In: Statistics and Probability
Seasonal affective disorder (SAD) is a type of depression during seasons with less daylight (e.g., winter months). One therapy for SAD is phototherapy, which is increased exposure to light used to improve mood. A researcher tests this therapy by exposing a sample of SAD patients to different intensities of light (low, medium, high) in a light box, either in the morning or at night (these are the times thought to be most effective for light therapy). All participants rated their mood following this therapy on a scale from 1 (poor mood) to 9 (improved mood). The hypothetical results are given in the following table. Light Intensity Low Medium High Time of Day Morning 5 5 7 6 6 8 4 4 6 7 7 9 4 9 5 6 8 8 Night 5 6 8 8 8 7 6 7 6 7 5 8 4 9 7 2 8 6 (a) Complete the F-table and make a decision to retain or reject the null hypothesis for each hypothesis test. (Round your answers to two decimal places. Assume experimentwise alpha equal to 0.05.) Source of Variation SS df MS F Time of day Incorrect: Your answer is incorrect. Intensity Time of day × Intensity Error Total
Light Intensity | |||
Low | Medium | High | |
Morning | 5 | 5 | 7 |
6 | 6 | 8 | |
4 | 4 | 6 | |
7 | 7 | 9 | |
4 | 9 | 5 | |
6 | 8 | 8 | |
Night | 5 | 6 | 8 |
8 | 8 | 7 | |
6 | 7 | 6 | |
7 | 5 | 8 | |
4 | 9 | 7 | |
2 | 8 | 6 |
Anova: Two-Factor With Replication | ||||||
SUMMARY | Low | Medium | High | Total | ||
Morning | ||||||
Count | 6 | 6 | 6 | 18 | ||
Sum | 32 | 39 | 43 | 114 | ||
Average | 5.333333333 | 6.5 | 7.166666667 | 6.333333333 | ||
Variance | 1.466666667 | 3.5 | 2.166666667 | 2.705882353 | ||
Night | ||||||
Count | 6 | 6 | 6 | 18 | ||
Sum | 32 | 43 | 42 | 117 | ||
Average | 5.333333333 | 7.166666667 | 7 | 6.5 | ||
Variance | 4.666666667 | 2.166666667 | 0.8 | 2.970588235 | ||
Total | ||||||
Count | 12 | 12 | 12 | |||
Sum | 64 | 82 | 85 | |||
Average | 5.333333333 | 6.833333333 | 7.083333333 | |||
Variance | 2.787878788 | 2.696969697 | 1.356060606 | |||
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Time of day | 0.25 | 1 | 0.25 | 0.101580135 | 0.752150046 | 4.17087679 |
Intensity | 21.5 | 2 | 10.75 | 4.367945824 | 0.021632936 | 3.3158295 |
Interaction | 1.166666667 | 2 | 0.583333333 | 0.237020316 | 0.790438685 | 3.3158295 |
Error | 73.83333333 | 30 | 2.461111111 | |||
Total | 96.75 | 35 |