In: Statistics and Probability
In a cognitive psychology experiment, the researcher is interested in whether encoding condition has a significant effect on memory for a list of words. She recruits 32 subjects to participate in the experiment. Each recruited subject is randomly assigned to either encoding condition A or encoding condition B. The researcher would like to leave the hypothesis non-directional without predicting which encoding condition would lead to better memory, and she sets the significance level at α = .05 for a two-tailed test.
Hint: You may remember a similar scenario in the previous assignment, but with a crucial difference. In the previous assignment, each subject attends BOTH condition A and condition B, while each subject here attends only ONE condition (either A or B).
Q1) Independent-Samples t Test (20 points total)
In a cognitive psychology experiment, the researcher is interested in whether encoding condition has a significant effect on memory for a list of words. She recruits 32 subjects to participate in the experiment. Each recruited subject is randomly assigned to either encoding condition A or encoding condition B. The researcher would like to leave the hypothesis non-directional without predicting which encoding condition would lead to better memory, and she sets the significance level at α = .05 for a two-tailed test.
Subject ID |
Encoding A |
Subject ID |
Encoding B |
|
1 |
87 |
11 |
85 |
|
2 |
80 |
12 |
80 |
|
3 |
78 |
13 |
76 |
|
4 |
76 |
14 |
77 |
|
5 |
86 |
15 |
86 |
|
6 |
77 |
16 |
68 |
|
7 |
83 |
17 |
85 |
|
8 |
82 |
18 |
79 |
|
9 |
91 |
19 |
89 |
|
10 |
90 |
20 |
85 |
Hint: You may remember a similar scenario in the previous assignment, but with a crucial difference. In the previous assignment, each subject attends BOTH condition A and condition B, while each subject here attends only ONE condition (either A or B).
h. Calculate standard deviation (Sdiffmean)of the comparison distribution (1 point total: .5 if the process is correct but the answer is wrong)
Hint: This comparison distribution consists of differences between all possible sample means drawn from the two sampling distributions. Its standard deviation is the denominator of the t statistic formula.
i. Calculate the t statistic (1 point total: .5 if the process is correct but the answer is wrong)
j. For the two-tailed test, find the critical t values for this hypothesis test based on the total degree of freedom (from question d above), and the preset alpha level. (1 point total)
k. Compare the calculated t statistic with the critical t value by stating which is more “extreme”, and then draw a conclusion about the hypothesis test by stating clearly “reject” or “fail to reject” the null hypothesis. (2 points total: 1 for comparison, 1 for decision)
l. Calculate the pooled standard deviation for the populations (use the pooled variance calculated in question f); and then calculate the standardized effect size of this test. (2 points total: 1 for pooled standard deviation, 1 for effect size. Deduct .5 if a result is wrong but the process is correct.)
m. Draw a conclusion based on the hypothesis test result and the effect size. In other words, did encoding condition have a significant effect on memory score? Was the effect small, medium, or large? (1 point total: .5 for each element).