Sovi.AI - AI Math Tutor

Scan to solve math questions

QUESTION IMAGE

out of 500 people sampled, 380 preferred candidate a. round to three de…

Question

out of 500 people sampled, 380 preferred candidate a. round to three decimals. based on this estimate, what proportion (as a decimal) of the voting population (p) prefers candidate a? compute a 95% confidence interval, and give your answers to 3 decimal places. <p< question help: message instructor post to forum submit question

Explanation:

Step1: Calculate the sample proportion

The sample proportion $\hat{p}=\frac{x}{n}$, where $x = 380$ (number of people who preferred Candidate A) and $n=500$ (sample size). So $\hat{p}=\frac{380}{500}=0.760$.

Step2: Calculate the standard - error for proportion

The formula for the standard - error of a proportion is $SE=\sqrt{\frac{\hat{p}(1 - \hat{p})}{n}}$. Substitute $\hat{p}=0.760$ and $n = 500$ into the formula: $SE=\sqrt{\frac{0.760\times(1 - 0.760)}{500}}=\sqrt{\frac{0.760\times0.240}{500}}=\sqrt{\frac{0.1824}{500}}=\sqrt{0.0003648}\approx0.019$.

Step3: Find the z - value for 95% confidence interval

For a 95% confidence interval, the z - value $z = 1.96$.

Step4: Calculate the lower and upper bounds of the confidence interval

The lower bound $LB=\hat{p}-z\times SE=0.760-1.96\times0.019 = 0.760 - 0.03724\approx0.723$.
The upper bound $UB=\hat{p}+z\times SE=0.760 + 1.96\times0.019=0.760+0.03724\approx0.797$.

Answer:

The proportion of the voting population that prefers Candidate A is $0.760$.
The 95% confidence interval is $0.723 < p < 0.797$.