Math Problem Statement
(CO 4) If the population standard deviation of a sample increases without other changes, what is most likely to happen to the confidence interval?
Group of answer choices
widens
narrows
cannot determine
does not change
Solution
The width of a confidence interval depends on the standard deviation of the population (σ), the sample size (n), and the confidence level. Specifically, the formula for the margin of error (E) in a confidence interval for a population mean (assuming a normal distribution or a large enough sample size) is:
where:
- is the Z-score corresponding to the desired confidence level.
- is the population standard deviation.
- is the sample size.
Given that the population standard deviation () increases while other factors remain constant, let's analyze its effect on the confidence interval.
When increases:
- The term increases.
- Consequently, the margin of error (E) increases.
A larger margin of error means the confidence interval will be wider. Therefore, if the population standard deviation of a sample increases without other changes, the confidence interval is most likely to widen.
The correct answer is:
widens
Would you like more details or have any questions? Here are some related questions you might find interesting:
- What is the impact of increasing the sample size on the confidence interval?
- How does changing the confidence level affect the confidence interval width?
- What is the difference between population standard deviation and sample standard deviation?
- How do you interpret the Z-score in the context of confidence intervals?
- What is the role of standard error in constructing a confidence interval?
- How can you decrease the margin of error in a study?
- What assumptions must be met to use a Z-distribution for confidence intervals?
- How do confidence intervals relate to hypothesis testing?
Tip: Remember that increasing the sample size or decreasing the population standard deviation can lead to a narrower confidence interval, providing more precise estimates.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Standard Deviation
Formulas
Margin of error formula: E = Z * (σ / sqrt(n))
Theorems
-
Suitable Grade Level
Advanced High School or College
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