In: Statistics and Probability
Here, we have to use paired t test.
The null and alternative hypotheses for this test are given as below:
Null hypothesis: H0: Depression does not reduce after therapy sessions.
Alternative hypothesis: Ha: Depression reduces after therapy sessions.
H0: µd = 0 versus Ha: µd > 0
This is a right tailed test.
We take difference as before minus after.
Test statistic for paired t test is given as below:
t = (Dbar - µd)/[Sd/sqrt(n)]
From given data, we have
Dbar = 2.8571
Sd = 1.9518
n = 7
df = n – 1 = 6
α = 0.05
t = (Dbar - µd)/[Sd/sqrt(n)]
t = (2.8571 – 0)/[ 1.9518/sqrt(7)]
t = 3.8730
Test statistic = 3.8730
Critical t value = 1.9432
(by using t-table)
The p-value by using t-table is given as below:
P-value = 0.0041
Test statistic > Critical value
Or
P-value < α = 0.05
So, we reject the null hypothesis
There is sufficient evidence to conclude that Depression reduces after therapy sessions.