Math Problem Statement
Apex Solutions, a local moving and hauling firm, wants to determine their average daily expenditures (in dollars). A sample of the expenditures for 52 days revealed average expenditures of $136,000 and a sample standard deviation of $17,000. Provide a 90% confidence interval estimate for the average daily expenditures
Solution
To calculate a 90% confidence interval for the average daily expenditures of Apex Solutions, we use the following formula for the confidence interval of the mean when the population standard deviation is unknown:
Where:
- (the sample mean)
- (the sample standard deviation)
- (the sample size)
- is the critical value from the t-distribution for a 90% confidence level and degrees of freedom.
Step 1: Find the critical t-value for 90% confidence level.
For a 90% confidence level, , and . Using a t-table or a calculator, the critical value for 51 degrees of freedom is approximately 1.676.
Step 2: Calculate the margin of error.
The margin of error is given by:
Let's calculate that.The margin of error is approximately $3,951.13.
Step 3: Calculate the confidence interval.
Now, we can compute the 90% confidence interval:
So, the confidence interval is:
Conclusion:
The 90% confidence interval for the average daily expenditures of Apex Solutions is approximately .
Would you like further details or clarifications?
Here are 5 related questions:
- What does the confidence interval tell us about the population mean?
- How does increasing the confidence level affect the width of the confidence interval?
- What assumptions must be met to use the t-distribution for this calculation?
- How would the confidence interval change if the sample size were larger?
- Can the population mean ever be outside the confidence interval?
Tip: A larger sample size generally leads to a narrower confidence interval, providing a more precise estimate.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Interval
T-distribution
Formulas
Confidence Interval = x̄ ± t(α/2) × (s / √n)
Margin of Error = t(α/2) × (s / √n)
Theorems
T-distribution critical value
Suitable Grade Level
College Level / Advanced High School
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