Use the data described in Exercise 7 to estimate a linear regression model with math score as the response variable and GPA and the female dummy variable as the explanatory variables.
a. Compute the predicted score for a male student with a GPA of 3.5. Repeat the analysis for a female student.
b. Perform a test to determine if there is a statistically significant gender difference in math scores at the 5% level.