In: Statistics and Probability
Suppose IQ scores are approximately normally distributed with a mean of 100 and a standard deviation of 15. Answer the following questions.
Question 1
What percent of the population has an IQ that is above average?
Question 2
What percent of the population has an IQ below 110?
What is the calculated z-score?
What is the percentage?
Question 3
What percent of the individuals in the population have an IQ above 130? (Individuals in this category are sometimes classified as "gifted".)
What is the calculated z-score?
What is the percentage?
Question 4
If an individual is randomly selected from the population, then what is the probability that his/her IQ is between 110 and 130? (Your answer should be left as a decimal expressed to four decimal places. No percents!)
Solution :
Given that ,
mean = = 100
standard deviation = = 15
1)
P(x > 100) = 1 - P(x < 100)
= 1 - P((x - ) / < (100 - 100) / 15)
= 1 - P(z < 0)
= 1 - 0.5
= 0.5
Answer = 50%
2)
P(x < 110) = P((x - ) / < (110 - 100) / 15)
= P(z < 0.67)
= 0.7486
z score = 0.67
Answer = 74.86%
3)
P(x > 130) = 1 - P(x < 130)
= 1 - P((x - ) / < (130 - 100) / 15)
= 1 - P(z < 2)
= 1 - 0.9772
= 0.0228
z score = 2
Answer = 2.28%
4)
P(110 < x < 130) = P((110 - 100)/ 15) < (x - ) / < (130 - 100) / 15) )
= P(0.67 < z < 2)
= P(z < 2) - P(z < 0.67)
= 0.9772 - 0.7486
= 0.2286
Probability = 0.2286