high_GPA math_SAT verb_SAT comp_GPA univ_GPA
3.45 643 589 3.76 3.52
2.78 558 512 2.87 2.91
2.52 583 503 2.54 2.4
3.67 685 602 3.83 3.47
3.24 592 538 3.29 3.47
2.1 562 486 2.64 2.37
2.82 573 548 2.86 2.4
2.36 559 536 2.03 2.24
2.42 552 583 2.81 3.02
3.51 617 591 3.41 3.32
3.48 684 649 3.61 3.59
2.14 568 592 2.48 2.54
2.59 604 582 3.21 3.19
3.46 619 624 3.52 3.71
3.51 642 619 3.41 3.58
3.68 683 642 3.52 3.4
3.91 703 684 3.84 3.73
3.72 712 652 3.64 3.49
2.15 564 501 2.14 2.25
2.48 557 549 2.21 2.37
3.09 591 584 3.17 3.29
2.71 599 562 3.01 3.19
2.46 607 619 3.17 3.28
3.32 619 558 3.01 3.37
3.61 700 721 3.72 3.61
3.82 718 732 3.78 3.81
2.64 580 538 2.51 2.4
2.19 562 507 2.1 2.21
3.34 683 648 3.21 3.58
3.48 717 724 3.68 3.51
3.56 701 714 3.48 3.62
3.81 691 684 3.71 3.6
3.92 714 706 3.81 3.65
4 689 673 3.84 3.76
2.52 554 507 2.09 2.27
2.71 564 543 2.17 2.35
3.15 668 604 2.98 3.17
3.22 691 662 3.28 3.47
2.29 573 591 2.74 3
2.03 568 517 2.19 2.74
3.14 607 624 3.28 3.37
3.52 651 683 3.68 3.54
2.91 604 583 3.17 3.28
2.83 560 542 3.17 3.39
2.65 604 617 3.31 3.28
2.41 574 548 3.07 3.19
2.54 564 500 2.38 2.52
2.66 607 528 2.94 3.08
3.21 619 573 2.84 3.01
3.34 647 608 3.17 3.42
3.68 651 683 3.72 3.6
2.84 571 543 2.17 2.4
2.74 583 510 2.42 2.83
2.71 554 538 2.49 2.38
2.24 568 519 3.38 3.21
2.48 574 602 2.07 2.24
3.14 605 619 3.22 3.4
2.83 591 584 2.71 3.07
3.44 642 608 3.31 3.52
2.89 608 573 3.28 3.47
2.67 574 538 3.19 3.08
3.24 643 607 3.24 3.38
3.29 608 649 3.53 3.41
3.87 709 688 3.72 3.64
3.94 691 645 3.98 3.71
3.42 667 583 3.09 3.01
3.52 656 609 3.42 3.37
2.24 554 542 2.07 2.34
3.29 692 563 3.17 3.29
3.41 684 672 3.51 3.4
3.56 717 649 3.49 3.38
3.61 712 708 3.51 3.28
3.28 641 608 3.4 3.31
3.21 675 632 3.38 3.42
3.48 692 698 3.54 3.39
3.62 684 609 3.48 3.51
2.92 564 591 3.09 3.17
2.81 554 509 3.14 3.2
3.11 685 694 3.28 3.41
3.28 671 609 3.41 3.29
2.7 571 503 3.02 3.17
2.62 582 591 2.97 3.12
3.72 621 589 4 3.71
3.42 651 642 3.34 3.5
3.51 673 681 3.28 3.34
3.28 651 640 3.32 3.48
3.42 672 607 3.51 3.44
3.9 591 587 3.68 3.59
3.12 582 612 3.07 3.28
2.83 609 555 2.78 3
2.09 554 480 3.68 3.42
3.17 612 590 3.3 3.41
3.28 628 580 3.34 3.49
3.02 567 602 3.17 3.28
3.42 619 623 3.07 3.17
3.06 691 683 3.19 3.24
2.76 564 549 2.15 2.34
3.19 650 684 3.11 3.28
2.23 551 554 2.17 2.29
2.48 568 541 2.14 2.08
3.76 605 590 3.74 3.64
3.49 692 683 3.27 3.42
3.07 680 692 3.19 3.25
2.19 617 503 2.98 2.76
3.46 516 528 3.28 3.41
 

SAT is a standardized test for high school students. The SAT data is a study that examines the SAT and GPA information of 105 students who graduated from a university with a B.S. in computer science. As an advisor to the Admission Officer, you want to accept student applicants that have the high potential to excel in university. Can you predict a student's college grades using the grades and test scores from high school? What variables should or should not be included? Be sure to think about what variables are available at the time of application. Do not include if it is not available in highschool years. What is the final model? What is the minimum requirement to get university GPA above 3? Variable Description high_GPA High school grade point average math_SAT Math SAT score verb_SAT Verbal SAT score comp_GPA University Computer science program grade point average univ_GPA Overall university grade point average