Does the major category predict final exam performance?
FinalExam = 104.100 + 20.533(BIOLOGY)
Note that categorical variables are dummy coded such that the reference level = 0. In this case, LOW = 0 and HIGH = 1. Majors such as PSYC and SOWK are categorized as LOW BIOLOGY and majors such as BIOP and NURS are categorized as HIGH BIOLOGY.
A. What does the value 104.100 represent?
B. Does this value make sense?
C. What final exam score would you predict for a PSYC major?
D. What final exam score would you predict for a NURS major?
E. For this model, R^2 = 0.2966, F(1, 108) = 45.55, and p < .001. What do these values mean? F. Evaluate the quality and utility of this model. Is it good? Is it useful? What do the results suggest?
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