Question
An advisor in the university would like to motivate her students to study hard and graduate with a high GPA - to stress the importance
An advisor in the university would like to motivate her students to study hard and graduate with a high GPA - to stress the importance of GPA, she is wondering if she can show data on the relationship of a graduate's starting salary and the student's GPA. She has data on 100 recent graduates. Variables are: GPA, Engineering=1 (if engineering major, 0 otherwise), Business=1 (if business major, 0 otherwise) and Liberal Arts=1 (if liberal arts major, 0 otherwise). The result of the analysis of the data is presented below:
Multiple R | 0.911820707 |
---|---|
R Square | 0.831417001 |
Adjusted R Square | 0.82431877 |
Standard Error | 1145.057951 |
Observations | 100 |
df | SS | MS | F | Significance F | |
---|---|---|---|---|---|
Regression | 4 | 614304456.1 | 153576114 | 117.1302 | 7.604E-36 |
Residual | 95 | 124559982.6 | 1311157.7 | No data | No data |
Total | 99 | 738864438.8 | No data | No data | No data |
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
---|---|---|---|---|---|---|
Intercept | 43244.90794 | 733.5203076 | 58.955297 | 1.27E-76 | 41788.686 | 44701.12987 |
GPA | 1142.314932 | 239.8636456 | 4.7623512 | 6.85E-06 | 666.12539 | 1618.504475 |
Engineering | 2830.256883 | 398.3591216 | 7.1047874 | 2.2E-10 | 2039.414 | 3621.099729 |
Business | 1304.709995 | 411.1126276 | 3.1736072 | 0.002029 | 488.54824 | 2120.871752 |
Liberal Arts | -2321.800796 | 344.4477666 | -6.740647 | 1.22E-09 | -3005.6161 | -1637.986622 |
Based on this analysis, what percentage of variations in the starting salary can be explained by the model?
What is the difference in starting salary of an engineering major and business major with the same GPA?
Based on this output, what is the point prediction starting salary of a liberal arts major with a GPA of 3.5?
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