Answer to Question #296946 in Statistics and Probability for jsjaiia

Question #296946

A presidential candidate asks a polling organization to conduct a nationwide survey to determine the percentage of potential voters who would vote for him over his rival presidential candidate. Out of 2 500 respondents, 915 said that they would vote for him. If 35% of the of the potential votersvote for his rival, is this significantly different from the percentage of potential voters of the candidate who requested the survey? Use 5% level of significance

1
Expert's answer
2022-02-15T16:43:36-0500

Group 1(Potential voters supporting him)

n1=2500x1=915p^1=x1n1=9152500=0.366n_1=2500\\x_1=915\\\hat p_1={x_1\over n_1}={915\over2500}=0.366


Group 2(Potential voters supporting his rival)

n2=2500p^2=0.35    x2=0.35×2500=875n_2=2500\\\hat p_2=0.35\implies x_2=0.35\times2500=875


Now,

p^=x1+x2n1+n2=915+8755000=0.358\hat p={x_1+x_2\over n_1+n_2}={915+875\over5000}=0.358


Hypotheses,

H0:p1=p2vsH1:p1p2H_0:p_1=p_2\\vs\\H_1:p_1\not=p_2

The test statistic is,

Z=p^1p^2p^(1p^)(1n1+1n2)=0.0160.0136=1.18Z={\hat p_1-\hat p_2\over\sqrt{\hat p(1-\hat p)({1\over n_1}+{1\over n_2})}}={0.016\over0.0136}=1.18


The critical value is, Zα2=Z0.052=Z0.025=1.96Z_{\alpha\over2}=Z_{0.05\over2}=Z_{0.025}=1.96.

The null hypothesis is rejected if, Z>Z0.025|Z|\gt Z_{0.025}   

Since Z=1.18<Z0.025=1.96|Z|=1.18\lt Z_{0.025}=1.96, we fail to reject the null hypothesis and conclude that there is no sufficient evidence to show that the difference in percentages for the two candidates is significant at 5% significance level. 


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