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\( X \) is a normally distributed random variable with mean 52 and standard deviation 14 . What is the probability that \( X \) is between 10 and 80 ? 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 Wyatt Erickson. in the United States
Jan 24,2025

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Answer

The probability that \( X \) is between 10 and 80 is **0.972**.

Solution

To determine the probability that the normally distributed random variable \( X \) with mean \( \mu = 52 \) and standard deviation \( \sigma = 14 \) lies between 10 and 80, we can use the **68-95-99.7 rule** (also known as the empirical rule). This rule approximates the distribution of data in a normal distribution: - **68%** of the data falls within **±1σ** of the mean. - **95%** of the data falls within **±2σ** of the mean. - **99.7%** of the data falls within **±3σ** of the mean. ### Step-by-Step Calculation: 1. **Determine How Many Standard Deviations 10 and 80 Are from the Mean:** - **For 10:** \[ \text{Number of } \sigma \text{ from mean} = \frac{\mu - 10}{\sigma} = \frac{52 - 10}{14} = \frac{42}{14} = 3σ \] So, 10 is **3σ below** the mean. - **For 80:** \[ \text{Number of } \sigma \text{ from mean} = \frac{80 - \mu}{\sigma} = \frac{80 - 52}{14} = \frac{28}{14} = 2σ \] So, 80 is **2σ above** the mean. 2. **Apply the Empirical Rule:** - The interval from **\( -3σ \) to \( +3σ \)** encompasses **99.7%** of the data. - The interval from **\( -2σ \) to \( +2σ \)** encompasses **95%** of the data. - However, our interval of interest is from **\( -3σ \)** (which is 10) to **\( +2σ \)** (which is 80). 3. **Calculate the Probability:** - The total probability within \( -3σ \) to \( +3σ \) is **99.7%**. - The probability beyond \( +2σ \) to \( +3σ \) is approximately **2.5%** (since the empirical rule is symmetric). - Therefore, the probability from \( -3σ \) to \( +2σ \) is: \[ 99.7\% - 2.5\% = 97.2\% \] 4. **Express as a Decimal:** \[ 97.2\% = 0.972 \] ### Final Answer: The probability that \( X \) is between 10 and 80 is **0.972**.

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The Deep Dive

To find the probability that \( X \) is between 10 and 80 for a normally distributed variable with a mean of 52 and a standard deviation of 14, we first calculate the z-scores for both values. For \( X = 10 \): \[ z = \frac{10 - 52}{14} \approx -3 \] For \( X = 80 \): \[ z = \frac{80 - 52}{14} \approx 2 \] According to the \( 0.68-0.95-0.997 \) rule, about 99.7% of the data lies within 3 standard deviations from the mean (which covers from \( 52 - 42 \) to \( 52 + 42 \); that is, approximately from 10 to 94). As 10 is at -3 standard deviations and 80 is at roughly +2 standard deviations, we can estimate the probability of \( X \) being between 10 and 80 to be about 99.7%. Thus, \[ P(10 < X < 80) \approx 0.997 \] Therefore, the rounded decimal answer is: \[ \boxed{0.997} \]

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