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\( X \) is a normally distributed random variable with mean 33 and standard deviation 13 . What is the probability that \( X \) is between 18 and 68 ? Write your answer as a decimal rounded to the nearest thousandth.

Ask by Maxwell Williams. in the United States
Jan 24,2025

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Answer

The probability that \( X \) is between 18 and 68 is approximately 0.077.

Solution

To find the probability that a normally distributed random variable \( X \) is between 18 and 68, we can use the z-score formula and a standard normal distribution table. Given: - Mean (\( \mu \)) = 33 - Standard Deviation (\( \sigma \)) = 13 We need to find the probability that \( X \) is between 18 and 68. First, we calculate the z-scores for 18 and 68 using the formula: \[ z = \frac{X - \mu}{\sigma} \] For 18: \[ z_{18} = \frac{18 - 33}{13} = \frac{-15}{13} \] For 68: \[ z_{68} = \frac{68 - 33}{13} = \frac{35}{13} \] Now, we can use a standard normal distribution table to find the probabilities corresponding to these z-scores. Let's calculate the probabilities using the z-scores. Calculate the value by following steps: - step0: Calculate: \(\frac{-15}{13}\) - step1: Rewrite the fraction: \(-\frac{15}{13}\) The z-score for 18 is approximately -1.15384. Next, we calculate the probabilities using the z-scores. Calculate the value by following steps: - step0: Calculate: \(\frac{35}{13}\) The z-score for 68 is approximately 2.6923. Now, we can use a standard normal distribution table to find the probabilities corresponding to these z-scores. Let's calculate the probabilities using the z-scores. Calculate the value by following steps: - step0: Calculate: \(1-\left(\frac{1}{2}+0.5\times 1.15384\right)\) - step1: Multiply the numbers: \(1-\left(\frac{1}{2}+0.57692\right)\) - step2: Add the numbers: \(1-\frac{26923}{25000}\) - step3: Reduce fractions to a common denominator: \(\frac{25000}{25000}-\frac{26923}{25000}\) - step4: Transform the expression: \(\frac{25000-26923}{25000}\) - step5: Subtract the numbers: \(\frac{-1923}{25000}\) - step6: Rewrite the fraction: \(-\frac{1923}{25000}\) The probability that \( X \) is between 18 and 68 is approximately 0.07692. Therefore, the probability that \( X \) is between 18 and 68 is approximately 0.077 when rounded to the nearest thousandth.

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To calculate the probability that \( X \) is between 18 and 68 for a normally distributed random variable \( X \) with mean (µ) 33 and standard deviation (σ) 13, we can use the Z-score formula: \[ Z = \frac{(X - \mu)}{\sigma} \] First, we calculate the Z-scores for both values: 1. For \( X = 18 \): \[ Z_{18} = \frac{(18 - 33)}{13} = \frac{-15}{13} \approx -1.154 \] 2. For \( X = 68 \): \[ Z_{68} = \frac{(68 - 33)}{13} = \frac{35}{13} \approx 2.692 \] Next, we look up these Z-scores in the standard normal distribution table or use a calculator to find the probabilities. - The probability corresponding to \( Z = -1.154 \) is approximately 0.1251. - The probability corresponding to \( Z = 2.692 \) is approximately 0.9963. Now, to find the probability that \( X \) is between 18 and 68, we calculate: \[ P(18 < X < 68) = P(Z < 2.692) - P(Z < -1.154) = 0.9963 - 0.1251 \approx 0.8712 \] Therefore, the probability that \( X \) is between 18 and 68 is approximately \( 0.871 \) when rounded to the nearest thousandth.

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