Math Problem Statement
A small farmer picks pumpkins from their field. The farmer samples 260 pumpkins for inspection. If 1 in 50 pumpkins are not fit for the local farmers market and will be save for seeds, what is the standard deviation of the mean of the sampling distribution of sample proportions?
Solution
To calculate the standard deviation of the mean of the sampling distribution of sample proportions, we use the following formula:
Where:
- : The true population proportion of defective pumpkins.
- : The sample size.
Step 1: Identify the given values
- (since 1 in 50 pumpkins are not fit).
- .
Step 2: Calculate
Step 3: Plug values into the formula
Step 4: Perform the calculation
First, calculate the numerator:
Next, divide by :
Now, take the square root:
Final Answer:
The standard deviation of the sampling distribution of sample proportions is approximately 0.00868.
Questions to Explore Further:
- What is the interpretation of this standard deviation in the context of the problem?
- How does increasing the sample size affect the standard deviation of the sampling distribution?
- What would happen to if the defect rate was higher, e.g., ?
- How can this standard deviation help in constructing confidence intervals for the defect rate?
- What is the probability that a sample proportion falls within one standard deviation of the mean?
Tip: Always ensure the sample size is large enough to approximate the sampling distribution of proportions using a normal distribution ( and ).
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Math Problem Analysis
Mathematical Concepts
Sampling Distribution
Proportion
Standard Deviation
Formulas
σ̂p = √[p(1-p)/n]
Theorems
Central Limit Theorem
Suitable Grade Level
Grades 10-12
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