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 | ||||