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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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