In: Statistics and Probability
Let the random variable X represent a student’s score on an IQ test. Suppose that student IQ scores are Normally distributed with a mean of 100 and a standard deviation of 15.
Part A.Any student who scores at least 130 on an IQ test would be considered gifted. If a student has scored 130 on an IQ test, what percentile does this score represent? Part B.In a class of 50 students, how many would you expect to score at least 115 on an IQ test?
Part C.Suppose that 10 students are randomly selected from a large school. What is the chance that at least 3 of them will have an IQ score greater than 125 (use binomial PMF)
µ = 100
sd = 15
a)
= P(Z < 2)
= 0.9772
= 97.72 %tile
b)
= P(Z > 1)
= 1 - P(Z < 1)
= 1 - 0.8413
= 0.1587
n = 50
Expected value = 50 * 0.1587 = 7.935 = 8
c)
= P(Z > 1.67)
= 1 - P(Z < 1.67)
= 1 - 0.9525
= 0.0475
This is a binomial distribution.
p = 0.0475
n = 10
P(X = x) = 10Cx * 0.0475x * (1 - 0.0475)10-x
P(X > 3) = 1 - (P(X = 0) + P(X = 1) + P(X = 2))
= 1 - (10C0 * 0.04750 * 0.952510 + 10C1 * 0.04751 * 0.95259 + 10C2 * 0.04752 * 0.95258 )
= 1 - 0.9829
= 0.0171