In: Statistics and Probability
A group of psychologists want to examine whether different types of psychotherapy work better for adolescent depression. One group of n1 = 4 adolescents were given Cognitive-Behavioral therapy, a second group of n2 = 4 adolescents were given Psychodynamic therapy, and a third group of n3 = 4 adolescents were placed on a Waitlist Control condition. At the end of 10-weeks, each participant comnpletes a depression screening (higher scores mean more depressed). The data are below.
Psychotherapy Type | |||
Cognitive-Behavioral | Psychodynamic | Waitlist Control | |
4 | 3 | 6 | |
4 | 5 | 7 | |
3 | 5 | 4 | |
2 | 3 | 7 | |
(a) Calculate the appropriate degrees of freedom and the critical
F with α = 0.01. (Use 2 decimals)
F-critical =
(b) Calculate all the parts of an Independent Measures ANOVA to
determine whether there are any significant differences among the
three treatments. (Use 2 decimal places.)
Source | SS | df | MS | F | |
Between | |||||
Within | |||||
Total |
(c) Write the two-sentence results as you would write it for the
research literature (you do not need to include the
table).
count, ni = | 4 | 4 | 4 | ||
mean , x̅ i = | 3.250 | 4.00 | 6.00 | ||
std. dev., si = | 0.957 | 1.155 | 1.414 | ||
sample variances, si^2 = | 0.917 | 1.333 | 2.000 | ||
total sum | 13 | 16 | 24 | 53 | |
grand mean , x̅̅ = | Σni*x̅i/Σni = | 4.42 |
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² | 1.361 | 0.174 | 2.507 | ||
TOTAL | |||||
SS(between)= SSB = Σn( x̅ - x̅̅)² = | 5.444 | 0.694 | 10.028 | 16.16666667 | |
SS(within ) = SSW = Σ(n-1)s² = | 2.750 | 4.000 | 6.000 | 12.7500 |
no. of treatment , k = 3
df between = k-1 = 2
N = Σn = 12
df within = N-k = 9
mean square between groups , MSB = SSB/k-1 =
8.0833
mean square within groups , MSW = SSW/N-k =
1.4167
F-stat = MSB/MSW = 5.7059
P value = 0.0251
b)
SS | df | MS | F | p-value | F-critical | |
Between: | 16.17 | 2 | 8.08 | 5.71 | 0.0251 | 8.02 |
Within: | 12.75 | 9 | 1.42 | |||
Total: | 28.92 | 11 | ||||
α = | 0.01 | |||||
conclusion : | p-value>α , do not reject null hypothesis |
(a)
df between = k-1 = 2
N = Σn = 12
df within = N-k = 9
F-critical = 8.02
c)
conclusion : p-value>α , do not reject null
hypothesis
at least one the mean is different.
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