Math Problem Statement
Solution
To construct the 99% confidence interval for the population standard deviation (σ) of Bank A's waiting times, we can follow these steps:
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Identify the sample data for Bank A: The waiting times for Bank A are: 6.4, 6.6, 6.7, 6.8, 7.1, 7.3, 7.5, 7.9, 7.9, 7.9.
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Calculate the sample variance and standard deviation: The formula for sample variance () is: where are the data points, is the sample mean, and is the number of data points.
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Use the Chi-Square distribution: To construct a confidence interval for the population standard deviation, we use the chi-square distribution: where and are the chi-square critical values for the 99% confidence level, and .
Let me calculate this interval for you.The sample standard deviation for Bank A's waiting times is approximately 0.58 minutes.
The 99% confidence interval for the population standard deviation () is:
Would you like further clarification on any part of this process?
Here are some related questions to consider:
- How would the confidence interval change if the confidence level was reduced to 95%?
- What does the width of the confidence interval tell us about the variability of Bank A's waiting times?
- How would the interval change if the sample size for Bank A increased?
- How can we interpret the chi-square distribution in this context?
- What are the implications of a wider versus narrower confidence interval?
Tip: A larger sample size leads to a more precise estimate of the population standard deviation, thus narrowing the confidence interval.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Chi-Square Distribution
Formulas
Sample variance: s^2 = Σ(x_i - x̄)^2 / (n - 1)
Confidence Interval for standard deviation: ( (n-1)s^2 / χ²(α/2) )^(1/2) < σ < ( (n-1)s^2 / χ²(1-α/2) )^(1/2)
Theorems
Chi-Square Distribution
Suitable Grade Level
Undergraduate Statistics
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