In: Statistics and Probability
Since the end of The Mandalorian, 65% of parents (N=100) and 46% of non-parents (N=100) are subscribed to Disney+. Test the null hypothesis that parents and non-parents are equally likely to subscribe to Disney+ (alpha=0.05).
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:
Ha:
This corresponds to a two-tailed test, for which a z-test for two population proportions needs to be conducted.
(2) Rejection Region
Based on the information provided, the significance level is α=0.05, and the critical value for a two-tailed test is zc=1.96.
The rejection region for this two-tailed test is R={z:∣z∣>1.96}
(3) Test Statistics
The z-statistic is computed as follows:
(4) The decision about the null hypothesis
Since it is observed that ∣z∣=2.703>zc=1.96, it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p=0.0069, and since p=0.0069<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 different than p2, at the 0.05 significance level.
Graphically