Math Problem Statement
Assume that you want to construct a 95% confidence interval estimate of a population mean. Find an estimate of the sample size needed to obtain the specified margin of error for the 95% confidence interval. The sample standard deviation is given. Margin of error, Eequals8.5 grams; sample standard deviation, sequals68.8 grams Question content area bottom Part 1 The required sample size is enter your response here. (Round up to the nearest whole number.)
Solution
To calculate the required sample size for a given margin of error , we use the formula for the sample size in estimating a population mean:
Where:
- is the z-score corresponding to the desired confidence level (for a 95% confidence interval, ).
- is the sample standard deviation.
- is the margin of error.
Given:
- Margin of error, grams.
- Sample standard deviation, grams.
- Confidence level is 95%, so .
Substitute the given values into the formula:
Let's calculate that.The required sample size is 252.
Would you like further details on the calculation or any other clarification?
Here are 5 related questions you might explore next:
- How does changing the margin of error affect the sample size?
- What happens to the sample size if the confidence level is increased to 99%?
- How do you interpret a confidence interval in terms of probability?
- What are the assumptions needed for constructing a confidence interval for a population mean?
- How can the sample size formula change if the population standard deviation is known?
Tip: Increasing the confidence level increases the required sample size, as higher confidence demands more precision.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Sample Size Estimation
Formulas
n = (Z_{α/2} * s / E)^2
Theorems
Central Limit Theorem
Suitable Grade Level
Undergraduate Statistics
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