In: Statistics and Probability
One researcher was disturbed by the tendency for female employees to overtime more than male employees. For this he took a sample of 12 female employees and 10 male employees. The table below is data on how many hours were spent overtime a week. Using a non-parametric test and a 95% confidence level, can it be concluded that female employees are overtime more than male employees?
Female (hour) |
Male (hour) |
13 |
10 |
17 |
6 |
14 |
8 |
12 |
10 |
10 |
12 |
9 |
13 |
15 |
11 |
16 |
9 |
11 |
5 |
8 |
11 |
9 |
|
7 |
We can use the non-parametric test-Mann-Whitney-Wilcoxon U- test here.
H0: There is no significan difference between the average over time by females and males
H1: Average over time done by female>average over time done by male.
The combined ordered pair is written below
5 | 6 | 7 | 8 | 8 | 8 | 9 | 9 | 10 | 10 | 10 | 11 | 11 | 11 | 12 | 12 | 13 | 13 | 14 | 15 | 16 | 17 | |
m | m | f | f | m | m | m | f | f | m | m | m | m | f | f | m | m | f | f | f | f | f | |
R1(female) | 3 | 5 | 7.5 | 10 | 13 | 15.5 | 17.5 | 19 | 20 | 21 | 22 | |||||||||||
R2(male) | 1 | 2 | 5 | 5 | 7.5 | 10 | 10 | 13 | 13 | 15.5 | 17.5 |
R1= Sum of rank of female=3+5+7.5+10+13+15.5+17.5+19+20+21+22=153.5
R2= Sum of rank of male = 1+2+5+5+7.5+10+10+13+13+15.5+17.5 = 99.5
U1 = = 44.5
U2= = 75.5
Test statistic U = 44.5
From the table of U, the crcal value is 34
Here U>34(Critical value) Hence do not reject H0.
There is no enough evidence to conclude that female employees are overtime more than male employees.