Suppose the salinity of water samples taken from 3 new and separate sites in the Bimini Lagoon was measured with the results given below:
Site 1: 45.44 45.46 50.81 46.00 42.87 40.47 36.81 45.48 45.75
35.27 45.68
Site 2: 62.53 62.54 67.62 63.06 60.08 57.81 54.35 62.56 62.82 52.89
62.75 61.89
Site 3: 53.00 53.01 57.43 53.46 50.87 48.89 45.87
Basic Statistics for the 3 samples:
Level | N | Mean | SD |
1 | 11 | 43.64 | 4.50 |
2 | 12 | 60.91 | 4.08 |
3 | 7 | 51.79 | 3.69 |
One-way ANOVA output:
Source | DF | SS | MS | F | P |
Factor | 2 | 1715.69 | 857.85 | 49.56 | 0.0000 |
Error | 27 | 467.31 | 17.31 | ||
Total | 29 | 2183 |
Using the data above, construct simultaneous (1−α*)100% confidence intervals for the pairwise differences in means using the Bonferroni procedure. Use an overall experiment-wide α = 0.05.
α*: 0.0167
critical t-value has a student's t distribution with 27 degrees of freedom
What is the critical t-value? You can use the invcdf command in Minitab or the qt() function in R. Is it possible to calculate this by hand? If so, how? [2 pt(s)]
Calculate the confidence interval for the difference in means for Levels 1 and 2, i.e., μ1−μ2. Lower bound: Upper bound: [3 pt(s)]
What is your conclusion about the relative size of the means for
Levels 1 and 2?
μ1 > μ2
μ1 < μ2
μ1 = μ2
μ1 ≠ μ2
[3 pt(s)]
Calculate the confidence interval for the difference in means for Levels 1 and 3, i.e., μ1−μ3. Lower bound: Upper bound: [3 pt(s)]
What is your conclusion about the relative size of the means for
Levels 1 and 3?
μ1 ≥ μ3
μ1 ≠ μ3
μ1 < μ3
μ1 = μ3
[3 pt(s)]
What is your conclusion about the relative size of the means for
Levels 2 and 3? Calculate the confidence interval for the
difference in means for Levels 2 and 3, i.e.,
μ2−μ3. Lower bound: Upper bound:
[3 pt(s)]
μ2 = μ3
μ2 ≥ μ3
μ2 ≤ μ3
μ2 ≠ μ3
[3 pt(s)]
Critical value t = 2.0518
The confidence interval for the difference in means for Levels 1 and 2, i.e., μ1−μ2.
Margin of error = t*standard error = 2.0518*sqrt(17.31*(1/11+1/12)) = 3.5634
Lower bound = (43.64 - 60.91) - 3.5634 = -20.8334
Upper bound = (43.64 - 60.91) + 3.5634 = -13.7066
Conclusion : µ1≠ µ2
The confidence interval for the difference in means for Levels 1 and 2, i.e., μ1−μ3.
Margin of error = t*standard error = 2.0518*sqrt(17.31*(1/11+1/7)) = 4.1274
Lower bound = (43.64 - 51.79) - 4.1274 = -12.2774
Upper bound = (43.64 - 51.79) + 4.1274 = -4.0226
Conclusion : µ1≠ µ3
The confidence interval for the difference in means for Levels 1 and 2, i.e., μ2−μ3.
Margin of error = t*standard error = 2.0518*sqrt(17.31*(1/12+1/7)) = 4.05995
Lower bound = (43.64 - 51.79) - 4.05995 = -12.20995
Upper bound = (43.64 - 51.79) + 4.05995 = -4.09005
Conclusion : µ2 ≠ µ3
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