Math Problem Statement
Solve
Solution
Let's go through each part of this problem step-by-step.
Given Data
- Sample size,
- Number who planned to vote for a candidate,
- Sample proportion,
The table provides -values for different confidence levels.
Part (a): Error in Estimation with 95% Confidence
The error is calculated as: For 95% confidence, .
Substitute values:
Thus, the error .
Part (b): 95% Confidence Interval for
The 95% confidence interval for the true proportion is given by:
Substitute values:
So, the 95% confidence interval is approximately:
Part (c): Sample Size for 90% Confidence with Same Error
To find the sample size required for a 90% confidence level with the same error , we use: For 90% confidence, .
Substitute values with and :
Thus, for the same error with 90% confidence, a sample size of approximately voters is required.
Summary
- (a) Error
- (b) 95% Confidence Interval:
- (c) Required sample size for 90% confidence:
Would you like further clarification or details on any part?
Related Questions:
- How would the confidence interval change if the sample size increased?
- What if the proportion was closer to 0.5; how would that affect the margin of error?
- Why is different for each confidence level?
- How would you calculate the confidence interval for a different confidence level, like 99%?
- What assumptions must be met for this method to provide accurate confidence intervals?
Tip
When calculating confidence intervals, using a larger sample size will generally reduce the margin of error, giving a narrower interval.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Margin of Error
Sample Proportion
Sample Size Calculation
Formulas
Margin of Error: E = z_alpha/2 * sqrt(p_hat * (1 - p_hat) / n)
Confidence Interval: p_hat - E <= p <= p_hat + E
Sample Size Calculation: n = (z_alpha/2^2 * p_hat * (1 - p_hat)) / E^2
Theorems
Central Limit Theorem (assumption of normal distribution for large samples)
Suitable Grade Level
Grades 11-12 or introductory college-level statistics
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