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 | ||
5 | 9 | 5 | ||
6 | 8 | 8 | ||
Night | 5 | 6 | 9 | |
8 | 8 | 7 | ||
6 | 7 | 6 | ||
7 | 5 | 8 | ||
4 | 9 | 7 | ||
3 | 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 | ||||
Intensity | ||||
Time
of day × Intensity |
||||
Error | ||||
Total |
Output using excel:
Anova: Two-Factor With Replication | ||||||
SUMMARY | Low | Medium | High | Total | ||
Morning | ||||||
Count | 6 | 6 | 6 | 18 | ||
Sum | 33 | 39 | 43 | 115 | ||
Average | 5.5 | 6.5 | 7.166667 | 6.388889 | ||
Variance | 1.1 | 3.5 | 2.166667 | 2.486928 | ||
Night | ||||||
Count | 6 | 6 | 6 | 18 | ||
Sum | 33 | 43 | 43 | 119 | ||
Average | 5.5 | 7.166667 | 7.166667 | 6.611111 | ||
Variance | 3.5 | 2.166667 | 1.366667 | 2.722222 | ||
Total | ||||||
Count | 12 | 12 | 12 | |||
Sum | 66 | 82 | 86 | |||
Average | 5.5 | 6.833333 | 7.166667 | |||
Variance | 2.090909 | 2.69697 | 1.606061 | |||
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Time of day | 0.44 | 1 | 0.44 | 0.19 | 0.6634 | 4.1709 |
Intensity | 18.67 | 2 | 9.33 | 4.06 | 0.0276 | 3.3158 |
Time of day x Intensity | 0.89 | 2 | 0.44 | 0.19 | 0.8253 | 3.3158 |
Error | 69 | 30 | 2.3 | |||
Total | 89 | 35 |