Math Problem Statement
Forty vehicles were observed at random for their speed (in kmph) on a highway with speed limit posted as 65.5 kmph and it was found that their average speed was 68.1 mph. Suppose that from past experience it was known that vehicle speeds are normally distributed with a population standard deviation of 5.9 kmph. Construct 95% confidence interval for population mean
Solution
To construct a 95% confidence interval for the population mean vehicle speed, we will use the following formula for the confidence interval of the mean when the population standard deviation () is known:
Where:
- is the sample mean
- is the population standard deviation
- is the sample size
- is the Z-score corresponding to the confidence level (for a 95% confidence interval, )
Given:
- Sample mean kmph
- Population standard deviation kmph
- Sample size
- Confidence level = 95%, so
Step-by-step Calculation:
-
Standard error of the mean (SE):
-
Margin of error (ME):
-
Confidence interval:
Final Confidence Interval:
So, the 95% confidence interval for the population mean vehicle speed is approximately (66.27 kmph, 69.93 kmph).
Would you like more details or explanations?
Here are some related questions:
- How does changing the confidence level affect the confidence interval?
- What is the importance of the population standard deviation in this calculation?
- How would the confidence interval change if the sample size were larger?
- Can you explain how to interpret the 95% confidence interval in a practical sense?
- What would happen if the vehicle speeds were not normally distributed?
Tip: A wider confidence interval means more uncertainty in estimating the population mean.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Interval
Normal Distribution
Formulas
Confidence Interval = (x̄ - Zα/2 * (σ / √n), x̄ + Zα/2 * (σ / √n))
Standard Error = σ / √n
Margin of Error = Zα/2 * Standard Error
Theorems
Central Limit Theorem
Normal Distribution
Suitable Grade Level
Grades 10-12
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