Math Problem Statement
2.3 You are required to provide a 91.98% confidence interval for a mean, it is important that the interval be no longer than 2 cm . Assume that the population is normally distributed with the variance of 25 to the power of 2 cm . What is the smallest sample size needed? [8]
Solution
To find the smallest sample size required for a 91.98% confidence interval for the mean, we need to follow these steps:
Given Data:
- Confidence level
- Population standard deviation
- The desired margin of error
Step 1: Determine the z-value corresponding to the confidence level.
The confidence level is 91.98%, so the significance level .
Since the confidence interval is symmetric, .
Now, we need to find the z-value corresponding to .
This z-value is approximately:
Step 2: Use the margin of error formula.
The margin of error for the confidence interval is given by:
Given that , , and , we can set up the equation:
Step 3: Solve for (sample size).
Rearrange the equation to solve for :
Since the sample size must be a whole number, we round up to the next whole number.
Final Answer:
The smallest sample size needed is .
Would you like any additional details or have any questions?
Here are five related questions you might find interesting:
- How do you determine the z-value for different confidence levels?
- What happens if the desired margin of error is reduced to 1 cm?
- How does the sample size change if the population variance is larger?
- What is the impact of a lower confidence level on the required sample size?
- How would you calculate the sample size if the population standard deviation was unknown?
Tip: Always round up the sample size when dealing with confidence intervals to ensure the margin of error is not exceeded.
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Statistics
Confidence Intervals
Normal Distribution
Formulas
Margin of Error formula
Standard Normal Distribution (z-score)
Theorems
-
Suitable Grade Level
College
Related Recommendation
Calculate Sample Size for Confidence Interval | Margin of Error 2 cm
Calculate Sample Size for Confidence Interval | Statistics Problem
Calculate Minimum Sample Size for Confidence Interval: 91.98% Confidence Level
Estimating Sample Size for Margin of Error in Confidence Intervals
Calculate Sample Size for 90% Confidence Interval with 0.09 Margin of Error