Math Problem Statement
If 1600 members of a political party were randomly sampled and 1200 said they wanted a change in leadership, what is the 95% confidence interval for the true population percentage for all of the members of the party who wanted a change in leadership?
Solution
To calculate the 95% confidence interval for the true population percentage of party members who want a change in leadership, we can use the formula for the confidence interval of a proportion:
where:
- is the sample proportion,
- is the Z-score corresponding to the 95% confidence level (approximately 1.96),
- is the sample size.
Step 1: Calculate the Sample Proportion ()
Step 2: Plugging Values into the Formula
Using for a 95% confidence level, , and :
- Calculate ,
- Divide by 1600: ,
- Take the square root: ,
- Multiply by 1.96: .
Step 3: Determine the Confidence Interval
Converting to percentages, we get:
Final Answer
The 95% confidence interval for the true population percentage of party members who want a change in leadership is approximately:
Would you like further details or have any questions?
Here are some related questions:
- How would the confidence interval change if the confidence level were 99%?
- What if the sample size were doubled to 3200 members?
- How does the choice of confidence level affect the width of the interval?
- What is the interpretation of a 95% confidence interval in this context?
- How would the results differ if the sample proportion were closer to 0.5?
Tip: Larger sample sizes generally produce narrower confidence intervals, reflecting higher precision in the estimate of the population parameter.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Proportions
Formulas
Confidence Interval = p̂ ± Z * √(p̂(1 - p̂) / n)
p̂ = number who want change / total sample size
Theorems
Central Limit Theorem
Suitable Grade Level
Grades 10-12
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