In: Statistics and Probability
An educational psychologist has developed a meditation technique
to reduce anxiety. The psychologist selected a sample of high
anxiety students that are asked to do the meditation at two therapy
sessions a week apart. The participants' anxiety is measured the
week before the first session and at each subsequent session. Below
are the anxiety scores for the participants. What can the
psychologist conclude with α = 0.05?
before | session 1 | session 2 |
9 6 8 2 8 6 9 6 8 |
7 7 6 7 6 9 7 7 7 |
6 5 5 4 5 6 5 5 4 |
b) Obtain/compute the appropriate values to make a
decision about H0.
critical value = _____________ ; test statistic =
_____________
Decision: ---Select--- Reject H0 Fail to reject H0
c) Compute the corresponding effect size(s) and
indicate magnitude(s).
η2 = _____________ ; ---Select--- na trivial
effect small effect medium effect large effect
d) Make an interpretation based on the
results.
1)At least one of the sessions differ on anxiety.
2)None of the sessions differ on anxiety.
e) Regardless of the H0
decision, conduct Tukey's post hoc test for the following
comparisons:
2 vs. 3: difference = ________ ;
significant: ---Select--- Yes No
1 vs. 3: difference = _________ ;
significant: ---Select--- Yes No
treatment | A | B | C | D | ||
count, ni = | 9 | 9 | 9 | |||
mean , x̅ i = | 6.889 | 7.00 | 5.000 | |||
std. dev., si = | 2.205 | 0.866 | 0.707 | |||
sample variances, si^2 = | 4.861 | 0.750 | 0.500 | |||
total sum | 62 | 63 | 45 | 170 | (grand sum) | |
grand mean , x̅̅ = | Σni*x̅i/Σni = | 6.30 | ||||
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² | 0.351 | 0.495 | 1.680 | |||
TOTAL | ||||||
SS(between)= SSB = Σn( x̅ - x̅̅)² = | 3.160 | 4.457 | 15.123 | 22.74074074 | ||
SS(within ) = SSW = Σ(n-1)s² = | 38.889 | 6.000 | 4.000 | 48.8889 |
no. of treatment , k = 3
df between = k-1 = 2
N = Σn = 27
df within = N-k = 24
mean square between groups , MSB = SSB/k-1 =
11.3704
mean square within groups , MSW = SSW/N-k =
2.0370
F-stat = MSB/MSW = 5.5818
anova table | ||||||
SS | df | MS | F | p-value | F-critical | |
Between: | 22.7407 | 2 | 11.370 | 5.582 | 0.0102 | 3.403 |
Within: | 48.8889 | 24 | 2.037 | |||
Total: | 71.6296 | 26 |
α = 0.05
F stat = 5.582
critical = .3.403
Decision: F stat > critical , reject null hypothesis
//////////////////////////////
eta square ,effect size = SSR/SST 0.32
medium
.............
d)
1)At least one of the sessions differ on anxiety.
...............
e)
Level of significance | 0.05 |
no. of treatments,k | 3 |
DF error =N-k= | 24 |
MSE = | 2.0370 |
q-statistic value(α,k,N-k) | 3.53 |
confidence interval | ||||||
population mean difference | critical value | lower limit | upper limit | result | ||
µ1-µ3 | 1.889 | 1.68 | 0.21 | 3.57 | means are different | |
µ2-µ3 | 2.00 | 1.68 | 0.32 | 3.68 | means are different |
.............
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