Application Exercise:
A team of researchers recruited a random sample of migraine
sufferers. Before the study began at baseline, participants were
asked to record the duration of headaches they experienced in a
week. A few days later, all participants were asked to practice a
week-long relaxation technique designed to reduce migraine
headaches. A two-week off period in which the participants
practiced nothing was given between the relaxation technique.
Throughout the relaxation technique participants were asked to
record the duration of headaches. What can be concluded with an
α of 0.05?
Baseline | Week 1 | Week 3 |
9 7 12 8 12 7 11 7 10 |
9 7 6 6 9 5 6 5 9 |
8 9 6 4 7 4 6 5 8 |
a) What is the appropriate test
statistic?
---Select---na, one-way ANOVA, within-subjects ANOVA, two-way
ANOVA
b) Obtain/compute the appropriate values to make a
decision about H0.
critical value = ____________ ; test statistic = ___________
Decision: ---Select---Reject H0 or 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.
-At least one week differs on the headache duration.
-None of the weeks differed on headache duration.
e) Regardless of the H0
decision in b), conduct Tukey's post hoc test for
the following comparisons:
1 vs. 3: difference =_______________ ; significant: ---Select---Yes
OR No
1 vs. 2: difference =_______________ ; significant: ---Select---Yes
OR No
f) Regardless of the H0
decision in b), conduct Scheffe's post hoc test
for the following comparisons:
1 vs. 3: test statistic = ______________ ; significant:
---Select---Yes OR No
2 vs. 3: test statistic = ______________ ; significant:
---Select---Yes OR No
Solution
a) What is the appropriate test statistic?
one-way ANOVA
b) Obtain/compute the appropriate values to make a decision about H0.
Using Excel we find one-way ANOVA
Anova: Single Factor | ||||||
SUMMARY | ||||||
Groups | Count | Sum | Average | Variance | ||
Baseline | 9.0000 | 83.0000 | 9.2222 | 4.4444 | ||
Week 1 | 9.0000 | 62.0000 | 6.8889 | 2.8611 | ||
Week 3 | 9.0000 | 57.0000 | 6.3333 | 3.2500 | ||
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Between Groups | 42.2963 | 2.0000 | 21.1481 | 6.0105 | 0.0077 | 3.4028 |
Within Groups | 84.4444 | 24.0000 | 3.5185 | |||
Total | 126.7407 | 26.0000 |
critical value =3.4028;
test statistic = 6.0105
Decision: Reject H0
d) Make an interpretation based on the results.
At least one week differs on the headache duration.
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