Math Problem Statement
Construct the confidence interval for the population variance for the given values. Round your answers to one decimal place.
n=8n=8, s2=10.7s2=10.7, and c=0.9
Solution
To construct the confidence interval for the population variance, we will use the chi-square distribution. The confidence interval for the population variance is given by the formula:
Where:
- is the sample size,
- is the sample variance,
- is the level of significance,
- and are the critical values of the chi-square distribution with degrees of freedom.
Given:
- ,
- ,
- , so ,
- Degrees of freedom .
Step 1: Find the critical values of the chi-square distribution.
We need to find the chi-square values for and , because:
- ,
- .
From the chi-square table:
- for 7 degrees of freedom is 2.167,
- for 7 degrees of freedom is 14.067.
Step 2: Calculate the confidence interval for the population variance.
Now, we plug in the values:
Final Answer:
The 90% confidence interval for the population variance is approximately .
Do you need more details on the steps or calculations? Here are five related questions to extend your understanding:
- How do you find chi-square critical values without a table?
- What is the confidence interval for the population standard deviation based on the same data?
- How does the confidence level affect the width of the confidence interval?
- How would the confidence interval change if the sample size was larger?
- Can you construct a confidence interval for the population mean instead of the variance?
Tip: Always ensure that your data meets the assumptions of the chi-square distribution, which applies to normally distributed populations.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Interval
Chi-Square Distribution
Formulas
Confidence Interval for Population Variance: ( (n-1)s^2 / χ^2_(1-α/2), (n-1)s^2 / χ^2_(α/2) )
Theorems
Chi-Square Distribution
Confidence Interval Theorem
Suitable Grade Level
Grades 11-12, College-level Statistics
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