In: Statistics and Probability
Suppose that the height of Australian men is normally distributed with a mean of 175cm and standard deviation of 5cm.
i. What is the probability that a Australian man's height will be between 180cm and 190cm?
ii. What is the probability that a Australian man's height will be less than 190cm?
iii. Ten percent (10%) of Australian men were taller than what height?
Solution:
Given, X follows Normal distribution with,
= 175
= 5
i. )
P(180 < x< 190)
= P(X < 190) - P(X < 180 )
= P[(X - )/ < (190 - 175)/5] - P[(X - )/ < (180 - 175)/5]
= P[Z < 3.00] - P[Z < 1.00]
= 0.9987 - 0.8413 ..Use z table
= 0.1574
Answer : 0.1574
ii. )
P[X < 190]
= P[(X - )/ < (190 - 175)/5]
= P[Z < 3.00]
= 0.9987
Answer : 0.9987
iii.)
For top 10% data , let x be the required cut-off.
P(X > x) = 10%
P(X > x) = 0.10
P(X < x) = 1 - 0.10
P(X < x) = 0.90
For the standard normal variable z , P(Z < z) = 0.90
Use z table , see where is 0.90 probability and then see the corresponding z value.
P(Z < 1.282) = 0.90
So z = 1.282
Now using z score formula ,
x = + (z * ) = 175 + (1.282 * 5) = 181.41
Answer : 181.41 cm