In: Statistics and Probability
Instructions:
A therapist was interested in determining whether patients experiences reduced anxiety following diaphragmatic breathing exercises. She includes 9 participants in her brief study. Each patient provides a rating for current anxiety, on a scale of 1 (least anxiety) to 10 (extreme anxiety). She then instructs them on a 45-minute diaphragmatic breathing exercise. Following the exercise, each patient again rates his/her anxiety on the same 1-10 scale. (Note that this is a repeated measures study because each patient/participant is measured twice, once before the treatment and once after the treatment.)
| 
 Patient  | 
 Before treatment  | 
 After treatment  | 
| 
 A  | 
 8  | 
 7  | 
| 
 B  | 
 7  | 
 5  | 
| 
 C  | 
 6  | 
 6  | 
| 
 D  | 
 7  | 
 6  | 
| 
 E  | 
 9  | 
 7  | 
| 
 F  | 
 8  | 
 5  | 
| 
 G  | 
 5  | 
 4  | 
| 
 H  | 
 9  | 
 4  | 
| 
 I  | 
 7  | 
 4  | 
The null hypothesis would be as followed
Ho:D = 0
H1:D ≠ 0
The test-statistic would be as followed
| Treatment 1 | Treatment 2 | Diff (T2 - T1) | Dev (Diff - M) | Sq . Dev | 
| 8 | 7 | -1 | 1 | 1 | 
| 7 | 5 | -2 | 0 | 0 | 
| 
 6  | 
6 | 0 | 2 | 4 | 
| 7 | 6 | -1 | 1 | 1 | 
| 9 | 7 | -2 | 0 | 0 | 
| 8 | 5 | -3 | -1 | 1 | 
| 5 | 4 | -1 | 1 | 1 | 
| 9 | 4 | -5 | -3 | 9 | 
| 7 | 4 | -3 | -1 | 1 | 
| M : -2 | S : 18 | 
Note:
Treatment1 - Before Treatment
Treatment2 - After Treatment
M - Sample mean
S - Standard deviation
Difference scores calculations:
Mean: -2
= 0
= 
 = 
 = 2.25
= 
 = 
 = 0.25
= 
 = 
 = 0.5
T-value Calcultion:
t = 
 =
=-4
T-value = -4
So, by using t-table p-value would be as follows
p-value = 0.00395
According to the decision theory, p-value < alpha-value (0.05)
So, we will reject the null hyporhesis as the results are significant.
(Coefficient of determination) = 0.095238
Which shows that 9.524% of variability is explained in the data.