Answer:
The percentile is calculated with the following probability:
![P(X<31)](https://img.qammunity.org/2021/formulas/mathematics/college/ifpdoqzqajethm8pvgwp9201dn6mb88gpa.png)
And using the z score we got:
![P(X<31)=P(Z < (31-25.3)/(6.5)) = P(Z<0.877) =0.8098](https://img.qammunity.org/2021/formulas/mathematics/college/zffyvc2y0uu2ich7r9w9kg2b2cynx7w1u6.png)
So then we can conclude that 31 represent approximately the percentile 81 on the distribution given
He scored better than about 80.98 % of all MCAT takers.
Explanation:
Previous concepts
Normal distribution, is a "probability distribution that is symmetric about the mean, showing that data near the mean are more frequent in occurrence than data far from the mean".
The Z-score is "a numerical measurement used in statistics of a value's relationship to the mean (average) of a group of values, measured in terms of standard deviations from the mean".
Solution to the problem
Let X the random variable that represent the scores of a population, and for this case we know the distribution for X is given by:
Where
and
And for this case we have a score of 31
The percentile is calculated with the following probability:
![P(X<31)](https://img.qammunity.org/2021/formulas/mathematics/college/ifpdoqzqajethm8pvgwp9201dn6mb88gpa.png)
And using the z score we got:
![P(X<31)=P(Z < (31-25.3)/(6.5)) = P(Z<0.877) =0.8098](https://img.qammunity.org/2021/formulas/mathematics/college/zffyvc2y0uu2ich7r9w9kg2b2cynx7w1u6.png)
So then we can conclude that 31 represent approximately the percentile 81 on the distribution given
He scored better than about 80.98 % of all MCAT takers.