In: Statistics and Probability
A certain health maintenance organization (HMO) wishes to study why patients leave the HMO. A SRS of 420 patients was taken. Data was collected on whether a patient had filed a complaint and, if so, whether the complaint was medical or nonmedical in nature. After a year, a tally from these patients was collected to count number who left the HMO voluntarily. Here are the data on the total number in each group and the number who voluntarily left the HMO:
No complaint | Medical complaint | Nonmedical complaint | |
Total | 180 | 96 | 144 |
Left | 58 | 41 | 41 |
If the null hypothesis is
H0:p1=p2=p3 and using
α=0.01, then do the following:
(d) Find the test statistic:
Solution :-
Given data:
No complaint | Medical complaint | Non-medical complaint | |
Total | 180 | 96 | 144 |
Left | 58 | 41 | 41 |
Here we have to find out the Test statistic.
It is a chi-square test statistic.
Here we know the formula,
Now consider the table to complete the test statistics.
No complaint | Medical complaint | Non-medical complaint | Total | |
Left | 58 | 41 | 41 | 140 |
Not left |
= (180 -58) = 122 |
= (96 - 41) = 55 |
= (144 - 41) = 103 |
280 |
Total | 180 | 96 | 144 | 420 |
Now we have to find out the expected frequencies.
Expected Frequencies (E) | ||||
No complaint | Medical complaint | Non-medical complaint | Total | |
Left |
= (180 * 140) / 420 = 60 |
= (96 * 140) / 420 = 32 |
= (144 * 140) / 420 = 48 |
140 |
Not left |
= (180 * 280) / 420 = 120 |
= (96 * 280) / 420 = 64 |
= (144 * 280) / 420 = 96 |
280 |
Total | 180 | 96 | 144 | 420 |
Now consider the table to calculate Chi-square test statistic.
Observed Frequencies (O) | Expected Frequencies (E) | |
58 | 60 |
= 0.06666 |
41 | 32 |
= 2.53125 |
41 | 48 |
= 1.02083 |
122 | 120 |
= 0.03333 |
55 | 64 |
= 1.26562 |
103 | 96 |
= 0.5104 |
Test statistic is |