In: Statistics and Probability
The quantitative reasoning GRE scores are known to approximately have a Normal distribution with a mean of = 151.3 points and a standard deviation of = 8.7 points.
a. Use the Empirical Rule to specify the ranges into which 68%, 95%, and 99.7% of test takers fall. Include a picture to illustrate the ranges.
b. A graduate program in Public Policy Analysis admits only students with quantitative reasoning GRE scores in the top 30%. What is the lowest GRE score the program will accept?
c. Above what score do the top 1% of GRE scores fall?
a) According to the empirical rule about 68% of the data fall within one standard deviation from the mean.
- = 151.3 - 8.7 = 142.6
+ = 151.3 + 8.7 = 160
68% of test takers fall between 142.6 and 160.
According to the empirical rule about 95% of the data fall within two standard deviation from the mean.
- 2 = 151.3 - 2 * 8.7 = 133.9
+ 2 = 151.3 + 2 * 8.7 = 168.7
95% of test takers fall between 133.9 and 168.7.
According to the empirical rule about 99.7% of the data fall within three standard deviation from the mean.
- 3 = 151.3 - 3 * 8.7 = 125.2
+ 3 = 151.3 + 3 * 8.7 = 177.4
99.7% of test takers fall between 125.2 and 177.4.
b) P(X > x) = 0.3
Or, P((X - )/ > (x - )/) = 0.3
Or, P(Z > (x - 151.3)/8.7) = 0.3
Or, P(Z < (x - 151.3)/8.7) = 0.7
Or, (x - 151.3)/8.7 = 0.52
Or, x = 0.52 * 8.7 + 151.3
Or, x = 155.824
c) P(X > x) = 0.01
Or, P((X - )/ > (x - )/) = 0.01
Or, P(Z > (x - 151.3)/8.7) = 0.01
Or, P(Z < (x - 151.3)/8.7) = 0.99
Or, (x - 151.3)/8.7 = 2.33
Or, x = 2.33 * 8.7 + 151.3
Or, x = 171.571