Math Problem Statement
Assume that a sample is used to estimate a population proportion p. Find the margin of error E that corresponds to the given statistics and confidence level.
95% confidence; n = 2388, x = 1672
Solution
To calculate the margin of error (E), we use the formula for the margin of error in estimating a population proportion:
Step 1: Calculate the sample proportion ()
Step 2: Find the critical value () for a 95% confidence level
For a 95% confidence level, the -value is approximately 1.96 (from standard normal distribution tables).
Step 3: Calculate the margin of error
Substitute the values into the formula:
First, calculate the variance:
Next, divide by the sample size:
Take the square root:
Multiply by the -value:
Final Answer:
The margin of error is approximately:
Would you like a breakdown of each step in more detail or have further questions?
Related Questions:
- How is the critical -value determined for different confidence levels?
- What happens to the margin of error if the sample size increases?
- How does the sample proportion () influence the margin of error?
- Can this formula be used for very small sample sizes? Why or why not?
- How do confidence levels higher than 95% affect the margin of error?
Tip:
Always double-check whether the sample size is large enough for the approximation to hold true; and are common guidelines.
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Math Problem Analysis
Mathematical Concepts
Statistics
Population Proportion
Confidence Interval
Formulas
E = z * sqrt((p(1 - p)) / n)
Theorems
Central Limit Theorem (for approximating population proportion distribution)
Normal Distribution Properties (for z-value determination)
Suitable Grade Level
College Level (Introductory Statistics)
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