\( X \) is a normally distributed random variable with mean 12 and standard deviation 14 . What is the probability that \( X \) is less than 26 ? 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 the normally distributed random variable \( X \) is less than 26, we can use the properties of the normal distribution. First, we calculate how many standard deviations \( 26 \) is from the mean \( 12 \): \[ Z = \frac{X - \mu}{\sigma} = \frac{26 - 12}{14} = 1 \] Using the \( 0.68-0.95-0.997 \) rule, we know that about 68% of the data falls within one standard deviation from the mean (between \( 12 - 14 \) and \( 12 + 14 \), which is \( -2 \) to \( 26 \)). Since \( 26 \) is one standard deviation above the mean, the cumulative probability of \( X < 26 \) is: \[ P(X < 26) \approx 0.5 + 0.34 = 0.84 \] Therefore, the probability that \( X \) is less than \( 26 \) is approximately \( 0.840 \).