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amm1812
3 years ago
13

You want to obtain a sample to estimate a population proportion. Based on previous evidence, you believe the population proporti

on is approximately 60%. You would like to be 98% confident that your estimate is within 2.5% of the true population proportion. How large of a sample size is required?
Mathematics
1 answer:
DerKrebs [107]3 years ago
7 0

Answer:

A sample size of 2080 is needed.

Step-by-step 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{\frac{\pi(1-\pi)}{n}}

In which

z is the zscore that has a pvalue of 1 - \frac{\alpha}{2}.

The margin of error is:

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

98% confidence level

So \alpha = 0.02, z is the value of Z that has a pvalue of 1 - \frac{0.02}{2} = 0.99, so Z = 2.327.

Based on previous evidence, you believe the population proportion is approximately 60%.

This means that \pi = 0.6

How large of a sample size is required?

We need a sample of n.

n is found when M = 0.025. So

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

0.025 = 2.327\sqrt{\frac{0.6*0.4}{n}}

0.025\sqrt{n} = 2.327\sqrt{0.6*0.4}

\sqrt{n} = \frac{2.327\sqrt{0.6*0.4}}{0.025}

(\sqrt{n})^{2} = (\frac{2.327\sqrt{0.6*0.4}}{0.025})^{2}

n = 2079.3

Rounding up

A sample size of 2080 is needed.

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