In: Statistics and Probability
The following information is provided: The sample size is N = 40 , the number of favorable cases is X = 10 , and the sample proportion is , and the significance level is α=0.01
(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho: p = 0.6
Ha: p ≠0.6
This corresponds to a two-tailed test, for which a z-test for one population proportion needs to be used.
(2) Rejection Region
Based on the information provided, the significance level is α=0.01, and the critical value for a two-tailed test is z_c = 2.58
(3) Test Statistics
The z-statistic is computed as follows:
(4) Decision about the null hypothesis
Since it is observed that |z| = 4.518 >zc=2.58, it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p = 0 , and since p = 0 <0.01, 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 the population proportion p is different than p0, at the α=0.01 significance level.
Hence, this is not just due to statistical errors'