Math Problem Statement
To calculate the 95% confidence interval for the mean using the t-score π‘
2.365 t=2.365, follow these steps:
Given Information Sample mean ( π₯ Λ x Λ ) = 1.250 Sample standard deviation ( π s) = 0.080 Sample size ( π n) = 8 t-score ( π‘ t) = 2.365 (for 7 degrees of freedom and 95% confidence level) Formula The confidence interval (CI) for the mean is calculated as:
Solution
The formula to calculate the 95% confidence interval for the mean using the t-distribution is:
Where:
- = sample mean
- = t-score for the specified confidence level and degrees of freedom
- = sample standard deviation
- = sample size
Step-by-Step Calculation
-
Given Values:
- Sample mean,
- Sample standard deviation,
- Sample size,
- t-score,
-
Calculate the Standard Error (SE):
-
Calculate the margin of error:
-
Calculate the Confidence Interval:
Final Answer:
The 95% confidence interval for the mean is approximately .
Would you like further clarification or details on any step? Here are some follow-up questions:
- How is the t-score different from the z-score when calculating confidence intervals?
- Why do we use -distribution instead of -distribution in this case?
- How does increasing the sample size affect the width of the confidence interval?
- Can you explain why the confidence interval may not always include the true population mean?
- What happens to the margin of error if the sample standard deviation increases?
Tip: The t-distribution is used instead of the z-distribution when the sample size is small () and/or the population standard deviation is unknown.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
t-Distribution
Formulas
CI = (xΛ - t * (s / βn), xΛ + t * (s / βn))
Standard Error: SE = s / βn
Margin of Error: t * SE
Theorems
t-distribution
Central Limit Theorem
Suitable Grade Level
Grades 11-12, College Level
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