Math Problem Statement
A sample of 169 batteries produced by a firm was found to have a mean lifespan of of 1350 hours and a standard deviation of 100hours. establish 90% confidence limits within which the mean lifespan of battries is expected to lie.
Solution
To establish the 90% confidence limits within which the mean lifespan of the batteries is expected to lie, we can use the formula for the confidence interval for the mean:
Where:
- is the sample mean.
- is the z-score corresponding to the desired confidence level.
- is the sample standard deviation.
- is the sample size.
Given Data:
- Sample mean () = 1350 hours
- Standard deviation () = 100 hours
- Sample size () = 169
- Confidence level = 90%
Step 1: Find the z-score
For a 90% confidence level, the z-score corresponds to the critical value that leaves 5% in each tail of the normal distribution. The z-score for a 90% confidence interval is approximately 1.645.
Step 2: Calculate the standard error (SE)
The standard error (SE) is calculated as:
Step 3: Calculate the margin of error (ME)
The margin of error (ME) is:
Step 4: Establish the confidence interval
Now, calculate the confidence interval as:
Thus, the 90% confidence interval is:
Conclusion:
The 90% confidence interval for the mean lifespan of the batteries is approximately 1337.35 hours to 1362.65 hours.
Would you like further details on this calculation or have any questions?
Here are some related questions you might find interesting:
- How would the confidence interval change if the confidence level were 95% instead of 90%?
- What happens to the confidence interval if the sample size increases?
- How does a larger standard deviation affect the width of the confidence interval?
- Can you explain the difference between a 90% and a 95% confidence interval?
- What is the significance of the z-score in determining the confidence interval?
Tip: When interpreting confidence intervals, remember that a wider interval suggests less precision in estimating the population mean, while a narrower interval suggests greater precision.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Interval
Normal Distribution
Formulas
Confidence Interval = x̄ ± z * (σ / √n)
Standard Error (SE) = σ / √n
Margin of Error (ME) = z * SE
Theorems
Central Limit Theorem
Suitable Grade Level
Grades 11-12, College
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