Assume that adults have IQ scores that are normally distributed with a mean of 96.3 and a standard deviation 23.1 Find the first quartile , which is the IQ score separating the bottom 25% from the top 75%. (Hint: Draw a graph.)
Solution :
Let X be a random variable which represents the IQ scores of adults.
Given that, X ~ N(96.3, 23.1²)
μ = 96.3 and σ = 23.1
Let the first quatile is k.
Since, the 25% of all possible observations lie below the first quartile, therefore
P(X < k) = 0.25
We know that if X ~ N(μ, σ²) then,
Using "qnorm" function of R we get, P(Z < -0.6745) = 0.25
Comparing, P(Z < -0.6745) = 0.25 and (1) we get,
Hence, the first quartile is 80.72.
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