Math Problem Statement
Out of 300 people sampled, 270 had kids. Based on this, construct a 90% confidence interval for the true population proportion of people with kids.
Give your answers as decimals, to three places
< p <
Solution
To construct a confidence interval for the true population proportion, we can use the following formula for a confidence interval of a population proportion:
Where:
- is the sample proportion.
- is the critical value from the standard normal distribution for the desired confidence level.
- is the sample size.
Step 1: Calculate the sample proportion
Given that 270 out of 300 people have kids:
Step 2: Find the value for a 90% confidence level
For a 90% confidence interval, the value is 0.10 (because , and 5% is in each tail). The critical value corresponds to the z-value for 95% of the data under the normal curve, which is:
Step 3: Calculate the standard error
The standard error (SE) of the sample proportion is:
Step 4: Construct the confidence interval
Now, the confidence interval is:
Substitute the values:
Thus, the 90% confidence interval is:
Final Answer:
The 90% confidence interval for the true population proportion is:
Let me know if you'd like further clarification or have any questions!
Follow-up Questions:
- How would you calculate the confidence interval for a different confidence level (e.g., 95%)?
- What assumptions do we need to make when using this formula for proportions?
- How would the confidence interval change if the sample size were larger (e.g., 500 people)?
- Why is the z-value used instead of the t-value for constructing confidence intervals for proportions?
- What effect would a smaller sample proportion (e.g., 0.6 instead of 0.9) have on the confidence interval width?
Tip:
As sample size increases, the confidence interval becomes narrower, meaning we can estimate the population proportion more accurately.
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Math Problem Analysis
Mathematical Concepts
Confidence Intervals
Population Proportions
Statistics
Formulas
Confidence Interval for Proportion: \hat{p} \pm Z_{\alpha/2} \sqrt{\frac{\hat{p}(1 - \hat{p})}{n}}
Theorems
Central Limit Theorem
Normal Approximation for Proportions
Suitable Grade Level
Grades 10-12
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