The question gives us the mean to be 67.1 and standard deviation to be 3.0.
The heights of the men were normally distributed, hence we can calculate the z score for any age (X) using the formula:
From here, we then proceed to find the probability using the z score from the z distribution table.
This is done below for each subquestion.
Part A:
Probability that height is less than 68.
This is sketched below:
This means that we need the area of the shaded part.
The shaded part contains the entire negative part of the distribution, hence, the total probability of that part must be 0.5.
Now, to get the extra bit slightly greater than the mean 67.1. We do this using the z score formula shown above
Now, we check z distribution table to find what probability this z value corresponds to.
Answer is: 0.6179
Part B:
If the height is between 68 and 72 inches
we simply find the probability for getting height 72 inches and below and subtract the probability of getting 68 inches and below from our answer.
The cross hatched portion represents the probability of getting between 72 and 68.
The z score for height 72 and below is given below:
P(z = 1.633) = 0.9484 = Probability of getting 72 and below.
Therefore, the probability of getting between 68 and 72 is:
Answer is: P(between 68 and 72) = 0.3305
Part C:
The probability that a participant will get a height above 72 is just the subtraction of the probability of the participant being 72 inches and below in height from 1.
We already got the probability of getting a participant 72 inches and below as :
P(z = 1.633) = 0.9484
Answer is: 0.0516
Part D:
There are no unusual events because their probabilities are above 0.05 (Option A)