Question

In: Statistics and Probability

In a study of the effectiveness of physical exercise in weight reduction, 12 subjects followed a...

In a study of the effectiveness of physical exercise in weight reduction, 12 subjects followed a program of physical exercise for two months. Their weights (in pounds) before and after this program are shown in the table. Use Wilcoxon's signed-ranks test and a significance level of 0.05 to test the claim that the exercise program has no effect on weight.

Before 162 190 188 152 148 127 195 164 175 156 180 136
After 157 194 179 149 135 130 183 168 168 148 170 138


What would be the signed rank for the column with values of 175 and 168?

8.5

10

8

9

Solutions

Expert Solution

The following table is obtained:

Pair Sample 1 Sample 2 Difference Abs. Difference Sign
1 162 157 5 5 +1
2 190 194 -4 4 -1
3 188 179 9 9 +1
4 152 149 3 3 +1
5 148 135 13 13 +1
6 127 130 -3 3 -1
7 195 183 12 12 +1
8 164 168 -4 4 -1
9 175 168 7 7 +1
10 156 148 8 8 +1
11 180 170 10 10 +1
12 136 138 -2 2 -1

Now, the following table is obtained by removing the ties and organizing the absolute differences in ascending order:

Pair Sample 1 Sample 2 Difference Abs. Difference Sign
12 136 138 -2 2 -1
4 152 149 3 3 +1
6 127 130 -3 3 -1
2 190 194 -4 4 -1
8 164 168 -4 4 -1
1 162 157 5 5 +1
9 175 168 7 7 +1
10 156 148 8 8 +1
3 188 179 9 9 +1
11 180 170 10 10 +1
7 195 183 12 12 +1
5 148 135 13 13 +1

Now that the absolute differences are in ascending order, we assign ranks to them, taking care of assigning the average rank to values with rank ties (same absolute value difference)

Pair Sample 1 Sample 2 Abs. Difference Rank Sign
12 136 138 2 1 -1
4 152 149 3 2.5 +1
6 127 130 3 2.5 -1
2 190 194 4 4.5 -1
8 164 168 4 4.5 -1
1 162 157 5 6 +1
9 175 168 7 7 +1
10 156 148 8 8 +1
3 188 179 9 9 +1
11 180 170 10 10 +1
7 195 183 12 11 +1
5 148 135 13 12 +1

The sum of positive ranks is:

W+ = 2.5+6+7+8+9+10+11+12 = 65.5

and the sum of negative ranks is:

W- = 1+2.5+4.5+4.5 = 12.5

Hence, the test statistic is

.

(1) Null and Alternative Hypotheses

The following null and alternative hypotheses need to be tested:

H0​: Median (Difference) = 0

Ha​: Median (Difference) ≠ 0

(2) Rejection Region

The critical value for the significance level α=0.05 provided, and the type of tail specified is , and the null hypothesis is rejected if

(3) Decision about the null hypothesis

Since in this case T=12.5≤13, there is enough evidence to claim that the population median of differences is different than 0, at the α=0.05 significance level.

Please let me know in comments if anything is unclear. Will reply ASAP. Please upvote if satisfied!


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