Math Problem Statement
Recorded here are the germination times (in days) for ten randomly chosen seeds of a new type of bean.
18 12 20 17 14 15 13 11 21 17
Assume that the population germination time is normally distributed. Find the 97% confidence interval for the mean germination time.
Question 18 options:
(13.065, 18.535)
(13.063, 18.537)
(13.550, 21.050)
(12.347, 19.253)
(14.396, 19.204)
Solution
To find the 97% confidence interval for the mean germination time, we can follow these steps:
Step 1: Calculate the sample mean
Given the germination times:
First, sum these values:
Then, calculate the sample mean:
Step 2: Calculate the sample standard deviation
To find the standard deviation, we first need the variance. The variance is calculated as follows:
-
Find the deviations from the mean and square them:
-
Calculate the variance :
-
Finally, find the standard deviation .
Step 3: Determine the critical value for a 97% confidence interval
Since the sample size is 10, we use the t-distribution with degrees of freedom.
Using a t-table or calculator, find the critical value for 97% confidence with 9 degrees of freedom. The critical value is approximately 2.262.
Step 4: Compute the margin of error (ME)
The margin of error is given by:
Step 5: Calculate the confidence interval
The confidence interval for the mean is:
Given the choices, and after going through calculations:
The correct confidence interval is .
Would you like more details or have any questions?
Related Questions
- What would the confidence interval be at 95% confidence?
- How does increasing the sample size affect the confidence interval?
- Why do we use the t-distribution instead of the z-distribution in this case?
- How would a change in the confidence level to 99% affect the confidence interval?
- What is the importance of checking if data is normally distributed before calculating a confidence interval?
Tip: Confidence intervals give us a range within which we can expect the true population mean to fall, based on our sample data.
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Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
T-distribution
Formulas
Sample mean: \bar{x} = \frac{\sum x}{n}
Sample standard deviation: s = \sqrt{\frac{\sum (x_i - \bar{x})^2}{n-1}}
Margin of error: ME = t^* \times \frac{s}{\sqrt{n}}
Confidence interval: \bar{x} \pm ME
Theorems
Central Limit Theorem
T-distribution
Suitable Grade Level
College level or advanced high school (Grades 11-12)
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