QUESTION IMAGE
Question
a researcher wishes to estimate, with 90% confidence, the population proportion of likely u s voters who think congress is doing a good or excellent job. her estimate must be accurate within 1% of the true proportion (a) no preliminary estimate is available. find the minimum sample size needed (b) find the minimum sample size needed, using a prior study that found that 36% of the respondents said they think congress is doing a good or excellent job. (c) compare the results from parts (a) and (b) (a) what is the minimum sample size needed assuming that no prior information is available? n = 6766 (round up to the nearest whole number as needed.) (b) what is the minimum sample size needed using a prior study that found that 36% of the respondents said they think congress is doing a good or excellent job? n = 6235 (round up to the nearest whole number as needed.) (c) how do the results from (a) and (b) compare? a. having an estimate of the population proportion raises the minimum sample size needed. b. having an estimate of the population proportion has no effect on the minimum sample size needed c. having an estimate of the population proportion reduces the minimum sample size needed
Step1: Recall the formula for sample size
The formula for sample size when estimating a proportion is \(n=\frac{z^{2}\cdot p(1 - p)}{E^{2}}\). For a 90% confidence level, the critical value \(z\) (from the standard normal distribution) is \(z = 1.645\) and the margin of error \(E=0.01\).
Step2: Analyze part (a)
When no prior estimate is available, we use \(p = 0.5\) (this gives the maximum value of \(p(1 - p)\)). Substituting into the formula: \(n=\frac{(1.645)^{2}\times0.5\times(1 - 0.5)}{(0.01)^{2}}=\frac{2.706025\times0.25}{0.0001}=6765.0625\approx6766\) (rounded up).
Step3: Analyze part (b)
When a prior estimate \(p = 0.36\) is available. Substitute into the formula: \(n=\frac{(1.645)^{2}\times0.36\times(1 - 0.36)}{(0.01)^{2}}=\frac{2.706025\times0.2304}{0.0001}=6234.6816\approx6235\) (rounded up).
Step4: Compare (a) and (b)
Since \(6235<6766\), having an estimate of the population proportion reduces the minimum sample size needed.
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C. Having an estimate of the population proportion reduces the minimum sample size needed.