= |
= |
Happy (B2) |
= |
= |
= |
= |
= |
d. Is there a significant main effect for Sex? Describe the findings.
e. Is there a significant main effect for Emotion? Describe the findings.
f. Is there a significant interaction? Describe the interaction using the names and levels of each variable.
The output is:
Factor 2 | |||||
Means: | |||||
(A1) | (A2) | ||||
(B1) | 5.4 | 1.8 | 3.6 | ||
Factor 1 | (B2) | 2.6 | 4.6 | 3.6 | |
4.0 | 3.2 | 3.6 | |||
8 | replications per cell | ||||
ANOVA table | |||||
Source | SS | df | MS | F | p-value |
Factor 1 | 0.03 | 1 | 0.031 | 0.03 | .8588 |
Factor 2 | 5.28 | 1 | 5.281 | 5.45 | .0269 |
Interaction | 63.28 | 1 | 63.281 | 65.32 | 8.44E-09 |
Error | 27.13 | 28 | 0.969 | ||
Total | 95.72 | 31 |
d. Is there a significant main effect for Sex? Describe the findings.
The hypothesis being tested is:
H0: There is no significant main effect for Sex
Ha: There is a significant main effect for Sex
The p-value from the output is 0.0269.
Since the p-value (0.0269) is less than the significance level (0.05), we can reject the null hypothesis.
Therefore, we can conclude that there is a significant main effect for Sex.
e. Is there a significant main effect for Emotion? Describe the findings.
The hypothesis being tested is:
H0: There is no significant main effect for Emotion
Ha: There is a significant main effect for Emotion
The p-value from the output is 0.8588.
Since the p-value (0.8588) is greater than the significance level (0.05), we cannot reject the null hypothesis.
Therefore, we cannot conclude that there is a significant main effect for Emotion.
f. Is there a significant interaction? Describe the interaction using the names and levels of each variable.
The hypothesis being tested is:
H0: There is no significant interaction
Ha: There is a significant interaction
The p-value from the output is 0.0000.
Since the p-value (0.0000) is less than the significance level (0.05), we can reject the null hypothesis.
Therefore, we can conclude that there is a significant interaction.