Answer:
He needs a score of 28.7315 to qualify for the scholarship
Step-by-step explanation:
Normal Probability Distribution:
Problems of normal distributions can be solved using the z-score formula.
In a set with mean
and standard deviation
, the z-score of a measure X is given by:
![Z = \frac{X - \mu}{\sigma}](https://tex.z-dn.net/?f=Z%20%3D%20%5Cfrac%7BX%20-%20%5Cmu%7D%7B%5Csigma%7D)
The Z-score measures how many standard deviations the measure is from the mean. After finding the Z-score, we look at the z-score table and find the p-value associated with this z-score. This p-value is the probability that the value of the measure is smaller than X, that is, the percentile of X. Subtracting 1 by the p-value, we get the probability that the value of the measure is greater than X.
The mean score on the ACT is 21 with a standard deviation of 4.7
This means that ![\mu = 21, \sigma = 4.7](https://tex.z-dn.net/?f=%5Cmu%20%3D%2021%2C%20%5Csigma%20%3D%204.7)
What score does he need in order to qualify for the scholarship?
The top 5%, so the 100 - 5 = 95th percentile, which is X when Z has a p-value of 0.95, so X when Z = 1.645.
![Z = \frac{X - \mu}{\sigma}](https://tex.z-dn.net/?f=Z%20%3D%20%5Cfrac%7BX%20-%20%5Cmu%7D%7B%5Csigma%7D)
![1.645 = \frac{X - 21}{4.7}](https://tex.z-dn.net/?f=1.645%20%3D%20%5Cfrac%7BX%20-%2021%7D%7B4.7%7D)
![X - 21 = 4.7*1.645](https://tex.z-dn.net/?f=X%20-%2021%20%3D%204.7%2A1.645)
![X = 28.7315](https://tex.z-dn.net/?f=X%20%3D%2028.7315)
He needs a score of 28.7315 to qualify for the scholarship