In: Statistics and Probability
Scores on a certain intelligence test for children between ages 13 and 15 years are approximately normally distributed with μ=101μ=101 and σ=18σ=18.
(a) What proportion of children aged 13 to 15 years old have scores on this test above 87 ? (NOTE: Please enter your answer in decimal form. For example, 45.23% should be entered as 0.4523.)
(b) Enter the score which marks the lowest 20 percent of the distribution.
(c) Enter the score which marks the highest 5 percent of the distribution.
Answer:
a)
Given,
Mean = μ = 101
Standard deviation = σ = 18
To determine the proportion of children aged 13 to 15 years old have score on this test above 87
P(X > 87) = 1 - P(X <= 87)
= 1 - P((X - )/ < (87 - )/)
substitute the known values
= 1 - P(Z <= (87 - 101)/18)
= 1 - P(Z <= -14/18)
= 1 - P(Z <= - 0.7778)
= 1 - 0.2184 [ since from z table]
P(X > 87) = 0.7816
b)
To determine the score which marks the lowest 20% of the distribution
i.e.,
P(X < x) = 0.20
P((X - )/ < (x- )/) = 0.20
P(Z < z) = 0.20
z = - 0.84162
(X - ) / = - 0.84162
X - = - 0.84162
X = - 0.84162
= 101 - 0.84162(18)
= 101 - 15.14916
X = 85.85084
c)
To determine the score which marks the highest 5 percent of the distribution
P(X > x) = 0.05
P((X - )/ > (x- )/) = 0.05
1 - P(Z <= z) = 0.05
P(Z <= z) = 1 - 0.05
P(Z <= z) = 0.95
Here z = 1.645
(X - ) / = 1.645
X - = 1.645
X = + 1.645
= 101 + 1.645(18)
= 101 + 29.61
X = 130.61