As part of a study at a large university, data were collected on n = 224 freshmen computer
science (CS)majors in a particular year. The researchers were interested in modeling y, a
studentʹs grade point average (GPA)after three semesters, as a function of the following
independent variables (recorded at the time the students enrolled in the university): average high school grade in mathematics (HSM)
average high school grade in science (HSS)
average high school grade in English (HSE)
SAT mathematics score (SATM)
SAT verbal score (SATV)
A first-order model was fit to the data with the following results:
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