In: Statistics and Probability
A survey of 100 men and 100 women revealed that 15 of the men and 36 of the women were more than 20% overweight. Prepare a contingency table and test the hypothesis that the two gender groups are homogeneous with respect to being overweight. Please assume an α=.05
The contingency table is:
Overweight? | Yes | No | Total |
Men | 15 | 85 | 100 |
Women | 36 | 64 | 100 |
Total | 51 | 149 | 200 |
The hypothesis being tested is:
H0: The two gender groups are homogeneous with respect to being overweight
Ha: The two gender groups are not homogeneous with respect to being overweight
Yes | No | Total | ||
Men | Observed | 15 | 85 | 100 |
Expected | 25.50 | 74.50 | 100.00 | |
O - E | -10.50 | 10.50 | 0.00 | |
(O - E)² / E | 4.32 | 1.48 | 5.80 | |
Women | Observed | 36 | 64 | 100 |
Expected | 25.50 | 74.50 | 100.00 | |
O - E | 10.50 | -10.50 | 0.00 | |
(O - E)² / E | 4.32 | 1.48 | 5.80 | |
Total | Observed | 51 | 149 | 200 |
Expected | 51.00 | 149.00 | 200.00 | |
O - E | 0.00 | 0.00 | 0.00 | |
(O - E)² / E | 8.65 | 2.96 | 11.61 | |
11.61 | chi-square | |||
1 | df | |||
.0007 | p-value |
The p-value is 0.0007.
Since the p-value (0.0007) is less than the significance level (0.05), we can reject the null hypothesis.
Therefore, we can conclude that the two gender groups are not homogeneous with respect to being overweight.
Please give me a thumbs-up if this helps you out. Thank you!