Math Problem Statement
Solution
The question in the image asks for the required sample size needed to produce a standard deviation for the sample mean () of 0.18, given the following:
- Population standard deviation () = 3.3 pounds
- Desired standard deviation for the sample mean () = 0.18 pounds
We can solve this using the formula for the standard error of the mean:
Where:
- is the standard deviation of the sample mean
- is the population standard deviation
- is the sample size
Step-by-step solution:
- Rearrange the formula to solve for :
- Substitute the given values:
- Calculate the division:
- Square the result:
Since the sample size must be a whole number, we round 336.11 to 336.
Final Answer:
The required sample size is 336.
Thus, the correct option is:
336
Would you like further details on this topic, or have any follow-up questions?
Here are five related questions for practice:
- How does increasing the sample size affect the standard deviation of the sample mean?
- If the population standard deviation were smaller, how would the required sample size change?
- What is the difference between population standard deviation and standard error of the mean?
- Why do we square the ratio of the standard deviations when calculating the sample size?
- How would the calculation change if a 95% confidence interval were involved?
Tip: Always check whether rounding is allowed for statistical calculations to avoid small discrepancies in critical results.
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Math Problem Analysis
Mathematical Concepts
Statistics
Standard Error
Sample Size Calculation
Formulas
Standard Error Formula: Ο_xΜ = Ο / βn
Sample Size Formula: n = (Ο / Ο_xΜ)^2
Theorems
Central Limit Theorem
Suitable Grade Level
College-level Statistics
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