Math Problem Statement
If I have 197 of our 250 students that state they have one pet. And I’m trying to calculate a 95% confidence interval. Can you help me find the interval form?
Solution
Sure! You are trying to calculate the 95% confidence interval for the proportion of students who have a pet. Here’s how to do it step by step.
Step 1: Identify the key variables
- Sample size (n) = 250 students
- Number of students with pets (x) = 197 students
- Sample proportion (p̂) =
Step 2: Find the z-score for a 95% confidence level
For a 95% confidence interval, the z-score corresponding to 95% confidence is approximately 1.96. This comes from the standard normal distribution.
Step 3: Calculate the standard error (SE) for the proportion
The standard error (SE) of a proportion is given by the formula:
Substitute the values:
Step 4: Calculate the margin of error (ME)
The margin of error is:
Step 5: Calculate the confidence interval
Now we can calculate the confidence interval:
So, the 95% confidence interval for the proportion of students who have a pet is approximately:
Step 6: Interpret the results
This means we are 95% confident that the true proportion of students who have a pet is between 73.75% and 83.85%.
Would you like further details on any of the steps or have additional questions? Here's a set of related questions for you:
- How does changing the confidence level affect the margin of error?
- What happens to the confidence interval if the sample size is increased?
- How would you calculate the confidence interval if you had multiple categories (e.g., more than one pet type)?
- What are the assumptions behind using a normal approximation for the confidence interval?
- How do you interpret the margin of error in practical terms for surveys?
Tip: Increasing your sample size decreases the margin of error, making your confidence interval more precise.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Proportions
Formulas
Sample proportion p̂ = x/n
Standard error SE = sqrt[p̂(1 - p̂) / n]
Margin of error ME = z * SE
Confidence interval CI = p̂ ± ME
Theorems
Central Limit Theorem
Suitable Grade Level
Grades 11-12, College Introductory Statistics
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