In: Statistics and Probability
A newspaper published an article about a study in which researchers subjected laboratory gloves to stress. Among 254 vinyl gloves, 69% leaked viruses. Among 254 latex gloves, 12% leaked viruses. Using the accompanying display of the technology results, and using a 0.05 significance level, test the claim that vinyl gloves have a greater virus leak rate than latex gloves. Let vinyl gloves be population 1. What is the test statistic and p value?
1 denotes vinylgloves and 2 denotes latex gloves.
For sample 1, the sample proportion is p1 = 0.69, n1 = 254
For sample 2, the sample proportion is p2 = 0.12, n2 = 254
The value of the pooled proportion is computed as
Also, the given significance level is α = 0.05.
(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho: p1 = p2
Ha: p1 > p2
This corresponds to a right-tailed test, for which a z-test for two population proportions needs to be conducted.
(2) Rejection Region
The significance level is α = 0.05, and the critical value for a right-tailed test is zc = 1.64.
The rejection region for this right-tailed test is R = { z : z > 1.64}
(3) Test Statistics
The z-statistic is computed as follows:
(4) Decision about the null hypothesis
Since it is observed that z = 13.086 > zc = 1.64, it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p = 1.979575e-39 0, and since p = 0 < 0.05, it is concluded that the null hypothesis is rejected.
(5) Conclusion
It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that population proportion p1 is greater than p2, at the 0.05 significance level.
Therefore, there is enough evidence to claim that the vinyl gloves have a greater virus leak rate than latex gloves at the 0.05 significance level.