Math Problem Statement
A manufacturing process produces items with a mean weight of 75 grams and a standard deviation of 5 grams. A sample of 70 items is selected to estimate the mean weight of all items produced. Calculate a 95% confidence interval for the mean weight of the items produced by this manufacturing process.
(Express your answer in the format 45.0987 to 49.1234, rounding to four decimal places. )
Solution
To calculate the 95% confidence interval for the mean weight of the items produced, we use the formula for the confidence interval when the population standard deviation is known:
Where:
- is the sample mean (75 grams),
- is the Z-score for the 95% confidence level (which is 1.96),
- is the population standard deviation (5 grams),
- is the sample size (70).
Step 1: Compute the standard error
The standard error is given by:
Step 2: Multiply by the Z-score
Now, calculate the margin of error:
Step 3: Calculate the confidence interval
Now, we can calculate the lower and upper bounds of the confidence interval:
- Lower bound:
- Upper bound:
Final Answer:
The 95% confidence interval for the mean weight is approximately:
Would you like any further details or clarifications?
Related Questions:
- How would the confidence interval change if the sample size increased to 100 items?
- How can you calculate the margin of error for different confidence levels?
- What happens to the confidence interval if the standard deviation of the population is unknown?
- How do you interpret a 95% confidence interval in the context of this problem?
- How does the confidence interval relate to hypothesis testing?
Tip:
The larger the sample size, the narrower the confidence interval, as the standard error decreases with an increase in .
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Math Problem Analysis
Mathematical Concepts
Confidence Intervals
Standard Deviation
Z-scores
Sampling Distribution
Formulas
Confidence Interval Formula: CI = x̄ ± Zα/2 × (σ / √n)
Theorems
Central Limit Theorem
Suitable Grade Level
Grades 11-12
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