Background:
You work for the internal audit department at the Universal Bank. One of the routine audit is the approval of personal loans and mortgages. For this year, you are assigned to build a model of personal loan approval based on various factors. The model will be applied to all branches to red flag potential loan approval frauds. You collect the following data for your analysis.
Data Description (Statistic.com): | ||||||||
ID | Customer ID | |||||||
Age | Customer’s age in completed years | |||||||
Experience | #years of professional experience | |||||||
Income | Annual income of the customer ($000) | |||||||
ZIPCode | Home Address ZIP code. | |||||||
Family | Family size of the customer | |||||||
CCAvg | Avg. spending on credit cards per month ($000) | |||||||
Education | Education Level. 1: Undergrad; 2: Graduate; 3: Advanced/Professional | |||||||
Mortgage | Value of house mortgage if any. ($000) | |||||||
Personal Loan | Did this customer get approval for the personal loan? | |||||||
Securities Account | Does the customer have a securities account with the bank? | |||||||
CD Account | Does the customer have a certificate of deposit (CD) account with the bank? | |||||||
Online | Does the customer use internet banking facilities? | |||||||
CreditCard | Does the customer use a credit card issued by UniversalBank? | |||||||
Instruction:
For this homework, the grade will be determined based on analysis (50%) and your discussion (50%, the logic, consistency, the depth of explanations, whether there is enough information for readers to understand, etc.).