Math Problem Statement
A factory produces light bulbs, and the lifetime of these bulbs is normally distributed with a known standard deviation σ=100 hours. A sample of 36 light bulbs has a mean lifetime of 1,200 hours. Construct a 95% confidence interval for the true mean lifetime of the bulbs.
Solution
To construct a 95% confidence interval for the true mean lifetime of the light bulbs, we will use the formula for a confidence interval for a population mean when the population standard deviation (σ) is known:
Where:
- (sample mean)
- hours (population standard deviation)
- (sample size)
- (critical value from the standard normal distribution for a 95% confidence interval)
Step 1: Calculate the standard error (SE) of the mean
Step 2: Calculate the margin of error (ME)
Step 3: Calculate the confidence interval
Conclusion:
The 95% confidence interval for the true mean lifetime of the light bulbs is (1,167.33 hours, 1,232.67 hours).
Would you like more details or further explanation on any step?
Here are some related questions that expand on this topic:
- How does the confidence level affect the width of the confidence interval?
- What happens if the sample size increases in this context?
- How would the confidence interval change if the population standard deviation was unknown?
- Can you explain why a normal distribution is important here?
- How would a 99% confidence interval differ from the 95% confidence interval?
Tip: Increasing the sample size decreases the margin of error, resulting in a narrower confidence interval.
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Statistics
Normal Distribution
Confidence Interval
Formulas
CI = X̄ ± Z(α/2) * (σ/√n)
SE = σ / √n
Margin of Error = Z(α/2) * SE
Theorems
Central Limit Theorem
Normal Distribution Property
Suitable Grade Level
Grades 10-12
Related Recommendation
99% Confidence Interval Calculation for Light Bulb Lifespan
Calculate 95% Confidence Interval for Mean Lifetime of Electric Light Bulbs
Constructing a 99% Confidence Interval for Battery Lifetime
Calculate 90% Confidence Interval for Mean Lifetime of Lightbulbs
Calculate 90% Confidence Interval for Mean Lifespan of Batteries