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 patients with SAD 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 | 7 | 8 | ||
| Night | 5 | 6 | 9 | |
| 8 | 8 | 7 | ||
| 6 | 6 | 6 | ||
| 7 | 5 | 8 | ||
| 4 | 9 | 7 | ||
| 3 | 7 | 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 |
(b) Compute Tukey's HSD to analyze the significant main effect.
The critical value is ____ for each pairwise comparison.
(c) Summarize the results for this test using APA format.
| ANOVA | ||||||
| Source of Variation | SS | df | MS | F | P-value | F crit |
| time of day | 0.11 | 1.00 | 0.11 | 0.05 | 0.82 | 4.17 |
| intensity | 15.72 | 2.00 | 7.86 | 3.68 | 0.04 | 3.32 |
| Interaction | 0.72 | 2.00 | 0.36 | 0.17 | 0.85 | 3.32 |
| Within | 64.00 | 30.00 | 2.13 | |||
| Total | 80.56 | 35.00 |
p value for time of day = 0.82 > 0.05,
effect not signifant
p value for intensity = 0.04 <0.05 , effects are significant
p value for interaction : 0.85 > 0.05, interaction not significant
..............
| Level of significance | 0.05 |
| no. of treatments,k | 3 |
| DF error =N-k= | 30 |
| MSE | 2.130 |
| q-statistic value(α,k,N-k) | 3.4900 |
| critical value = q*√(MSE/n) |
HSD =1.47 (critical value)
| confidence interval | ||||||
| population mean difference | critical value | lower limit | upper limit | result | ||
| µ1-µ2 | -13.00 | 1.47 | -14.47 | -11.53 | means are different | |
| µ1-µ3 | -19.00 | 1.47 | -20.47 | -17.53 | means are different | |
| µ2-µ3 | -6.00 | 1.47 | -7.47 | -4.53 | means are different |
Please revert back in case of any doubt.
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