In: Statistics and Probability
A study of randomized controlled trial of animals facilitated therapy with dolphins in the treatment of (mild and moderate) depression collected the data as follows:
Depression Improved | |||
---|---|---|---|
Treatment | Yes | No | Total |
Dolphin | 10 | 5 | 15 |
Control | 3 | 12 | 15 |
Total | 13 | 17 | 30 |
Is the distribution of patients' depression significantly different between dolphin treatment and control treatment? Is there a treatment effect or could such a difference be explained by chance? Use the 8 step procedure to answer this question.
Solution:
Here, we have to use chi square test for independence of two categorical variables.
Null hypothesis: H0: The distribution of patients' depression is significantly different between dolphin treatment and control treatment.
Alternative hypothesis: Ha: The distribution of patients' depression is significantly different between dolphin treatment and control treatment.
We assume/given level of significance = α = 0.05
Test statistic formula is given as below:
Chi square = ∑[(O – E)^2/E]
Where, O is observed frequencies and E is expected frequencies.
E = row total * column total / Grand total
We are given
Number of rows = r = 2
Number of columns = c = 2
Degrees of freedom = df = (r – 1)*(c – 1) = 1*1 = 1
α = 0.05
Critical value = 3.841459
(by using Chi square table or excel)
Calculation tables for test statistic are given as below:
Observed Frequencies |
|||
Depression Improved |
|||
Treatment |
Yes |
No |
Total |
Dolphin |
10 |
5 |
15 |
Control |
3 |
12 |
15 |
Total |
13 |
17 |
30 |
Expected Frequencies |
|||
Depression Improved |
|||
Treatment |
Yes |
No |
Total |
Dolphin |
6.5 |
8.5 |
15 |
Control |
6.5 |
8.5 |
15 |
Total |
13 |
17 |
30 |
Calculations |
|
(O - E) |
|
3.5 |
-3.5 |
-3.5 |
3.5 |
(fo-fe)^2/fe |
|
1.884615 |
1.441176 |
1.884615 |
1.441176 |
Test Statistic = Chi square = ∑[(O – E)^2/E] = 6.651584
χ2 statistic = 6.651584
P-value = 0.009907
(By using Chi square table or excel)
P-value < α = 0.05
So, we reject the null hypothesis
There is not sufficient evidence to conclude that the distribution of patients' depression is significantly different between dolphin treatment and control treatment.