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\( X \) is a normally distributed random variable with mean 98 and standard deviation 17 . What is the probability that \( X \) is between 47 and 81 ? Use the \( 0.68-0.95-0.997 \) rule and write your answer as a decimal. Round to the nearest thousandth if necessary.

Ask by Byrd Erickson. in the United States
Jan 24,2025

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Answer

The probability that \( X \) is between 47 and 81 is approximately 0.157.

Solution

To find the probability that \( X \) is between 47 and 81 for a normally distributed random variable with mean \( \mu = 98 \) and standard deviation \( \sigma = 17 \), we can use the properties of the normal distribution. 1. **Calculate the Z-scores** for the values 47 and 81 using the formula: \[ Z = \frac{X - \mu}{\sigma} \] 2. **Calculate the Z-score for 47**: \[ Z_{47} = \frac{47 - 98}{17} \] 3. **Calculate the Z-score for 81**: \[ Z_{81} = \frac{81 - 98}{17} \] 4. **Use the Z-scores to find the probabilities** associated with these Z-scores using the standard normal distribution. Let's perform these calculations step by step. ### Step 1: Calculate Z-scores Calculating \( Z_{47} \): \[ Z_{47} = \frac{47 - 98}{17} = \frac{-51}{17} \approx -3 \] Calculating \( Z_{81} \): \[ Z_{81} = \frac{81 - 98}{17} = \frac{-17}{17} = -1 \] ### Step 2: Find the probabilities Now we need to find the probabilities corresponding to these Z-scores. - The probability of \( Z < -3 \) is very small (approximately 0.0013). - The probability of \( Z < -1 \) is approximately 0.1587. ### Step 3: Calculate the probability that \( X \) is between 47 and 81 To find the probability that \( X \) is between 47 and 81, we subtract the probability of \( Z < -3 \) from the probability of \( Z < -1 \): \[ P(47 < X < 81) = P(Z < -1) - P(Z < -3) \approx 0.1587 - 0.0013 \] Calculating this gives: \[ P(47 < X < 81) \approx 0.1574 \] ### Final Answer Thus, the probability that \( X \) is between 47 and 81 is approximately \( 0.157 \) when rounded to the nearest thousandth. \[ \boxed{0.157} \]

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To use the \(0.68-0.95-0.997\) rule, we first convert the raw scores of 47 and 81 into z-scores. The z-score formula is: \[ z = \frac{(X - \mu)}{\sigma} \] For \(X = 47\): \[ z = \frac{(47 - 98)}{17} = \frac{-51}{17} \approx -3.00 \] For \(X = 81\): \[ z = \frac{(81 - 98)}{17} = \frac{-17}{17} \approx -1.00 \] Now we can reference a standard normal distribution table (or the empirical rule). From the \(0.68-0.95-0.997\) rule: - Approximately 68% of the data falls within 1 standard deviation of the mean (between \(81\) and \(115\)). - About 95% falls within 2 standard deviations (between \(64\) and \(132\)). - About 99.7% falls within 3 standard deviations (between \(47\) and \(149\)). Since we are looking at \(X\) between \(47\) and \(81\), we know that 47 is 3 standard deviations below the mean and 81 is 1 standard deviation below the mean. So, we can find the probability of being between these points: The total probability for a range of 3 standard deviations is 99.7%, and for 1 standard deviation, it is 68%. Thus, for our region, we can determine the percentage of data between \(z = -3\) and \(z = -1\). This will approximately be half of the 95% (2 standard deviations), which gives: \[ P(47 < X < 81) \approx \frac{95\% - (100\% - 99.7\%)}{2} \approx 0.15 \] Thus, the probability that \(X\) is between 47 and 81 is approximately \(0.15\) when expressed as a decimal (rounded to the nearest thousandth, if needed).

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