In: Statistics and Probability
Proficiency of several biology sections is evaluated using a
special departmental assessment. Three different instructors at two
different class times are assessed. The data are below. What can
the department conclude with ? = 0.05?
Instructor A Time 1 |
Instructor B Time 1 |
Instructor C Time 1 |
Instructor A Time 2 |
Instructor B Time 2 |
Instructor C Time 2 |
---|---|---|---|---|---|
100 88 96 98 |
85 79 80 90 |
89 78 89 61 |
94 81 80 85 |
72 63 73 77 |
88 94 96 99 |
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.
Time: critical value = ; test statistic
=
Decision: ---Select--- Reject H0 Fail to reject H0
Instructor: critical value = ; test
statistic =
Decision: ---Select--- Reject H0 Fail to reject H0
Interaction: critical value = ; test
statistic =
Decision: ---Select--- Reject H0 Fail to reject H0
c) Compute the corresponding effect size(s) and
indicate magnitude(s).
Time: ?2
= ; ---Select--- na trivial effect small
effect medium effect large effect
Instructor: ?2
= ; ---Select--- na trivial effect small
effect medium effect large effect
Interaction: ?2
= ; ---Select--- na trivial effect small
effect medium effect large effect
a. Within-Subjects ANOVA because each instructor is assessed in two diffeent times.
b.
Two-way ANOVA:
Source DF SS MS F P
Instructor 2 709.08 354.542 6.54 0.007
Time 1 40.04 40.042 0.74 0.402
Interaction 2 930.58 465.292 8.58 0.002
Error 18 976.25 54.236
Total 23 2655.96
Time: critical value =F0.05,1,18=
4.41 ; test statistic = 0.74
Decision: Fail to reject H0 since test statistic<critical
value
Instructor: critical value
=F0.05,2,18=3.55 ; test statistic
=6.54
Decision:Reject H0 since test statistic>critical value
Interaction: critical value
==F0.05,2,18=3.55 ; test statistic =
8.58
Decision: ---Select--- Reject H0 since test
statistic>critical value.
c.
Formula for effect size:
Time: w2=(40.04-1x54.236)/(40.04+18x54.236)<0 implies w2=0 ; na
Instructor: w2 =
(709.08-2x54.236)/(709.08+18x54.236) =0.3564; --- medium
effect
Interaction: w2
=(930.58-2x54.236)/(930.58+18x54.236)=0.4311 ; ---medium
effect