Math Problem Statement
A market researcher for a provider of music player accessories wants to know the proportion of customers who own cars to assess the market for a new car charger. A survey of 500 customers indicates that 74% own cars. a) What is the estimated standard deviation of the sampling distribution of the proportion? b) How large would the estimated standard deviation have been if he had surveyed only 125 customers (assuming the proportion is about the same)? Question content area bottom Part 1 a) The estimated standard deviation of the sampling distribution of the proportion is enter your response here. (Round to four decimal places as needed.)
Solution
We can solve this problem using the formula for the standard deviation of the sampling distribution of a proportion. The standard deviation is given by:
where:
- is the sample proportion (74% or 0.74 in decimal form),
- is the sample size (500 in part a, and 125 in part b).
Part (a)
For part (a), we use the given values:
Substitute these values into the formula:
Thus, the estimated standard deviation of the sampling distribution is approximately 0.0196.
Part (b)
If the survey size were 125 customers, we follow the same procedure with :
Thus, the estimated standard deviation of the sampling distribution with 125 customers would be approximately 0.0392.
Would you like more details or have any questions?
Here are 5 related questions:
- What is the relationship between sample size and the standard deviation of the sampling distribution?
- How does the confidence interval for a proportion change with a smaller sample size?
- How does increasing the sample size affect the precision of the estimated proportion?
- What happens to the standard deviation of a sample proportion if the proportion itself is closer to 0.5?
- Why is it important for the researcher to know the standard deviation of the sampling distribution?
Tip: A larger sample size decreases the standard deviation of the sampling distribution, leading to more precise estimates of population parameters.
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Math Problem Analysis
Mathematical Concepts
Statistics
Proportions
Sampling Distribution
Standard Deviation
Formulas
Standard deviation of sampling distribution formula: σ̂p = √(p(1-p)/n)
Theorems
Central Limit Theorem
Suitable Grade Level
College/University Level (Statistics)
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