In: Statistics and Probability
Given a normal distribution with µ = 10 and σ = 2, find
(a) the normal curve area to the right of x = 6;
(b) the normal curve area between x = 6 and x = 14;
(c) the two values of x that contain the middle 75% of the normal
curve area.
please show all work if possible. Thank you
Solution:
Given:
X follows a normal distribution with µ = 10 and σ = 2,
Part a) the normal curve area to the right of x = 6;
That is:
P( X > 6 )= .............?
Find z score for x = 6
Thus we get:
P( X > 6 )= P( Z> -2.00)
P( X > 6 )= 1 - P( Z < -2.00)
Look in z table for z = -2.0 and 0.00 and find corresponding area.
P( Z< -2.00 ) = 0.0228
thus
P( X > 6 )= 1 - P( Z < -2.00)
P( X > 6 )= 1 - 0.0228
P( X > 6 )= 0.9772
Part b) the normal curve area between x = 6 and x = 14;
P( 6 < X < 14) = .........?
Find z score for x = 14
Thus we get:
P( 6 < X < 14) = P( -2.00 < Z < 2.00 )
P( 6 < X < 14) = P( Z < 2.00 ) - P( Z< -2.00 )
Look in z table for z = 2.0 and 0.00 as well as for z = -2.0 and 0.00 and find corresponding area.
P( Z < 2.00 ) = 0.9772
thus
P( 6 < X < 14) = P( Z < 2.00 ) - P( Z< -2.00 )
P( 6 < X < 14) = 0.9772 - 0.0228
P( 6 < X < 14) = 0.9544
Part c) the two values of x that contain the middle 75% of the normal curve area.
P( x1 < X < x2 ) =0.75
Thus find z values such that:
P( -z < Z < z )= 0.75
Since middle area is 0.75, then area in tails = 1 - 0.75 = 0.25
Thus area in left tail = 0.25/2=0.125
Thus find z value such that:
P( Z < -z) =0.125
Look in z table for Area = 0.1250 or its closest area and find corresponding z value.
Area 0.1251 is closest to 0.1250 and it corresponds to -1.1 and 0.05, that is -1.15
thus -z = -1.15
Since standard normal distribution is symmetric , P( Z< -z) =P( Z> z )
thus z = 1.15
thus we get two z values -1.15 and 1.15
Now use following formula to find x value:
and
thus the two values of x that contain the middle 75% of the normal curve area are: 7.7 and 12.3 .