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.
1.Write the hypotheses for this test.
2.What is the test statistic?
3.What is the p-value?
4.Using α = 0.05, decide whether or not to reject the null hypothesis.
5.Based on your decision, is there evidence that CVD prevalence is higher among men than women in America?
1)
Below are the null and alternative Hypothesis,
Null Hypothesis, H0: p1 = p2
Alternate Hypothesis, Ha: p1 > p2
2)
p1cap = X1/N1 = 244/1792 = 0.1362
p1cap = X2/N2 = 135/2007 = 0.0673
pcap = (X1 + X2)/(N1 + N2) = (244+135)/(1792+2007) = 0.0998
Test statistic
z = (p1cap - p2cap)/sqrt(pcap * (1-pcap) * (1/N1 + 1/N2))
z = (0.1362-0.0673)/sqrt(0.0998*(1-0.0998)*(1/1792 + 1/2007))
z = 7.07
3)
P-value Approach
P-value = 0
4)
As P-value < 0.05, reject the null hypothesis.
5)
yes, There is sufficient evidence to conclude that CVD prevalence is higher among men than women in America
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