In: Statistics and Probability
Some data X that is normally distributed has a µ = 100 and σ =
12.
a. What the Z score associated with X = 130?   
b. What is P(X ≥ 100)?
c. What is P(X ≤ 85)?
d. What is the X score associated with Z = 1.5?   
Solution:
Given the normal distribution with
µ = 100 and σ = 12
a)
X = 130
Z score = (X - 
)/
= (130 - 100)/12 = 2.50
Z score = 2.50
b)
P(X ≥ 100)
= P[(X - 
)/
(100 - 
)/
]
= P[Z 
 (100 - 100)/12]
= P(Z 
 0.00)
= 1 - P(Z < 0.00)
= 1 - 0.5000
= 0.5000
P(X ≥ 100) = 0.5000
c)
P(X ≤ 85)
= P[(X - 
)/
≤ (85 - 
)/
]
= P[Z < (85 - 100)/12]
= P[Z < -1.25]
= 0.1056 ( use z table)
P(X ≤ 85) = 0.1056
d)
Z = 1.5
Using Z score formula ,
X = 
 + (Z * 
) = 100 + (1.5 * 12) = 118
X = 118