Math Problem Statement
Solution
To calculate the 90% confidence interval for the mean temperature, let's go through these steps:
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Calculate the Sample Mean (): Add up all the sample values and divide by the number of samples.
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Calculate the Sample Standard Deviation (s): Use the formula , where is each individual sample, is the sample mean, and is the sample size.
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Determine the Confidence Interval: For a 90% confidence interval with a normally distributed population and unknown population standard deviation, use the t-distribution:
where is the t-score for a 90% confidence level with degrees of freedom, is the sample standard deviation, and is the sample size.
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Calculate the Interval: The confidence interval is given by:
Let’s compute this based on the data provided:
Data Provided:
Temperatures:
I’ll calculate the values now.The 90% confidence interval for the mean temperature, accurate to three decimal places, is:
Would you like more details or have any questions?
Here are five related questions that may help deepen your understanding:
- How would the confidence interval change with a different confidence level, such as 95%?
- What is the interpretation of a 90% confidence interval in this context?
- How does the sample size affect the width of the confidence interval?
- What is the role of the t-score, and why is it used instead of the z-score?
- How would outliers in the data affect the confidence interval?
Tip: A larger sample size will typically result in a narrower confidence interval, assuming the sample represents the population well.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Interval
Mean Estimation
T-distribution
Formulas
Sample Mean (\( \bar{x} = \frac{\sum x_i}{n} \))
Sample Standard Deviation (\( s = \sqrt{\frac{\sum (x_i - \bar{x})^2}{n-1}} \))
Margin of Error (\( \text{Margin of Error} = t_{\alpha/2} \cdot \frac{s}{\sqrt{n}} \))
Confidence Interval (\( (\bar{x} - \text{Margin of Error}, \bar{x} + \text{Margin of Error}) \))
Theorems
Central Limit Theorem
Suitable Grade Level
Undergraduate Statistics
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