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Suppose you had been in charge of designing the study. What sample size would be needed to construct a margin of error of 2% with 95% confidence

User GPuri
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1 Answer

2 votes

Answer:

A sample size of 2401 is needed.

Explanation:

In a sample with a number n of people surveyed with a probability of a success of
\pi, and a confidence level of
1-\alpha, we have the following confidence interval of proportions.


\pi \pm z\sqrt{(\pi(1-\pi))/(n)}

In which

z is the z-score that has a p-value of
1 - (\alpha)/(2).

The margin of error is given by:


M = z\sqrt{(\pi(1-\pi))/(n)}

95% confidence level

So
\alpha = 0.05, z is the value of Z that has a p-value of
1 - (0.05)/(2) = 0.975, so
Z = 1.96.

What sample size would be needed to construct a margin of error of 2% with 95% confidence?

This is M for which n = 0.02.

Supposing we have no estimate for the true proportion, we use
\pi = 0.5.


M = z\sqrt{(\pi(1-\pi))/(n)}


0.02 = 1.96\sqrt{(0.5*0.5)/(n)}


0.02√(n) = 1.96*0.5


√(n) = (1.96*0.5)/(0.02)


(√(n))^2 = ((1.96*0.5)/(0.02))^2


n = 2401

A sample size of 2401 is needed.

User Mmtootmm
by
5.0k points
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