In: Statistics and Probability
A college dean is interested in the exam performance of students
in a History course. After the final exam, students are randomly
selected from three different section of the History course. What
can be conclude with an α of 0.01? The data are below.
section 1 | section 2 | section 3 |
---|---|---|
82 68 74 65 41 75 64 77 40 78 69 |
90 82 82 77 75 82 81 91 70 90 82 |
94 81 87 82 72 77 81 87 67 86 77 |
a) What is the appropriate test statistic?
---Select--- na one-way ANOVA within-subjects ANOVA two-way
ANOVA
b) Compute the appropriate test statistic(s) 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.
At least on section differs on the final exam.None of the sections differ on the final exam.
e) Conduct Tukey's Post Hoc Test for the following
comparisons:
1 vs. 3: difference = ;
significant: ---Select--- Yes No
1 vs. 2: difference = ;
significant: ---Select--- Yes No
f) Conduct Scheffe's Post Hoc Test for the
following comparisons:
2 vs. 3: test statistic = ;
significant: ---Select--- Yes No
1 vs. 3: test statistic = ;
significant: ---Select--- Yes No
a) Appropriate test statistic = one-way ANOVA
b)
Section 1 | Section 2 | Section 3 | Total | |
Sum | 733 | 902 | 891 | 2526 |
Count | 11 | 11 | 11 | 33 |
Mean, Sum/n | 66.6364 | 82 | 81 | |
Sum of square, Ʃ(xᵢ-x̅)² | 1980.5455 | 428 | 576 |
Number of treatment, k = 3
Total sample Size, N = 33
df(between) = k-1 = 2
df(within) = N-k = 30
df(total) = N-1 = 32
SS(between) = (Sum1)²/n1 + (Sum2)²/n2 + (Sum3)²/n3 - (Grand Sum)²/ N = 1625.6364
SS(within) = SS1 + SS2 + SS3 = 2984.5455
SS(total) = SS(between) + SS(within) = 4610.1818
MS(between) = SS(between)/df(between) = 812.8182
MS(within) = SS(within)/df(within) = 99.4848
Critical value Fc = F.INV.RT(0.01, 2, 30) = 5.390
Test statistic:
F = MS(between)/MS(within) = 8.1703
Decision: Reject H0
ANOVA | |||||
Source of Variation | SS | df | MS | F | Critical value |
Between Groups | 1625.6364 | 2 | 812.8182 | 8.1703 | 5.390 |
Within Groups | 2984.5455 | 30 | 99.4848 | ||
Total | 4610.1818 | 32 |
c) ɳ² = SS(between)/SS(total) = 1625.6364/4610.1818 = 0.3526
Effect size, large
d) Interpretation based on the results.
At least on section differs on the final exam.
e) Tukey's Post Hoc Test:
At α = 0.01, k = 3, N-K = 30, Q value = 4.45
Comparison | Absolute Diff. = |xi - xj| | Critical Range = Q* √(MSwithin/n) | Significant |
x̅1-x̅3 | 14.3636 | 13.3827 | Yes |
x̅1-x̅2 | 15.3636 | 13.3827 | Yes |