\( X \) 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.
Real Tutor Solution
Answer
Solution
Reviewed and approved by the UpStudy tutoring team
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: \[ \boxed{0.997} \]