In the next preview assignment and in the next class, you will need to find probabilities and percentiles of a normal distribution.
Empirical Rule
When a variable has a normal distribution, the Empirical Rule will apply:
- About 68% of the values will fall within one standard deviation from the mean.
- About 95% of the values will fall within two standard deviations from the mean.
- About 99.7% of the values will fall within three standard deviations from the mean.
The Scholastic Aptitude Test (SAT) is an assessment designed to evaluate a student’s college-specific skills. SAT scores tend to follow an approximate normal distribution with a mean of 1060 and a standard deviation of 195.[1]
Question 1
Use the Empirical Rule to complete the following sentences.
- About 68% of SAT scores will fall between _____ and _____.
- About 95% of SAT scores will fall between _____ and _____.
- About 99.7% of SAT scores will fall between _____ and _____.
Question 2
Use your answers from Question 1 to draw a graph of the distribution of SAT scores with the middle 68%, 95%, and 99.7% marked. Clearly label your x-axis.
Normal Percentiles
The American College Test (ACT) is another assessment designed to evaluate a student’s college-specific skills. ACT scores tend to follow an approximate normal distribution with a mean of 20.8 and a standard deviation of 5.8.[2]
A percentile of a distribution is the value at which a certain percentage falls below that value. For example, the 95th percentile of ACT scores would be the score at which 95% of students score below.
Question 3
Jane scored a 30 on the ACT.
- Calculate the associated normal probability to complete the following sentence:
Jane scored above _____% of all students taking the ACT. - What percentile is an ACT score of 30?
Question 4
Find the 30th percentile of ACT scores.
Question 5
Find the associated percentiles to complete the following sentence: 75% of students score between _____ and ______ on the ACT.
Question 6
Julie took the ACT and scored 28. Tim took the SAT and scored 1200. Calculate the z-score for each student to determine whether Tim or Julie scored in a higher percentile.
- National Center for Education Statistics. (2019). Table 226.40 SAT mean scores of high school seniors, standard deviations, and percentage of the graduating class taking the SAT, by state: 2017, 2018, and 2019. https://nces.ed.gov/programs/digest/d19/tables/dt19_226.40.asp ↵
- National Center for Education Statistics. (2019). Table 226.50 Number and percentage of graduates taking the ACT test; average scores and standard deviations, by sex and race/ethnicity; and percentage of test takers with selected composite scores and planned fields of postsecondary study: selected years, 1995 through 2018. https://nces.ed.gov/programs/digest/d19/tables/dt19_226.50.asp ↵