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.

  1. Compare Studies 5 - 10: (5 pts total)
    1. 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?
    2. Given the respective sample standard deviations of these studies, does it seem reasonable to assume the population standard deviations are equal (i.e. pool)?
    3. 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?
    4. 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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