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Answer :
SAT scores have a normal distribution with mean μ=500 and standard deviation σ=100
The admissions committee decided to exclude the applicants scoring below the 20 percentile of the verval SAT.
This means that they'll exclude the lower 20% of the population, you can symbolize this as:
[tex]P(X\leq a)=0.20[/tex]Where "a" represents the SAT score that divides the lowest 20% of the population from the top 80%.
To find this value you have to determine the 20th percentil under the standard normal distribution:
[tex]P(Z\leq b)=0.20[/tex]For this look for the value of Z that accumulates 0.20 of distribution. This value of probability is in the left arm of the curve, which means that the Z value "b" will be nagative.
Determine this value using the left entry of the Z-distribution:
b= -0.842 → This value determines the 20th percentile of the distribution.
Derived from the normal distribution is the standard normal distribution. Considering a random variable X with normal distribution, mean μ and variance δ², the variable Z =(X-μ)/δ ~N(0;1) is determined.
So to determine the equivalent SAT score you have to use the formula amd "translate" the determined value of Z to a value of the variable X:
[tex]\begin{gathered} Z=\frac{(X-\mu)}{\sigma} \\ b=\frac{(a-\mu)}{\sigma} \\ -0.842=\frac{a-500}{100} \\ -0.842\cdot100=a-500 \\ -84.2=a-500 \\ a=-84.2+500 \\ a=415.8 \end{gathered}[/tex]The SAT score that determines the 20th percentile of the scores distribution is 415.8
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