In: Math
The results of a two-way ANOVA using the accompanying data and hypothesis tests for interaction between Factor A and Factor B and for each factor are provided below. Using these data and results, determine which means are different using α= 0.01when warranted.
Factor A |
||||
FactorB |
Level 1 |
Level 2 |
Level 3 |
|
Level 1 |
66 |
88 |
1010 |
|
77 |
1212 |
3232 |
||
1010 |
1919 |
3030 |
||
Level 2 |
2828 |
3030 |
3030 |
|
1111 |
2020 |
3838 |
||
1616 |
2020 |
3939 |
||
Level 3 |
3535 |
4040 |
4242 |
|
3131 |
2929 |
4141 |
||
2121 |
4040 |
3232 |
Are the means for Factor A, Level 1 and Factor A, Level 2 significantly different?
A.Yes
B. No
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor A means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
Are the means for Factor A, Level 1 and Factor A, Level 3 significantly different?
A.Yes
B. No
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor A means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
Are the means for Factor A, Level 2 and Factor A, Level 3 significantly different?
A.Yes
B.No
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor A means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
Are the means for Factor B, Level 1 and Factor B, Level 2 significantly different?
A.Yes
B.No
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor B means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
Are the means for Factor B, Level 1 and Factor B, Level 3 significantly different?
A.No
B.Yes
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor B means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
Are the means for Factor B, Level 2 and Factor B, Level 3 significantly different?
A.No
B.Yes
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor B means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
The results of a two-way ANOVA using the accompanying data and hypothesis tests for interaction between Factor A and Factor B and for each factor are provided below. Using these data and results, determine which means are different using α= 0.01when warranted.
MINITAB used.
General Linear Model: Data versus A, B
Method
Factor coding |
(-1, 0, +1) |
Factor Information
Factor |
Type |
Levels |
Values |
A |
Fixed |
3 |
A1, A2, A3 |
B |
Fixed |
3 |
B1, B2, B3 |
Analysis of Variance
Source |
DF |
Adj SS |
Adj MS |
F-Value |
P-Value |
A |
2 |
11325157 |
5662578 |
9.66 |
0.001 |
B |
2 |
21976136 |
10988068 |
18.75 |
0.000 |
A*B |
4 |
1484102 |
371026 |
0.63 |
0.645 |
Error |
18 |
10548520 |
586029 |
||
Total |
26 |
45333915 |
Model Summary
S |
R-sq |
R-sq(adj) |
R-sq(pred) |
765.525 |
76.73% |
66.39% |
47.65% |
Comparisons for Data
Tukey Pairwise Comparisons: A
Grouping Information Using the Tukey Method and 99% Confidence
A |
N |
Mean |
Grouping |
|
A3 |
9 |
3299.33 |
A |
|
A2 |
9 |
2366.44 |
A |
B |
A1 |
9 |
1721.67 |
B |
Means that do not share a letter are significantly different.
Tukey Simultaneous Tests for Differences of Means
Difference |
Difference |
SE of |
Simultaneous |
T-Value |
Adjusted |
A2 - A1 |
645 |
361 |
(-555, 1844) |
1.79 |
0.202 |
A3 - A1 |
1578 |
361 |
(378, 2777) |
4.37 |
0.001 |
A3 - A2 |
933 |
361 |
(-266, 2132) |
2.59 |
0.047 |
Individual confidence level = 99.62%
Tukey Pairwise Comparisons: B
Grouping Information Using the Tukey Method and 99% Confidence
B |
N |
Mean |
Grouping |
|
B3 |
9 |
3490.11 |
A |
|
B2 |
9 |
2603.56 |
A |
|
B1 |
9 |
1293.78 |
B |
Means that do not share a letter are significantly different.
Tukey Simultaneous Tests for Differences of Means
Difference |
Difference |
SE of |
Simultaneous |
T-Value |
Adjusted |
B2 - B1 |
1310 |
361 |
(110, 2509) |
3.63 |
0.005 |
B3 - B1 |
2196 |
361 |
(997, 3396) |
6.09 |
0.000 |
B3 - B2 |
887 |
361 |
(-313, 2086) |
2.46 |
0.060 |
Individual confidence level = 99.62%
Are the means for Factor A, Level 1 and Factor A, Level 2 significantly different?
A.Yes
Answer: B. No ( p value 0.202 which is > 0.01 level)
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor A means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
Are the means for Factor A, Level 1 and Factor A, Level 3 significantly different?
Answer: A.Yes ( p value 0.001 which is < 0.01 level)
B. No
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor A means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
Are the means for Factor A, Level 2 and Factor A, Level 3 significantly different?
A.Yes
Answer: B.No( p value 0.047 which is > 0.01 level)
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor A means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
Are the means for Factor B, Level 1 and Factor B, Level 2 significantly different?
Answer A.Yes ( p value 0.005 which is < 0.01 level)
B.No
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor B means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
Are the means for Factor B, Level 1 and Factor B, Level 3 significantly different?
A.No
Answer B.Yes( p value 0.000 which is < 0.01 level)
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor B means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.
Are the means for Factor B, Level 2 and Factor B, Level 3 significantly different?
Answer:A.No( p value 0.060 which is > 0.01 level)
B.Yes
C.The comparison is unwarranted because there is insufficient evidence to conclude that not all Factor B means are equal.
D.The comparison is unwarranted because Factor A and Factor B interact.