Question
Standard Deviations Sample Sizes Assume Equal Standard Deviations (Pooled) Do Not Assume Equal Standard Deviations (Not Pooled) Study T test statistic Degrees of Freedom P-value
Standard Deviations | Sample Sizes | Assume Equal Standard Deviations (Pooled) | Do Not Assume Equal Standard Deviations (Not Pooled) | |||||||
Study | T test statistic | Degrees of Freedom | P-value | T test statistic | Degrees of Freedom | P-value | ||||
1 | 12 | 10 | 20 | 20 | 1.431 | 38 | 0.1605 | 1.431 | 36.80 | 0.1607 |
2 | 12 | 10 | 50 | 50 | 2.263 | 98 | 0.0258 | 2.263 | 94.91 | 0.0259 |
3 | 6 | 5 | 20 | 20 | 2.863 | 38 | 0.0068 | 2.863 | 36.80 | 0.0069 |
4 | 6 | 6 | 32 | 8 | 2.108 | 38 | 0.0417 | 2.108 | 10.79 | 0.0593 |
5 | 8 | 6 | 20 | 20 | 2.236 | 38 | 0.0313 | 2.236 | 35.24 | 0.0318 |
6 | 8 | 6 | 10 | 30 | 2.097 | 38 | 0.0427 | 1.814 | 12.55 | 0.0937 |
7 | 8 | 6 | 30 | 10 | 1.808 | 38 | 0.0785 | 2.088 | 20.58 | 0.0494 |
8 | 12 | 2 | 20 | 20 | 1.838 | 38 | 0.0739 | 1.838 | 20.05 | 0.0809 |
9 | 12 | 2 | 10 | 30 | 2.246 | 38 | 0.0306 | 1.312 | 9.17 | 0.2216 |
10 | 12 | 2 | 30 | 10 | 1.301 | 38 | 0.2012 | 2.193 | 33.29 | 0.0354 |
What do we learn from this? Answer the following questions.
- Compare Studies 5 - 10: (5 pts total)
- In which two of these studies does the assumption regarding the equality of the population standard deviations (i.e. pooling) have the greatest effect on the two p-values?
- Given the respective sample standard deviations of these studies, does it seem reasonable to assume the population standard deviations are equal (i.e. pool)?
- Question 3/study 3, shows how decreasing standard deviations effects p-values. In light of that insight, consider the two p-values of the 2 studies you selected: for which of these studies does pooling decrease the pooled standard deviation and for which does pooling increase it?
- Look closely at the sample standard deviations and sample sizes of your two studies and your answer to part c. How does pooling seem to handle two studies of differing sample sizes compared to the "Not Pooled" case?
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