The following table contains the ACT scores and the GPA (grade point average) for eidght college students.

Question:

The following table contains the ACT scores and the GPA (grade point average) for eidght college students. Grade point average is based on a four point scale and has been rounded to one digit after the decimal.

(i) Estimate the relationship between GPA and ACT using ULS; that is, obtain the intercept and slope estimates in the equation.

Comment on the direction of the relationship. Does the intercept have a useful interpretation here? Explain. How much higher is the GPA predicted to be if the ACT score is increased by five points?
(ii) Compute the fitted values and residuals for each observation, and verify that the residuals (approximately) sum to zero.
(iii) What is the predicted value of GPA when ACT = 20?
(iv) How much of the variation in GPA for these eight students is explained by ACT? Explain.