In: Statistics and Probability
To do this assignment, choose a statistical model from the list below and come up with a hypothetical study related to your research interests that could be conducted using the model. Assignment must include the following:
Choose from the following statistical models:
Independent t-test
Dependent t-test
One-way between-subjects ANOVA
One-way within-subjects ANOVA
Suppose you wish to test the effect of Prozac on the well-being of depressed individuals, using a standardized "well-being scale" that sums Likert-type items to obtain a score that could range from 0 to 20. Higher scores indicate greater well-being (that is, Prozac is having a positive effect). While there are flaws in this design (e.g., lack of a control group) it will serve as an example of how to analyze such data.
Pre | Post |
3 | 5 |
0 | 1 |
6 | 5 |
7 | 7 |
4 | 10 |
3 | 9 |
2 | 7 |
1 | 11 |
4 | 8 |
9 | 9 |
4 | 1 |
1 | 2 |
8 | 10 |
1 | 9 |
5 | 1 |
5 | 3 |
6 | 10 |
3 | 10 |
8 | 8 |
6 | 5 |
0 | 3 |
5 | 4 |
7 | 4 |
6 | 4 |
6 | 2 |
10 | 0 |
1 | 5 |
9 | 7 |
8 | 9 |
6 | 6 |
The hypothesis being tested is:
H0: µd = 0
Ha: µd ≠ 0
4.333 | mean Pre |
4.700 | mean Post |
-0.367 | mean difference (Pre - Post) |
4.391 | std. dev. |
0.802 | std. error |
30 | n |
29 | df |
-0.457 | t |
.6508 | p-value (two-tailed) |
The p-value is 0.6508.
Since the p-value (0.6508) is greater than the significance level (0.05), we fail to reject the null hypothesis.
Therefore, we cannot conclude that µd ≠ 0.
We have found no strong evidence that Prozac enhances well-being in depressed individuals. However, the major lack of controls in this study would suggest we keep quiet about it until we can repeat the finding with more stringent safeguards against confounds!