In: Math
You are a cognitive psychologist who has developed a new treatment for depression. Currently, the most effective treatments for depression are behavioral treatments and pharmacological treatments (treatments involving medication). In order to validate your new treatment, you need to show that it is at least as effective as behavioral treatment and medication. You conduct a clinical trial to determine the effectiveness of your treatment by randomly assigning 60 individuals with depression to four treatment groups: a Control group (n = 15), a Cognitive Therapy group (n = 15), a Behavioral Therapy group (n = 15), and a Pharmacological Therapy group (n = 15). After 6 weeks of treatment, you assess depression using the Beck Depression Inventory (BDI; range: 0 – 63 with 0 indicating no depression and 63 indicating severe depression). Use the 6 steps of hypothesis testing and SPSS to determine whether the groups differ in terms of scores on the BDI. Use the SPSS #2 to conduct the statistical test, record your answers on the answer sheet and attach SPSS output.
Control |
Pharmacological Therapy |
Behavioral Therapy |
Cognitive Therapy |
74 |
79 |
44 |
55 |
70 |
89 |
68 |
48 |
83 |
89 |
71 |
64 |
66 |
75 |
35 |
40 |
90 |
67 |
62 |
30 |
97 |
74 |
65 |
31 |
104 |
90 |
70 |
63 |
100 |
81 |
65 |
30 |
75 |
65 |
45 |
64 |
92 |
68 |
41 |
69 |
89 |
85 |
46 |
45 |
70 |
71 |
68 |
39 |
83 |
69 |
69 |
31 |
95 |
67 |
39 |
66 |
108 |
70 |
42 |
3 |
a) What is the appropriate statistical test to answer question? (0.5 pt)
b) Step 1: What is your prediction regarding the results of the statistical test? (0.5 pt)
c) Step 2: Set up hypotheses (2 pts)
H0 (1 pt):
H1 (1 pt):
d) Step 3: Set criteria for decision (2 pts)
Critical value (1 pt):
Decision Rule (1 pt):
e) Step 5: Report Results (2 pts) – Must include test statistic (0.5 pts), degrees of freedom (0.5 pts), p-value (0.5 pts), and appropriate measure of effect size (0.5 pts)
f) Post-hoc comparisons (1 pt) – Conduct Tukey’s HSD and report differences between groups by using “>”, “<”, or “=” to demonstrate which group’s mean is greater than the other (The first two have been filled out as a guide).
Post-hoc Comparisons |
||
Control |
= |
Pharmacological |
Control |
< |
Behavioral |
Control |
Cognitive |
|
Behavioral |
Pharmacological |
|
Behavioral |
Pharmacological |
|
Cognitive |
Pharmacological |
g) Step 6: Interpret the results of the statistical test
in terms of the research question (1 pt)
SPSS DATA
Control 74
Control 70
Control 83
Control 66
Control 90
Control 97
Control 104
Control 100
Control 75
Control 92
Control 89
Control 70
Control 83
Control 95
Control 108
Pharmacological Therapy 79
Pharmacological Therapy 89
Pharmacological Therapy 89
Pharmacological Therapy 75
Pharmacological Therapy 67
Pharmacological Therapy 74
Pharmacological Therapy 90
Pharmacological Therapy 81
Pharmacological Therapy 65
Pharmacological Therapy 68
Pharmacological Therapy 85
Pharmacological Therapy 71
Pharmacological Therapy 69
Pharmacological Therapy 67
Pharmacological Therapy 70
Behavioral Therapy 44
Behavioral Therapy 68
Behavioral Therapy 71
Behavioral Therapy 35
Behavioral Therapy 62
Behavioral Therapy 65
Behavioral Therapy 70
Behavioral Therapy 65
Behavioral Therapy 45
Behavioral Therapy 41
Behavioral Therapy 46
Behavioral Therapy 68
Behavioral Therapy 69
Behavioral Therapy 39
Behavioral Therapy 42
Cognitive Therapy 55
Cognitive Therapy 48
Cognitive Therapy 64
Cognitive Therapy 40
Cognitive Therapy 30
Cognitive Therapy 31
Cognitive Therapy 63
Cognitive Therapy 30
Cognitive Therapy 64
Cognitive Therapy 69
Cognitive Therapy 45
Cognitive Therapy 39
Cognitive Therapy 31
Cognitive Therapy 66
Cognitive Therapy 36
Part a
Appropriate statistical test to answer the question is the one way analysis of variance or one way ANOVA F test.
Part b
Our prediction regarding the statistical test is there is a difference in the average effectiveness due to different types of therapy.
Part c
Null hypothesis: H0: There is no any significant difference in the average effectiveness due to different types of therapy.
Alternative hypothesis: Ha: There is a significant difference in the average effectiveness due to different types of therapy.
Part d
Critical value = 2.769431 (by using F-table or calculator)
Reject H0 if F > 2.769431
Part e
Required SPSS outputs are given as below:
ANOVA |
|||||
---|---|---|---|---|---|
Effectiveness |
|||||
Sum of Squares |
df |
Mean Square |
F |
Sig. |
|
Between Groups |
14614.267 |
3 |
4871.422 |
29.570 |
.000 |
Within Groups |
9225.467 |
56 |
164.740 |
||
Total |
23839.733 |
59 |
The p-value is given as 0.00 < α = 0.05, so we reject the null hypothesis
There is sufficient evidence to conclude that there is a significant difference in the average effectiveness due to different types of therapy.