Question
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\( X \) is a normally distributed random variable with mean 50 and standard deviation 12 . What is the probability that \( X \) is between 14 and 86 ? 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 Cook Harmon. in the United States
Jan 24,2025

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Answer

The probability that \( X \) is between 14 and 86 is **0.997**.

Solution

To determine the probability that \( X \) is between 14 and 86, we'll use the \( 68\%-95\%-99.7\% \) rule, also known as the empirical rule, which applies to normally distributed data. 1. **Identify the Mean and Standard Deviation:** - Mean (\( \mu \)) = 50 - Standard Deviation (\( \sigma \)) = 12 2. **Determine How Many Standard Deviations Away 14 and 86 Are:** - For 14: \[ \frac{14 - 50}{12} = -3 \sigma \] - For 86: \[ \frac{86 - 50}{12} = +3 \sigma \] 3. **Apply the Empirical Rule:** - The rule states that approximately: - 68% of the data falls within \( \mu \pm 1\sigma \) - 95% within \( \mu \pm 2\sigma \) - **99.7% within \( \mu \pm 3\sigma \)** Since both 14 and 86 are \( 3\sigma \) away from the mean, the probability that \( X \) lies between 14 and 86 is approximately **99.7%**. 4. **Express as a Decimal:** - 99.7% as a decimal is **0.997**. **Answer:** 0.997

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To find the probability that \( X \) is between 14 and 86 in a normal distribution with mean 50 and standard deviation 12, we first need to determine how many standard deviations 14 and 86 are from the mean. For 14: \[ Z_1 = \frac{14 - 50}{12} = \frac{-36}{12} = -3 \] For 86: \[ Z_2 = \frac{86 - 50}{12} = \frac{36}{12} = 3 \] The \( 0.68-0.95-0.997 \) rule tells us that about 99.7% of the data falls within 3 standard deviations from the mean in a normal distribution. Since 14 and 86 correspond to \( Z_1 = -3 \) and \( Z_2 = 3 \), we can infer that the probability that \( X \) is between 14 and 86 is approximately 0.997. Hence, the probability that \( X \) is between 14 and 86 is approximately \( 0.997 \).

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