Math Problem Statement
For a population that has a standard deviation of 22, figure the 95% confidence interval (that is, the lower and upper confidence limits) for parts (a) through (d). Assume that in each case the researcher's sample has a mean of 98 and that the population of individuals is known to follow a normal curve. Question content area bottom Part 1 (a) Figure the 95% confidence interval for samples of size 2. One can be 95% confident that the true population mean is between enter your response here and enter your response here.
Solution
To calculate the 95% confidence interval for a population with a known standard deviation, we can use the formula:
Where:
- = sample mean (98 in this case)
- = z-score corresponding to the 95% confidence level (1.96 for 95%)
- = population standard deviation (22)
- = sample size (2 for part a)
Step-by-step Calculation:
-
Find the standard error (SE):
-
Find the margin of error:
-
Find the confidence interval:
Conclusion:
One can be 95% confident that the true population mean is between 67.31 and 128.69.
Would you like further details on this or the next parts of the question?
Here are 5 relative questions to expand your understanding:
- How does increasing the sample size affect the confidence interval?
- What is the effect of a larger population standard deviation on the confidence interval?
- How does changing the confidence level (e.g., 99%) change the width of the confidence interval?
- What happens if the population doesn't follow a normal distribution?
- How is the confidence interval interpreted in practical research?
Tip: As the sample size increases, the confidence interval becomes narrower, making your estimate more precise.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Interval
Normal Distribution
Formulas
Confidence Interval = x̄ ± z(α/2) × (σ / √n)
Theorems
Central Limit Theorem
Properties of the Normal Distribution
Suitable Grade Level
Undergraduate Statistics or Advanced High School
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