In a distribution where the mean is 60 and the standard deviation is 5, find the largest fraction of the numbers that could meet the following requirements.

Less than 35 or more than 85.

Of the numbers in the distribution, the fraction that is less than 35 or more than 85 is at most ____________.
(Type an integer or simplified fraction.)



Answer :

To find the fraction of numbers that are less than 35 or more than 85 in a distribution with a mean of 60 and a standard deviation of 5, follow these steps:

1. Calculate the z-score for the lower bound (35):
The z-score measures how many standard deviations an element is from the mean. The formula for the z-score is:
[tex]\[ z = \frac{X - \mu}{\sigma} \][/tex]
where [tex]\(X\)[/tex] is the value, [tex]\(\mu\)[/tex] is the mean, and [tex]\(\sigma\)[/tex] is the standard deviation.

For the lower bound (35):
[tex]\[ z_{\text{lower}} = \frac{35 - 60}{5} = \frac{-25}{5} = -5.0 \][/tex]

2. Calculate the z-score for the upper bound (85):
Using the same formula:
[tex]\[ z_{\text{upper}} = \frac{85 - 60}{5} = \frac{25}{5} = 5.0 \][/tex]

3. Find the cumulative probability for each z-score:
The cumulative distribution function (CDF) for a standard normal distribution provides the probability that a standard normal random variable will be less than or equal to a given value.

For [tex]\( z_{\text{lower}} = -5.0 \)[/tex]:
[tex]\[ \text{prob}_{\text{lower}} \approx 2.866515718791933 \times 10^{-7} \][/tex]

Since [tex]\( z_{\text{upper}} = 5.0 \)[/tex] is symmetric about the mean:
[tex]\[ \text{prob}_{\text{upper}} = 1 - \text{CDF}(z_{\text{upper}}) \approx 2.866515719235352 \times 10^{-7} \][/tex]

4. Calculate the total fraction of numbers less than 35 or more than 85:
Add the probabilities from the lower and upper bounds:
[tex]\[ \text{fraction} = \text{prob}_{\text{lower}} + \text{prob}_{\text{upper}} \approx 2.866515718791933 \times 10^{-7} + 2.866515719235352 \times 10^{-7} \approx 5.733031438027284 \times 10^{-7} \][/tex]

Thus, the largest fraction of the numbers that are either less than 35 or more than 85 is:
[tex]\[ \boxed{5.733031438027284 \times 10^{-7}} \][/tex]