In: Statistics and Probability
Suppose samples of six different brands of diet or imitation margarine were analyzed to determine the level of physiologically active polyunsaturated fatty acids (PAPUFA, in percent), resulting in the data shown in the accompanying table. Imperial 14.1 13.6 14.4 14.3 Parkay 12.8 12.5 13.5 13.0 12.3 Blue Bonnet 13.5 13.4 14.1 14.3 Chiffon 13.2 12.7 12.6 14.1 Mazola 16.8 17.3 16.4 17.3 18.0 Fleischmann's 18.1 17.2 18.7 18.4 (a) Test for differences among the true average PAPUFA percentages for the different brands. Use α = 0.05. Calculate the test statistic. (Round your answer to two decimal places.) F = Correct: Your answer is correct. What can be said about the P-value for this test? P-value > 0.100 0.050 < P-value < 0.100 0.010 < P-value < 0.050 0.001 < P-value < 0.010 P-value < 0.001 Correct: Your answer is correct. What can you conclude? Reject H0. There is not convincing evidence that the mean PAPUFA percentages for the six brands are not all equal. Reject H0. There is convincing evidence that the mean PAPUFA percentages for the six brands are not all equal. Fail to reject H0. There is not convincing evidence that the mean PAPUFA percentages for the six brands are not all equal. Fail to reject H0. There is convincing evidence that the mean PAPUFA percentages for the six brands are not all equal. Correct: Your answer is correct. (b) Use the T-K procedure to compute 95% simultaneous confidence intervals for all differences between means. (Round your answers to three decimal places.) Imperial and Parkay Incorrect: Your answer is incorrect. , Incorrect: Your answer is incorrect. Imperial and Blue Bonnet , Imperial and Chiffon , Imperial and Mazola , Imperial and Fleischmann's , Parkay and Blue Bonnet , Parkay and Chiffon , Parkay and Mazola , Parkay and Fleischmann's , Blue Bonnet and Chiffon , Blue Bonnet and Mazola , Blue Bonnet and Fleischmann's , Chiffon and Mazola , Chiffon and Fleischmann's , Mazola and Fleischmann's ,
Suppose samples of six different brands of diet or imitation margarine were analyzed to determine the level of physiologically active polyunsaturated fatty acids (PAPUFA, in percent), resulting in the data shown in the accompanying table.
Imperial 14.1 13.6 14.4 14.3
Parkay 12.8 12.5 13.5 13.0 12.3
Blue Bonnet 13.5 13.4 14.1 14.3
Chiffon 13.2 12.7 12.6 14.1
Mazola 16.8 17.3 16.4 17.3 18.0
Fleischmann's 18.1 17.2 18.7 18.4
F = 72.20
What can be said about the P-value for this test?
P-value < 0.001
What can you conclude?
Reject H0. There is convincing evidence that the mean PAPUFA percentages for the six brands are not all equal.
Difference of Levels |
Difference |
SE of |
95% CI |
T-Value |
Adjusted |
Parkay - Imperial |
-1.280 |
0.366 |
(-2.432, -0.128) |
-3.50 |
0.024 |
BlueBonnet - Imperial |
-0.275 |
0.386 |
(-1.489, 0.939) |
-0.71 |
0.978 |
Chiffon - Imperial |
-0.950 |
0.386 |
(-2.164, 0.264) |
-2.46 |
0.183 |
Mazola - Imperial |
3.060 |
0.366 |
(1.908, 4.212) |
8.36 |
0.000 |
Fleischmann - Imperial |
4.000 |
0.386 |
(2.786, 5.214) |
10.36 |
0.000 |
BlueBonnet - Parkay |
1.005 |
0.366 |
(-0.147, 2.157) |
2.75 |
0.110 |
Chiffon - Parkay |
0.330 |
0.366 |
(-0.822, 1.482) |
0.90 |
0.942 |
Mazola - Parkay |
4.340 |
0.345 |
(3.254, 5.426) |
12.57 |
0.000 |
Fleischmann - Parkay |
5.280 |
0.366 |
(4.128, 6.432) |
14.42 |
0.000 |
Chiffon - BlueBonnet |
-0.675 |
0.386 |
(-1.889, 0.539) |
-1.75 |
0.518 |
Mazola - BlueBonnet |
3.335 |
0.366 |
(2.183, 4.487) |
9.11 |
0.000 |
Fleischmann - BlueBonnet |
4.275 |
0.386 |
(3.061, 5.489) |
11.08 |
0.000 |
Mazola - Chiffon |
4.010 |
0.366 |
(2.858, 5.162) |
10.95 |
0.000 |
Fleischmann - Chiffon |
4.950 |
0.386 |
(3.736, 6.164) |
12.83 |
0.000 |
Fleischmann - Mazola |
0.940 |
0.366 |
(-0.212, 2.092) |
2.57 |
0.152 |
MINITAB used
One-way ANOVA: Imperial, Parkay, BlueBonnet, Chiffon, ... eischmann
Method
Null hypothesis |
All means are equal |
Alternative hypothesis |
Not all means are equal |
Significance level |
α = 0.05 |
Equal variances were assumed for the analysis.
Factor Information
Factor |
Levels |
Values |
Factor |
6 |
Imperial, Parkay, BlueBonnet, Chiffon, Mazola, Fleischmann |
Analysis of Variance
Source |
DF |
Adj SS |
Adj MS |
F-Value |
P-Value |
Factor |
5 |
107.538 |
21.5076 |
72.20 |
0.000 |
Error |
20 |
5.957 |
0.2979 |
||
Total |
25 |
113.495 |
Model Summary
S |
R-sq |
R-sq(adj) |
R-sq(pred) |
0.545779 |
94.75% |
93.44% |
91.11% |
Means
Factor |
N |
Mean |
StDev |
95% CI |
Imperial |
4 |
14.100 |
0.356 |
(13.531, 14.669) |
Parkay |
5 |
12.820 |
0.466 |
(12.311, 13.329) |
BlueBonnet |
4 |
13.825 |
0.443 |
(13.256, 14.394) |
Chiffon |
4 |
13.150 |
0.686 |
(12.581, 13.719) |
Mazola |
5 |
17.160 |
0.602 |
(16.651, 17.669) |
Fleischmann |
4 |
18.100 |
0.648 |
(17.531, 18.669) |
Pooled StDev = 0.545779
Tukey Pairwise Comparisons
Grouping Information Using the Tukey Method and 95% Confidence
Factor |
N |
Mean |
Grouping |
||
Fleischmann |
4 |
18.100 |
A |
||
Mazola |
5 |
17.160 |
A |
||
Imperial |
4 |
14.100 |
B |
||
BlueBonnet |
4 |
13.825 |
B |
C |
|
Chiffon |
4 |
13.150 |
B |
C |
|
Parkay |
5 |
12.820 |
C |
Means that do not share a letter are significantly different.
Tukey Simultaneous Tests for Differences of Means
Difference of Levels |
Difference |
SE of |
95% CI |
T-Value |
Adjusted |
Parkay - Imperial |
-1.280 |
0.366 |
(-2.432, -0.128) |
-3.50 |
0.024 |
BlueBonnet - Imperial |
-0.275 |
0.386 |
(-1.489, 0.939) |
-0.71 |
0.978 |
Chiffon - Imperial |
-0.950 |
0.386 |
(-2.164, 0.264) |
-2.46 |
0.183 |
Mazola - Imperial |
3.060 |
0.366 |
(1.908, 4.212) |
8.36 |
0.000 |
Fleischmann - Imperial |
4.000 |
0.386 |
(2.786, 5.214) |
10.36 |
0.000 |
BlueBonnet - Parkay |
1.005 |
0.366 |
(-0.147, 2.157) |
2.75 |
0.110 |
Chiffon - Parkay |
0.330 |
0.366 |
(-0.822, 1.482) |
0.90 |
0.942 |
Mazola - Parkay |
4.340 |
0.345 |
(3.254, 5.426) |
12.57 |
0.000 |
Fleischmann - Parkay |
5.280 |
0.366 |
(4.128, 6.432) |
14.42 |
0.000 |
Chiffon - BlueBonnet |
-0.675 |
0.386 |
(-1.889, 0.539) |
-1.75 |
0.518 |
Mazola - BlueBonnet |
3.335 |
0.366 |
(2.183, 4.487) |
9.11 |
0.000 |
Fleischmann - BlueBonnet |
4.275 |
0.386 |
(3.061, 5.489) |
11.08 |
0.000 |
Mazola - Chiffon |
4.010 |
0.366 |
(2.858, 5.162) |
10.95 |
0.000 |
Fleischmann - Chiffon |
4.950 |
0.386 |
(3.736, 6.164) |
12.83 |
0.000 |
Fleischmann - Mazola |
0.940 |
0.366 |
(-0.212, 2.092) |
2.57 |
0.152 |
Individual confidence level = 99.49%