Question

On May 16, 1994, Newsweek reported the results of a public opinion poll that asked: From everything you know about Bill Clinton, does he have the honesty and integrity you expect in a president? (p. 23). Poll surveyed 518 adults and 233, or 0.45 of them (clearly less than half), answered yes. Could Clintons adversaries conclude from this that only a minority (less than half) of the population of Americans thought Clinton had the honesty and integrity to be president? Solution
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Answer #1

Let p denotes the true proportion of people who have honesty and integrity as a president.

To test H_0: p = 0.5 against H_1: p < 0.5

Here

sample proportion \hat{p} = 0.45

and sample size n = 518

The test statistic can be written as

z = \frac{(\hat{p} - 0.5)}{\sqrt{\frac{0.5*(1-0.5)}{n}}} which under H0 follows a standard normal distribution.

We reject H0 at 5% level of significance if P-value < 0.05

Now,

The value of the test statistic z_{obs}=-2.27596

and P-value =P(Z<z_{obs})=P(Z<-2.27596)=\Phi(-2.27596) = 0.0114242

Since P-value < 0.05, so we reject H0 at 5% level of significance and we can conclude that the proportion of people who have honesty and integrity as a president is significantly less than 50%.

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