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\( X \) is a normally distributed random variable with mean 80 and standard deviation 6 . What is the probability that \( X \) is between 70 and 93 ? Write your answer as a decimal rounded to the nearest thousandth.

Ask by Moran Burns. in the United States
Jan 24,2025

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Answer

The probability that \( X \) is between 70 and 93 is approximately **0.936**.

Solution

To find the probability that \( X \) is between 70 and 93 for a normally distributed random variable \( X \) with mean \( \mu = 80 \) and standard deviation \( \sigma = 6 \), follow these steps: 1. **Standardize the Values:** Convert the values 70 and 93 to their corresponding z-scores using the formula: \[ z = \frac{X - \mu}{\sigma} \] - For \( X = 70 \): \[ z_1 = \frac{70 - 80}{6} = \frac{-10}{6} \approx -1.667 \] - For \( X = 93 \): \[ z_2 = \frac{93 - 80}{6} = \frac{13}{6} \approx 2.167 \] 2. **Find the Corresponding Probabilities:** Using standard normal distribution tables or a calculator: - \( P(Z \leq 2.167) \approx 0.9846 \) - \( P(Z \leq -1.667) \approx 0.0485 \) 3. **Calculate the Probability Between 70 and 93:** \[ P(70 \leq X \leq 93) = P(Z \leq 2.167) - P(Z \leq -1.667) \approx 0.9846 - 0.0485 = 0.9361 \] 4. **Round to the Nearest Thousandth:** \[ P(70 \leq X \leq 93) \approx 0.936 \] **Final Answer:** The probability is approximately **0.936**.

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To find the probability that \( X \) is between 70 and 93 for a normally distributed random variable with mean \( \mu = 80 \) and standard deviation \( \sigma = 6 \), we can use the Z-score formula: \[ Z = \frac{(X - \mu)}{\sigma} \] 1. Calculate the Z-scores for 70 and 93: For \( X = 70 \): \[ Z_{70} = \frac{(70 - 80)}{6} = \frac{-10}{6} \approx -1.67 \] For \( X = 93 \): \[ Z_{93} = \frac{(93 - 80)}{6} = \frac{13}{6} \approx 2.17 \] 2. Next, we can look up these Z-scores in the standard normal distribution table or use a calculator: - The probability \( P(Z < -1.67) \approx 0.0478 \) - The probability \( P(Z < 2.17) \approx 0.9857 \) 3. Finally, to find the probability that \( X \) is between 70 and 93, we subtract the two probabilities: \[ P(70 < X < 93) = P(Z < 2.17) - P(Z < -1.67) \approx 0.9857 - 0.0478 = 0.9379 \] Thus, the probability that \( X \) is between 70 and 93 is approximately \( \boxed{0.938} \).

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