A Bank Manager Is Interested in Assigning a Rating to the Holders

question 108

Essay

A bank manager is interested in assigning a rating to the holders of credit cards issued by her bank. The rating is based on the probability of defaulting on credit cards and is as follows. To estimate this probability, she decided to use the logit model,
P = , where
y = a binary response variable which is 1 if the credit card is in default and 0 otherwise
x₁ = the ratio of the credit card balance to the credit card limit (in %)
x₂ = the ratio of the total debt to the annual income (in %)
The following output is obtained. Note: The p-values of the corresponding tests are shown in parentheses below the estimated coefficients.
What are the conclusions of the tests of individual significance for the balance ratio and the debt ratio at the 1% level?

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Definitions:

Criminal Fraud

Intentional deception or misrepresentation made for personal gain or to damage another individual, which is punishable by law.

Conduct

The manner in which an individual or organization behaves or acts, especially concerning adherence to laws, regulations, or established norms.

Elements

Elements refer to the essential components or criteria that must be present for a legal claim or theory to be valid.

White-Collar Crime

Financially motivated, non-violent crime committed by businesses and government professionals.