Math Problem Statement
3. The serum cholesterol levels of a population of 18-year-olds follow a normal distribution with a mean of 178 mg/dL and a standard deviation of 32 mg/dL.
a) What proportion of the 18-year-olds have serum cholesterol values between 141 mg/dL and 196 mg/dL?
b) Suppose we were choose at random from the population a large number of five 18-year-olds each. In what proportion of the groups would the group mean cholesterol value be between 141 mg/dL and 196 mg/dL?
Solution
Let's solve the problem using the properties of the normal distribution.
Given:
- Mean () = 178 mg/dL
- Standard deviation () = 32 mg/dL
Part a) Proportion of 18-year-olds with serum cholesterol values between 141 mg/dL and 196 mg/dL
We need to find , where is the serum cholesterol level.
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Calculate the Z-scores for 141 mg/dL and 196 mg/dL:
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Find the probabilities corresponding to these Z-scores using the standard normal distribution.
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The proportion of the population within this range is the difference between the probabilities for and .
Part b) Proportion of groups where the mean cholesterol value is between 141 mg/dL and 196 mg/dL
Here, we need to find the proportion of groups where the mean cholesterol level of five 18-year-olds falls between 141 mg/dL and 196 mg/dL.
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Standard Error of the Mean ():
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Calculate the Z-scores for the sample mean (141 mg/dL and 196 mg/dL):
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Find the proportion as in Part a by determining the difference between the probabilities corresponding to and .
Let's compute these values.Here are the results:
Part a) Proportion of 18-year-olds with serum cholesterol values between 141 mg/dL and 196 mg/dL
The proportion of 18-year-olds who have serum cholesterol levels between 141 mg/dL and 196 mg/dL is approximately 0.589 (or 58.9%).
Part b) Proportion of groups where the mean cholesterol value is between 141 mg/dL and 196 mg/dL
The proportion of groups (where each group consists of five 18-year-olds) with a mean cholesterol level between 141 mg/dL and 196 mg/dL is approximately 0.891 (or 89.1%).
Summary:
- Part a: About 58.9% of 18-year-olds have serum cholesterol levels between 141 mg/dL and 196 mg/dL.
- Part b: About 89.1% of groups of five 18-year-olds will have a mean cholesterol level within this range.
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Math Problem Analysis
Mathematical Concepts
Normal Distribution
Z-score
Central Limit Theorem
Formulas
Z-score formula
Standard Error of the Mean formula
Theorems
Central Limit Theorem
Suitable Grade Level
Undergraduate
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