Math Problem Statement
Solution
The problem asks for the margin of error and confidence interval for the population mean based on a sample, assuming normal distribution and using the t-distribution. Let's break down the given information and compute the values.
Given:
- Sample size
- Sample mean minutes
- Sample standard deviation minutes
- Confidence level = 90%
We need to:
- Calculate the margin of error (ME).
- Construct the 90% confidence interval for the population mean .
Step 1: Find the t-critical value
Since the sample size , degrees of freedom . For a 90% confidence level, we can use the t-distribution table or a calculator to find the t-critical value for .
Step 2: Margin of Error formula
Where:
- is the t-critical value
- is the sample standard deviation
- is the sample size
Step 3: Confidence Interval
The confidence interval is given by: Where is the sample mean.
Let me calculate the margin of error and the confidence interval for you.### Results:
- Margin of error (ME): minutes (rounded to two decimal places).
- 90% Confidence Interval: minutes (rounded to one decimal place).
This means we are 90% confident that the true population mean commute time lies between 28.8 minutes and 33.4 minutes.
Would you like more details or explanations on any part of this process?
Here are 5 related questions to deepen your understanding:
- How does the sample size affect the width of the confidence interval?
- What happens to the margin of error if the confidence level is increased to 95%?
- How do you interpret a confidence interval in practical terms?
- Why is the t-distribution used instead of the normal distribution in this case?
- How would the result change if the standard deviation was smaller?
Tip: Always use the t-distribution when dealing with small sample sizes (typically ) unless the population standard deviation is known.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
T-distribution
Formulas
Margin of Error formula: ME = t * (s / sqrt(n))
Confidence Interval formula: CI = (mean - ME, mean + ME)
Theorems
Central Limit Theorem
T-distribution Properties
Suitable Grade Level
College/University level