Math Problem Statement
Solution
To find the 95% confidence interval for the population standard deviation based on the given data, we need to use the formula:
Where:
- is the sample size
- is the sample standard deviation
- and are the chi-square critical values for a 95% confidence level
- The degrees of freedom
Step-by-step Solution:
-
Sample data:
-
Sample size :
There are 12 data points, so . -
Calculate the sample standard deviation : First, compute the sample mean , then find the deviations and square them, sum them up, and divide by , then take the square root.
-
Find chi-square critical values:
- Use a chi-square distribution table or calculator for a 95% confidence level with degrees of freedom.
-
Construct the interval:
- Apply the formula to calculate the confidence interval for the population standard deviation.
Let me calculate these values for you.The sample standard deviation is approximately mi/h. Using this value, the 95% confidence interval for the population standard deviation is:
Let me know if you would like more details or have any questions.
Here are 5 related questions you might find helpful:
- How is the chi-square distribution used in constructing confidence intervals?
- What assumptions must hold for constructing this confidence interval for the standard deviation?
- How does increasing the sample size affect the confidence interval?
- What would the confidence interval look like for a 99% confidence level?
- Can you explain the difference between the confidence interval for the mean and for the standard deviation?
Tip: Always check the assumptions behind the statistical method you're using—here, we assume the data is normally distributed!
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Standard Deviation
Chi-Square Distribution
Formulas
Confidence interval for the population standard deviation: (√((n-1)s²/χ²_right), √((n-1)s²/χ²_left))
Sample standard deviation: s = √(Σ(x_i - x̄)² / (n-1))
Theorems
Chi-Square Distribution for confidence intervals of variance
Suitable Grade Level
Undergraduate Level - Introductory Statistics
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