Math Problem Statement
A population has standard deviation 0=17.2. A sample size of What is needed to be drawn in order to obtain a confidence interval with a margin of error equal to 3.8?
Solution
To determine the sample size needed for a specified margin of error in a confidence interval, we can use the formula:
where:
- is the sample size,
- is the Z-score corresponding to the desired confidence level,
- is the population standard deviation,
- is the margin of error.
Given:
Assuming you want a 95% confidence interval (which corresponds to a Z-score of approximately 1.96), the calculation would be:
Now, let's calculate it step by step.
-
Calculate :
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Square the result:
Since the sample size must be a whole number, we round up to ensure we meet the margin of error. Thus, the required sample size is approximately 79.
Summary
To achieve a margin of error of 3.8 with a standard deviation of 17.2 at a 95% confidence level, a sample size of 79 is needed.
Would you like more details or have any questions? Here are some related questions you might consider:
- What is the effect of increasing the confidence level on the required sample size?
- How does the population standard deviation impact the sample size needed?
- What happens to the margin of error if the sample size increases?
- Can you explain the difference between a population and a sample in statistics?
- How would you calculate the sample size for different confidence levels (e.g., 90% or 99%)?
Tip: Always round up your sample size to ensure the margin of error is met.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Sample Size Calculation
Formulas
n = (Z * σ / E)²
Theorems
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Suitable Grade Level
Grades 11-12
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