Math Problem Statement
Solution
Problem Interpretation and Solution:
Question Summary:
We need to address two tasks based on a sample of coffee consumption data:
- Calculate the point estimate for the mean number of cups of coffee consumed per day by the employees.
- Construct a 90% confidence interval for the population mean, assuming a population standard deviation of 0.8 cups.
Data:
The sample data provided is:
3, 2, 4, 5, 3, 3, 4, 2
- Sample size (n):
- Population standard deviation ():
Solution:
-
Point Estimate for the Mean ():
The point estimate for the mean is the sample mean ().
Point Estimate: cups.
-
90% Confidence Interval for the Population Mean:
The formula for a confidence interval is: where:
- : z-score corresponding to the confidence level (for 90%, )
- : population standard deviation ()
- : sample size ()
Step-by-step:
- Calculate the standard error ():
- Multiply and to get the margin of error (ME):
- Calculate the confidence interval:
90% Confidence Interval:
Final Results:
- Point Estimate for Mean: cups.
- 90% Confidence Interval:
Would you like further clarification or detailed explanations on any step?
Here are 5 follow-up questions for exploration:
- How does the sample size affect the confidence interval width?
- Why do we use -values instead of -values in this scenario?
- What happens if the population standard deviation is unknown?
- How would increasing the confidence level to 95% impact the interval?
- Can we infer individual employee consumption habits from this confidence interval?
Tip: Confidence intervals provide a range of plausible values for the population mean; they don't guarantee that the population mean is within the interval!
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Math Problem Analysis
Mathematical Concepts
Statistics
Descriptive Statistics
Confidence Intervals
Formulas
Sample mean formula: X̄ = (Σx) / n
Confidence interval formula: X̄ ± z * (σ / √n)
Theorems
Central Limit Theorem
Suitable Grade Level
Undergraduate Level or AP Statistics
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