162k views
1 vote
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
by
8.0k points

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
7.7k points

No related questions found

Welcome to QAmmunity.org, where you can ask questions and receive answers from other members of our community.