Question
Use the accompanying data file to analyze the default probability for automobile loans. Predictor variables for default include loan-to-value ratio (LTV in %), FICO credit
Use the accompanying data file to analyze the default probability for automobile loans. Predictor variables for default include loan-to-value ratio (LTV in %), FICO credit score (FICO), and customer age. Click here for the Excel Data File Estimate the appropriate linear probability and logistic regression models and compute their accuracy rates. Note: Do not round intermediate calculations and round final answers to 2 decimal places. Use the preferred model to predict the default probability (in %) with LTV = 80%, FICO = 650, and Age = 40. Note: Do not round intermediate calculations and round final answer to 2 decimal places.
Default | LTV | FICO | Age |
0 | 70.5 | 705 | 61 |
0 | 73.91 | 586 | 20 |
0 | 80.33 | 779 | 67 |
0 | 91.06 | 764 | 55 |
0 | 68.45 | 776 | 32 |
0 | 90.75 | 721 | 52 |
1 | 92.23 | 633 | 35 |
0 | 83.15 | 735 | 65 |
1 | 82.13 | 543 | 35 |
0 | 63.98 | 775 | 20 |
0 | 68.59 | 788 | 36 |
0 | 67.65 | 629 | 37 |
0 | 83.98 | 727 | 36 |
0 | 74.29 | 738 | 66 |
0 | 86.63 | 716 | 37 |
1 | 77.93 | 659 | 45 |
1 | 84.96 | 664 | 64 |
0 | 93.74 | 617 | 64 |
0 | 74.16 | 714 | 30 |
0 | 86.88 | 746 | 54 |
0 | 91.91 | 649 | 35 |
0 | 68.79 | 669 | 46 |
0 | 82.85 | 706 | 55 |
0 | 66.02 | 576 | 59 |
0 | 70.55 | 626 | 61 |
0 | 74.36 | 641 | 20 |
0 | 62.43 | 561 | 29 |
0 | 74.24 | 773 | 36 |
1 | 89.83 | 750 | 33 |
0 | 72.89 | 760 | 54 |
0 | 77.43 | 774 | 53 |
0 | 81.19 | 558 | 64 |
0 | 77.79 | 635 | 60 |
0 | 67.96 | 674 | 57 |
1 | 88.48 | 566 | 38 |
0 | 83.39 | 740 | 47 |
0 | 87.42 | 725 | 22 |
0 | 65.45 | 553 | 62 |
0 | 85.16 | 661 | 66 |
0 | 75.16 | 770 | 43 |
1 | 88.27 | 550 | 64 |
0 | 82.71 | 613 | 25 |
0 | 87.05 | 665 | 30 |
0 | 79.7 | 692 | 42 |
1 | 78.95 | 606 | 42 |
1 | 87.26 | 646 | 40 |
0 | 62.75 | 632 | 20 |
0 | 77.27 | 776 | 50 |
1 | 85.43 | 571 | 54 |
1 | 84.17 | 558 | 36 |
0 | 77.28 | 781 | 65 |
0 | 89.56 | 651 | 55 |
0 | 76.02 | 633 | 21 |
0 | 69.83 | 583 | 67 |
0 | 64.26 | 554 | 29 |
0 | 65.18 | 704 | 20 |
0 | 72.12 | 685 | 31 |
0 | 78.6 | 787 | 54 |
0 | 83.18 | 691 | 30 |
0 | 75.02 | 556 | 30 |
0 | 91.21 | 581 | 19 |
0 | 71.4 | 659 | 31 |
1 | 76.69 | 540 | 53 |
0 | 72.64 | 650 | 20 |
0 | 82.83 | 605 | 21 |
0 | 70.26 | 775 | 38 |
0 | 77.31 | 719 | 43 |
0 | 86.52 | 581 | 50 |
0 | 64.7 | 659 | 54 |
0 | 90.01 | 713 | 22 |
0 | 72.85 | 655 | 39 |
0 | 88.86 | 779 | 67 |
0 | 73.09 | 718 | 59 |
0 | 72.68 | 639 | 29 |
1 | 77.24 | 569 | 42 |
0 | 90.55 | 600 | 19 |
0 | 89.66 | 756 | 31 |
0 | 74.48 | 649 | 41 |
0 | 86.87 | 664 | 55 |
0 | 92.74 | 713 | 68 |
0 | 75.91 | 730 | 35 |
0 | 84.8 | 579 | 65 |
0 | 74.8 | 752 | 66 |
0 | 72.41 | 777 | 63 |
0 | 86.23 | 687 | 43 |
0 | 68.49 | 666 | 57 |
1 | 84.76 | 587 | 58 |
0 | 65.89 | 540 | 52 |
0 | 69.86 | 759 | 47 |
0 | 66.59 | 574 | 35 |
0 | 69.67 | 546 | 18 |
0 | 63.89 | 775 | 21 |
0 | 82.55 | 613 | 22 |
0 | 90.04 | 581 | 19 |
0 | 86.93 | 640 | 35 |
0 | 87.51 | 655 | 24 |
0 | 76.57 | 649 | 48 |
0 | 75.12 | 669 | 20 |
0 | 87.95 | 752 | 18 |
0 | 81.36 | 554 | 26 |
0 | 82.95 | 679 | 60 |
0 | 73.3 | 712 | 56 |
0 | 70.65 | 705 | 32 |
0 | 93.77 | 706 | 27 |
0 | 82.27 | 658 | 29 |
0 | 68.82 | 782 | 21 |
0 | 66.14 | 641 | 21 |
0 | 77.3 | 752 | 25 |
0 | 91.57 | 729 | 22 |
0 | 81.16 | 673 | 20 |
0 | 93.24 | 759 | 44 |
0 | 85.42 | 657 | 57 |
0 | 73.42 | 542 | 53 |
0 | 75.81 | 722 | 21 |
0 | 66.74 | 719 | 19 |
0 | 62.42 | 587 | 40 |
0 | 84.9 | 702 | 26 |
0 | 65.3 | 675 | 54 |
0 | 76.28 | 624 | 53 |
0 | 82.48 | 699 | 62 |
0 | 93.74 | 747 | 34 |
0 | 77.86 | 717 | 67 |
0 | 77.5 | 627 | 67 |
0 | 67.55 | 572 | 20 |
0 | 86.15 | 637 | 63 |
0 | 76.52 | 772 | 59 |
0 | 78.36 | 741 | 54 |
0 | 68.64 | 730 | 32 |
0 | 69.32 | 779 | 43 |
0 | 81.06 | 788 | 39 |
0 | 80.4 | 692 | 49 |
0 | 64.47 | 547 | 64 |
0 | 63.14 | 624 | 30 |
0 | 82.57 | 609 | 32 |
1 | 91.72 | 569 | 55 |
1 | 81.14 | 551 | 56 |
0 | 79.95 | 633 | 65 |
1 | 78.83 | 624 | 41 |
0 | 93.52 | 583 | 61 |
0 | 78.24 | 695 | 34 |
0 | 83.85 | 639 | 28 |
0 | 81.25 | 779 | 64 |
0 | 69.64 | 703 | 21 |
0 | 70.26 | 622 | 39 |
1 | 85.34 | 589 | 41 |
0 | 76.48 | 569 | 39 |
0 | 67.6 | 789 | 52 |
0 | 85.89 | 635 | 56 |
0 | 65.36 | 680 | 64 |
0 | 89.67 | 723 | 59 |
0 | 81.67 | 758 | 23 |
0 | 79.83 | 683 | 27 |
0 | 72.52 | 543 | 50 |
0 | 76.5 | 767 | 62 |
0 | 78.01 | 733 | 48 |
0 | 67.79 | 636 | 31 |
0 | 78.95 | 564 | 62 |
0 | 64.41 | 552 | 27 |
0 | 70.89 | 745 | 42 |
0 | 68.81 | 747 | 18 |
0 | 71.11 | 704 | 36 |
0 | 90.64 | 573 | 40 |
0 | 76.28 | 625 | 24 |
0 | 86.96 | 723 | 49 |
0 | 90.18 | 767 | 33 |
0 | 75.22 | 714 | 30 |
0 | 64.04 | 600 | 36 |
0 | 72.74 | 701 | 63 |
0 | 85.16 | 610 | 68 |
0 | 72.8 | 779 | 55 |
0 | 82.17 | 580 | 68 |
0 | 88.9 | 645 | 45 |
0 | 89.4 | 603 | 40 |
0 | 74.52 | 564 | 66 |
0 | 74.18 | 747 | 25 |
0 | 90.65 | 671 | 21 |
0 | 82.62 | 707 | 19 |
0 | 85.71 | 642 | 49 |
0 | 81.37 | 751 | 53 |
0 | 90.9 | 724 | 58 |
0 | 71.4 | 627 | 25 |
0 | 68.12 | 777 | 26 |
0 | 90.37 | 702 | 67 |
1 | 78.11 | 549 | 38 |
1 | 90.07 | 689 | 27 |
1 | 68.05 | 644 | 42 |
0 | 86.26 | 559 | 45 |
0 | 85.18 | 672 | 34 |
0 | 92.2 | 781 | 68 |
0 | 79.52 | 717 | 44 |
0 | 84.78 | 678 | 25 |
0 | 74.44 | 601 | 40 |
0 | 65.23 | 735 | 49 |
0 | 91.67 | 703 | 28 |
0 | 71.06 | 748 | 25 |
0 | 80.9 | 702 | 57 |
0 | 65.53 | 660 | 50 |
0 | 88.9 | 664 | 32 |
0 | 72.17 | 635 | 28 |
0 | 87.05 | 653 | 31 |
0 | 70.56 | 744 | 45 |
0 | 69 | 772 | 52 |
1 | 78.54 | 577 | 37 |
0 | 70.61 | 727 | 66 |
0 | 67.8 | 784 | 24 |
0 | 78.59 | 784 | 20 |
0 | 80.01 | 628 | 43 |
0 | 66.13 | 638 | 47 |
0 | 70.2 | 778 | 60 |
1 | 84.97 | 567 | 51 |
0 | 92.77 | 774 | 65 |
0 | 65.2 | 627 | 44 |
0 | 86.42 | 673 | 22 |
0 | 92.33 | 675 | 68 |
0 | 88.2 | 719 | 38 |
0 | 71.87 | 641 | 63 |
1 | 82.79 | 578 | 62 |
0 | 92.51 | 625 | 33 |
0 | 92.52 | 697 | 25 |
0 | 72.88 | 554 | 31 |
0 | 70.4 | 753 | 18 |
0 | 67.29 | 593 | 59 |
0 | 72.31 | 675 | 27 |
0 | 78.32 | 574 | 60 |
0 | 91.57 | 621 | 26 |
0 | 78.35 | 695 | 56 |
0 | 70.24 | 604 | 44 |
0 | 63.49 | 699 | 32 |
0 | 75.37 | 661 | 35 |
0 | 89.33 | 775 | 53 |
0 | 73.11 | 754 | 48 |
0 | 66.21 | 633 | 41 |
0 | 73.98 | 619 | 35 |
0 | 82.21 | 747 | 66 |
0 | 74.48 | 653 | 50 |
0 | 84.07 | 619 | 28 |
0 | 84.06 | 564 | 36 |
0 | 79.76 | 556 | 44 |
0 | 75.75 | 712 | 62 |
0 | 76.49 | 707 | 26 |
0 | 71.81 | 766 | 30 |
0 | 80.51 | 615 | 26 |
0 | 91.13 | 773 | 49 |
0 | 66.56 | 590 | 43 |
0 | 75.28 | 738 | 27 |
0 | 68.75 | 596 | 38 |
1 | 75.72 | 548 | 47 |
0 | 66.25 | 756 | 33 |
0 | 76.72 | 711 | 42 |
0 | 92.17 | 776 | 65 |
0 | 86.38 | 709 | 20 |
0 | 91.85 | 751 | 45 |
0 | 77.06 | 630 | 40 |
0 | 81.31 | 638 | 63 |
0 | 77.52 | 682 | 62 |
0 | 65.48 | 564 | 26 |
0 | 69.93 | 588 | 56 |
0 | 77.95 | 687 | 38 |
0 | 73.93 | 728 | 46 |
0 | 91.91 | 757 | 22 |
0 | 78.77 | 633 | 24 |
0 | 72.15 | 740 | 64 |
0 | 70.89 | 555 | 62 |
0 | 87.2 | 696 | 26 |
0 | 84.48 | 629 | 45 |
0 | 67.28 | 687 | 64 |
0 | 64.06 | 768 | 34 |
0 | 86.15 | 590 | 26 |
0 | 81.85 | 632 | 65 |
0 | 67.43 | 708 | 41 |
0 | 63.99 | 732 | 29 |
0 | 65.49 | 671 | 18 |
0 | 74.21 | 747 | 49 |
0 | 67.42 | 672 | 38 |
0 | 71.56 | 665 | 63 |
0 | 68.15 | 645 | 43 |
0 | 70.23 | 631 | 54 |
0 | 67.8 | 571 | 19 |
0 | 77.27 | 615 | 37 |
1 | 86.66 | 609 | 37 |
0 | 62.89 | 733 | 35 |
0 | 78.87 | 735 | 36 |
1 | 90.17 | 576 | 50 |
0 | 73.94 | 669 | 20 |
0 | 63.53 | 689 | 53 |
0 | 66.44 | 666 | 59 |
0 | 72.29 | 637 | 43 |
0 | 66.95 | 647 | 24 |
0 | 66.23 | 543 | 63 |
0 | 69.08 | 770 | 39 |
0 | 69.24 | 560 | 42 |
0 | 66.21 | 667 | 54 |
0 | 93.41 | 745 | 30 |
0 | 72.46 | 690 | 33 |
0 | 78.22 | 646 | 53 |
0 | 83.81 | 680 | 57 |
0 | 65.17 | 737 | 19 |
0 | 65.8 | 582 | 46 |
0 | 63.61 | 783 | 51 |
0 | 91.74 | 658 | 65 |
0 | 83.56 | 772 | 53 |
0 | 65.04 | 765 | 31 |
0 | 77.76 | 728 | 39 |
0 | 76.77 | 709 | 24 |
0 | 74.01 | 702 | 25 |
1 | 93.72 | 558 | 50 |
0 | 67.64 | 646 | 35 |
0 | 88.03 | 673 | 39 |
0 | 64.19 | 776 | 65 |
0 | 74.81 | 718 | 37 |
0 | 66.52 | 721 | 29 |
0 | 68.19 | 658 | 53 |
0 | 88.92 | 570 | 18 |
0 | 85.04 | 736 | 52 |
0 | 70.55 | 650 | 58 |
0 | 77.84 | 648 | 43 |
0 | 64.66 | 547 | 33 |
0 | 73.32 | 577 | 55 |
0 | 93.01 | 646 | 33 |
0 | 81.99 | 732 | 57 |
0 | 83.27 | 541 | 24 |
0 | 72 | 691 | 58 |
0 | 74.98 | 766 | 43 |
1 | 93.87 | 717 | 60 |
1 | 89.36 | 606 | 56 |
0 | 92.51 | 753 | 63 |
0 | 87.99 | 623 | 32 |
0 | 87.03 | 685 | 40 |
0 | 70.57 | 648 | 32 |
0 | 86.39 | 553 | 34 |
1 | 93.56 | 722 | 61 |
0 | 71.4 | 677 | 23 |
0 | 74.78 | 728 | 38 |
1 | 87.99 | 553 | 38 |
0 | 64.47 | 719 | 40 |
0 | 73.64 | 614 | 27 |
0 | 76.16 | 611 | 31 |
0 | 67.01 | 747 | 51 |
0 | 80.63 | 562 | 59 |
1 | 93.05 | 551 | 39 |
0 | 93.66 | 627 | 26 |
0 | 67.65 | 676 | 32 |
0 | 79.35 | 692 | 58 |
0 | 74.3 | 608 | 26 |
1 | 83.64 | 591 | 57 |
0 | 70.62 | 635 | 44 |
0 | 77.02 | 658 | 34 |
0 | 67.5 | 749 | 32 |
0 | 73.81 | 570 | 58 |
0 | 85.21 | 709 | 23 |
0 | 77.56 | 664 | 60 |
0 | 64.04 | 766 | 22 |
1 | 87.11 | 678 | 54 |
0 | 75.39 | 572 | 61 |
0 | 93.39 | 651 | 67 |
0 | 71.05 | 588 | 30 |
0 | 89.13 | 649 | 19 |
0 | 64.63 | 596 | 29 |
0 | 90.37 | 780 | 24 |
0 | 77.1 | 652 | 37 |
0 | 65.49 | 734 | 22 |
0 | 72.66 | 580 | 32 |
0 | 88.8 | 757 | 46 |
0 | 70.86 | 592 | 34 |
0 | 80.79 | 584 | 65 |
0 | 88.78 | 581 | 37 |
0 | 64.28 | 681 | 66 |
0 | 84.49 | 722 | 32 |
0 | 84.36 | 759 | 52 |
0 | 76.85 | 717 | 25 |
0 | 75.98 | 659 | 59 |
0 | 79.99 | 745 | 56 |
1 | 91.71 | 544 | 40 |
0 | 69.37 | 789 | 41 |
0 | 69.1 | 699 | 52 |
0 | 75.45 | 647 | 22 |
1 | 72.67 | 547 | 50 |
0 | 89.67 | 728 | 57 |
0 | 67.67 | 592 | 29 |
0 | 77.79 | 790 | 20 |
0 | 75.75 | 767 | 37 |
0 | 80.06 | 718 | 35 |
0 | 83 | 723 | 40 |
1 | 93.31 | 658 | 37 |
0 | 69.43 | 756 | 64 |
0 | 69.71 | 581 | 27 |
0 | 87.5 | 695 | 25 |
1 | 88.61 | 613 | 49 |
0 | 65.63 | 654 | 19 |
0 | 92.83 | 551 | 21 |
0 | 66.71 | 584 | 57 |
0 | 66.6 | 554 | 65 |
0 | 91.61 | 776 | 28 |
0 | 78.23 | 626 | 50 |
0 | 66.96 | 669 | 35 |
0 | 73.15 | 696 | 66 |
0 | 83.11 | 599 | 59 |
0 | 71.98 | 669 | 55 |
0 | 73.25 | 742 | 29 |
0 | 66.73 | 627 | 20 |
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