Math Problem Statement
The lifetime of a certain type of battery is known to be normally distributed with a standard deviation of 20 hours. A sample of 50 batteries had a mean lifetime of 120.1 hours. It is desired to construct a 99% confidence interval for the mean lifetime of this type of battery.
Solution
To construct a 99% confidence interval for the mean lifetime of the batteries, we use the formula for the confidence interval when the population standard deviation () is known:
Given:
- Sample mean () = 120.1 hours
- Population standard deviation () = 20 hours
- Sample size () = 50
- Confidence level = 99%
Step 1: Determine the -value for a 99% confidence level
For a 99% confidence level, the critical value () is approximately 2.576 (from the standard normal distribution table).
Step 2: Calculate the standard error (SE)
The standard error of the mean is given by:
Step 3: Compute the margin of error (ME)
The margin of error is calculated as:
Step 4: Determine the confidence interval
The confidence interval is:
Final Answer:
The 99% confidence interval for the mean lifetime of the batteries is:
Let me know if you’d like more details or further clarification.
Related Questions:
- How do you interpret a confidence interval in the context of this problem?
- How would the interval change if the sample size were larger?
- What happens to the margin of error if the confidence level is reduced to 95%?
- How can we compute the required sample size for a specific margin of error?
- Why is it appropriate to use the -distribution in this case instead of the -distribution?
Tip:
Always confirm the assumptions of normality and known standard deviation before applying the -interval formula.
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Math Problem Analysis
Mathematical Concepts
Normal Distribution
Confidence Interval
Standard Deviation
Sample Mean
Margin of Error
Formulas
Confidence Interval = x̄ ± z * (σ / √n)
Standard Error (SE) = σ / √n
Margin of Error (ME) = z * SE
Theorems
Central Limit Theorem
Properties of Normal Distribution
Suitable Grade Level
Grades 11-12
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