In: Statistics and Probability
Using the data below, answer the question: Is there a significant difference in the GPAs of students who graduate in three years vs four years vs five or more years? Use the five steps for hypothesis testing to make your decision. Remember the "Sesame Street" song!
Years to Graduate | N | Mean | Standard deviation |
3 | 8 | 3.66 |
0.28 |
4 | 26 | 2.81 | 0.59 |
5 or more | 8 | 2.66 | 0.42 |
Source | Sum of Squares | df | Mean Squares |
Between Groups | 5.24 | 2 | 2.617 |
Within Groups | 10.52 | 39 | 0.28 |
Hypothesis:
Ho: There is not significant difference in the GPAs of students who graduate in three years vs four years vs five or more years
Ha: There is a significant difference in the GPAs of students who graduate in three years vs four years vs five or more years
Level of significance () = 0.05
ANOVA TABLE:
Test statistic = F = Mean square Between group / Mean square Within group = 2.617 / 0.28 = 9.346
Critical value:
Ftabulate = F,(t-1,n-t) = F0.05,(2,39) = 3.238 ..............Using F table
Conclusion:
Test statistic > Critical value, i.e. 9.346 > 3.238, That is Reject Ho at 5% level of significance.
Therefore, There is a significant difference in the GPAs of students who graduate in three years vs four years vs five or more years