In: Math
-Identify why you choose to perform the statistical test (Sign test, Wilcoxon test, Kruskal-Wallis test).
-Identify the null hypothesis, Ho, and the alternative hypothesis, Ha.
-Determine whether the hypothesis test is left-tailed, right-tailed, or two-tailed.
-Find the critical value(s) and identify the rejection region(s).
-Find the appropriate standardized test statistic. If convenient, use technology.
-Decide whether to reject or fail to reject the null hypothesis.
-Interpret the decision in the context of the original claim.
A weight-lifting coach claims that weight-lifters can increase their strength by taking vitamin E. To test the theory, the coach randomly selects 9 athletes and gives them a strength test using a bench press. Thirty days later, after regular training supplemented by vitamin E, they are tested again. The results are listed below. Use the Wilcoxon signed-rank test to test the claim that the vitamin E supplement is effective in increasing athletes' strength. Use α = 0.05.
Athlete |
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
Before |
185 |
241 |
251 |
187 |
216 |
210 |
204 |
219 |
183 |
After |
195 |
246 |
251 |
185 |
223 |
225 |
209 |
214 |
188 |
We will use the Wilkoxon signed-rank test.
The paired samples Wilcoxon test (also known as Wilcoxon signed-rank test) is a non-parametric alternative to paired t-test used to compare paired data. It’s used when your data are not normally distributed.
Null hypothesis is: H0: di=0, where di= difference in the paired value xi , yi.
Alternate hypothesisis: H1: di : 0 (di not equal to 0)
The alternative hypothesis is always two tailed or two sided in case of wilcoxon signed rank test.
Below, i am attaching an image of the solution of the test using R software. i am including all the steps and commands so that it will be easy for u to run the program.
Here, V correspond to the sum of ranks assigned. P value is 0.06532, which is greater than the given value of alpha=0.05. Therefore, we accept the null hypothesis at 0.05 level of significance.
I have tried to answer as much as possible. Hope this helps. All the best..!