In: Statistics and Probability
A study of randomly selected Americans found that of 1,792 men, 244 had cardiovascular disease (CVD) and of 2,007 women, CVD was prevalent in 135 of them. Conduct a hypothesis test to see if CVD prevalence is higher among men than women in America. Let men be group 1 and women be group 2.
A. Write the hypotheses for this test.
B. What is the test statistic?
C. What is the p-value?
D. Using α = 0.05, decide whether or not to reject the null hypothesis.
E. Based on your decision, is there evidence that CVD prevalence is higher among men than women in America?
Solution:
Sample 1: Men
Sample 2: Women
From given values, Sample proportions can be calculated as,
A.
The following null and alternative hypotheses need to be tested:
This corresponds to a right-tailed test, for which a z-test for two population proportions needs to be conducted.
B.
The z-statistic is computed as follows:
C.
P-value is,
P(Z>7.074) = 0 ...Using Standard normal table
Hence, p-value = 0
D.
Since, P-value < 0.05 null hypothesis is rejected.
E. There evidence that CVD prevalence is higher among men than women in America.
Done