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\( X \) is a normally distributed random variable with mean 81 and standard deviation 14 . What is the probability that \( X \) is between 40 and 64 ? Write your answer as a decimal rounded to the nearest thousandth.

Ask by Ayala Delgado. in the United States
Jan 24,2025

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Answer

The probability that \( X \) is between 40 and 64 is **0.111**.

Solution

To find the probability that \( X \) is between 40 and 64 for a normally distributed random variable \( X \) with mean \( \mu = 81 \) and standard deviation \( \sigma = 14 \), we'll follow these steps: 1. **Calculate the Z-scores:** \[ z_1 = \frac{40 - 81}{14} = \frac{-41}{14} \approx -2.9286 \] \[ z_2 = \frac{64 - 81}{14} = \frac{-17}{14} \approx -1.2143 \] 2. **Find the corresponding probabilities using the standard normal distribution table:** - For \( z_2 = -1.2143 \): \[ \Phi(-1.2143) = 1 - \Phi(1.2143) \approx 1 - 0.8874 = 0.1126 \] - For \( z_1 = -2.9286 \): \[ \Phi(-2.9286) = 1 - \Phi(2.9286) \approx 1 - 0.9984 = 0.0016 \] 3. **Calculate the probability that \( X \) is between 40 and 64:** \[ P(40 < X < 64) = \Phi(z_2) - \Phi(z_1) = 0.1126 - 0.0016 = 0.1110 \] **Rounded to the nearest thousandth, the probability is:** **0.111**

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To find the probability that \( X \) is between 40 and 64 for a normally distributed variable with a mean of 81 and a standard deviation of 14, we can standardize our variable using the Z-score formula: \[ Z = \frac{(X - \mu)}{\sigma} \] 1. For \( X = 40 \): \[ Z = \frac{(40 - 81)}{14} \approx \frac{-41}{14} \approx -2.93 \] 2. For \( X = 64 \): \[ Z = \frac{(64 - 81)}{14} \approx \frac{-17}{14} \approx -1.21 \] Now, we look up these Z-scores in the standard normal distribution table or use a calculator: - The probability of \( Z < -2.93 \) is approximately 0.0016. - The probability of \( Z < -1.21 \) is approximately 0.1131. To find the probability of \( X \) being between 40 and 64, we subtract the two probabilities: \[ P(40 < X < 64) = P(Z < -1.21) - P(Z < -2.93) \approx 0.1131 - 0.0016 = 0.1115 \] So the probability that \( X \) is between 40 and 64 is approximately **0.112** when rounded to the nearest thousandth.

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