An Automobile Finance Company Analyzed a Sample of Recent Automobile

question 59

Multiple Choice

An automobile finance company analyzed a sample of recent automobile loans to try to determine key factors in identifying borrowers who would be likely to default on their auto loan. The response variable Default equals 1 if the borrower defaulted during the term of the loan and 0 otherwise. The predictor variable AutoDebt% was the ratio (expressed as a percent) of the required loan payments to the borrower's take-home income at the time of purchase. JobTime was the number of years the borrower had worked at their current job at the time of purchase. CredScore was the borrower's credit score at the time of purchase. Below is part of the classification tree the finance company derived from the data collected in the study. Assume they classify those with a default probability estimate of at least .5 as Defaulters. A potential borrower with a credit score of 668 who has just started their current job is applying for a loan with payments equaling 7% of their income. Based on this classification tree, the best estimate of the probability that this loan applicant would default would be ________.

• A) .000
• B) .181
• C) .239
• D) .867
• E) 1.000

---

Definitions:

JButton

A graphical user interface component in Java Swing that represents a button which can be pressed by the user to perform an action.

Two-dimensional Table

A data structure that arranges information in rows and columns, effectively forming a grid.

GridLayout

A layout manager in Java Swing that arranges components in a rectangular grid.

Menu Item

A component in graphical user interfaces that represents an option or command in a menu.