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The mean serum cholesterol of a large population of overweight adults is \( 210 \mathrm{mg} / \mathrm{dl} \) and the standard deviation of \( 19 \mathrm{mg} / \mathrm{dl} \). If the sample of 40 adults is selected, find the probability that the mean will be greater than \( 210 \mathrm{mg} / \mathrm{dl} \).

Ask by Park Chan. in the Philippines
Feb 26,2025

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Answer

The probability that the sample mean is greater than 210 mg/dl is 50%.

Solution

Since the population mean is 210 mg/dl and the sample mean is based on a sample of equal distribution, by symmetry the probability that the sample mean is greater than 210 mg/dl is 0.5. To explain further: 1. The distribution of the sample mean (x̄) will be normally distributed with mean μ = 210 mg/dl. 2. The standard error (σₓ̄) is given by the population standard deviation divided by the square root of the sample size:   σₓ̄ = 19 / √40. 3. The z-score for the sample mean being 210 mg/dl is:   z = (210 - 210) / (19 / √40) = 0. 4. The probability of z being greater than 0 in a standard normal distribution is exactly 0.5. Therefore, the probability that the sample of 40 adults will have a mean serum cholesterol greater than 210 mg/dl is 50%.

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To find the probability that the sample mean of cholesterol will be greater than \( 210 \mathrm{mg}/\mathrm{dl} \), we can use the Central Limit Theorem. For a sample size of \( n = 40 \), the standard error (SE) is calculated as: \[ SE = \frac{\sigma}{\sqrt{n}} = \frac{19}{\sqrt{40}} ≈ 3.0 \mathrm{mg}/\mathrm{dl}. \] Since the sample mean's distribution is normal (thanks to the Central Limit Theorem), we can standardize the sample mean of \( 210 \mathrm{mg}/\mathrm{dl} \) to find our z-score: \[ z = \frac{\bar{x} - \mu}{SE} = \frac{210 - 210}{3.0} = 0. \] Now, we look up the z-score of \( 0 \) in the standard normal distribution, which gives us a probability of \( 0.5 \). This means there is a \( 50\% \) chance that the mean of a sample of \( 40 \) adults will be greater than \( 210 \mathrm{mg}/\mathrm{dl} \).

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