In: Statistics and Probability
As part of its freshman orientation process, a college gives a math placement exam to incoming freshmen. The math department is interested in whether there is a statistically significant difference in the average exam score for students in different programs, at a level of α=0.01. The exam scores for random samples of science, engineering, humanities, and business majors are shown in the following table. The math department has confirmed that the samples were randomly selected and independent, that the populations are normally distributed, and that the population variances of scores are equal. Use Excel to calculate the degrees of freedom, critical value, and test statistic for the data set, rounding the critical value and test statistic to two decimal places.
Science | Engineering | Humanities | Business |
89 | 83 | 86 | 78 |
89 | 85 | 82 | 78 |
90 | 86 | 86 | 82 |
88 | 82 | 85 | 81 |
83 | 82 | 82 | 79 |
82 | 87 | 88 | 87 |
85 | 83 | 85 | 85 |
83 | 85 | 87 | 83 |
83 | 83 | 86 | 82 |
87 | 87 | 86 | 79 |
87 | 86 | 81 | 76 |
81 | 87 | 85 | 78 |
87 | 90 | 84 | 79 |
83 | 85 | 85 | 74 |
85 | 86 | 86 | 88 |
88 | 81 | 86 | 83 |
85 | 88 | 79 | 82 |
85 | 87 | 82 | 81 |
89 | 88 | 82 | 78 |
89 | 91 | 79 | 78 |
Numerator degrees of freedom = ?
denominator degrees of freedom =?
critical value = ?
test statistic = ?
using minitab we have the following output
One-way ANOVA: Science, Engineering, Humanities, Business
Method
Null hypothesis All means are equal
Alternative hypothesis At least one mean is different
Significance level α = 0.01
Equal variances were assumed for the analysis.
Factor Information
Factor Levels Values
Factor 4 Science, Engineering, Humanities, Business
Analysis of Variance
Source DF Adj SS Adj MS F-Value P-Value
Factor 3 361.5 120.513 14.15 0.000
Error 76 647.3 8.518
Total 79 1008.9
Model Summary
S R-sq R-sq(adj) R-sq(pred)
2.91852 35.84% 33.30% 28.90%
Means
Factor N Mean StDev 99% CI
Science 20 85.900 2.751 (84.176, 87.624)
Engineering 20 85.600 2.683 (83.876, 87.324)
Humanities 20 84.100 2.594 (82.376, 85.824)
Business 20 80.550 3.546 (78.826, 82.274)
Pooled StDev = 2.91852
Numerator degrees of freedom = 3
denominator degrees of freedom =76
critical value = 4.050
test statistic = 14.15
since the value of test statistic is less then critical value we reject the null hypothesis .