In: Statistics and Probability
In a survey of women in a certain country (ages 20-29), the mean height was 65.1 inches with a standard deviation of 2.84 inches. Answer the following questions about the specified normal distribution. (a) What height represents the 95th percentile? (b) What height represents the first quartile?
Solution:
Given: Women in a certain country (ages 20-29), follow a normal distribution with the mean height was 65.1 inches with a standard deviation of 2.84 inches.
Part a) What height represents the 95th percentile?
That is find x value such that:
P( X < x ) = 95%
P( X < x ) = 0.95
Thus find z value such that:
P( Z < z ) =0.95
Look in z table for Area = 0.9500 or its closest area and find corresponding z value.
Area 0.9500 is in between 0.9495 and 0.9505 and both the area are at same distance from 0.9500
Thus we look for both area and find both z values
Thus Area 0.9495 corresponds to 1.64 and 0.9505 corresponds to 1.65
Thus average of both z values is : ( 1.64+1.65) / 2 = 1.645
Thus z = 1.645
Now use following formula to find x value:
Thus the 95th percentile height is 69.77 inches.
Part b) What height represents the first quartile?
Area below first quartile is 25%.
That is:
P(X < Q1 ) = 25%
P(X < Q1 ) = 0.25
Thus find z value such that:
P( Z < z ) =0.25
Look in z table for Area = 0.2500 or its closest area and find z value.
Area 0.2514 is closest to 0.2500 and it corresponds to -0.6 and 0.07
Thus z = -0.67
Now use following formula to find Q1 value: