CREDIT RISK ASSESSMENT AND MANAGEMENT - Prompt¶
Purpose¶
Credit Risk Assessment
Instructions¶
- A bank is considering whether to approve a $200,000 mortgage loan for a customer who wants to buy a house. The bank has the following information about the customer.
- Review the customer's credit score, debt-to-income ratio, loan-to-value ratio, employment status, income, savings, other debts, and the house information.
- Assign a rating for each criterion based on the customer and the house information.
- Combine the ratings for each criterion to form a composite rating.
- Look up the maximum loan amount and the minimum interest rate for the composite rating in the policy table.
- Compare the requested loan amount and the offered interest rate with the policy limits.
- Decide whether to approve or reject the loan application based on the comparison and other factors.
- If you need to make assumptions, approve or decline the loan and list the conditions that must first be validated before this decision can be made.
Customer Information¶
- Credit score: 720 (out of 850)
- Debt-to-income ratio: 35%
- Loan-to-value ratio: 80%
- Employment status: Full-time, stable
- Income: $60,000 per year
- Savings: $10,000
- Other debts: $15,000 (car loan and credit cards)
House Information¶
- Appraised value: $250,000
- Location: Suburban, low crime rate, good school district
- Market trend: Stable, moderate demand, low inventory
- Interest rate: 4% fixed for 30 years
Credit Risk Assessment Model¶
The bank uses a credit risk assessment model that assigns a rating from A to D based on the following criteria:
- Credit score: A (700 or above), B (650–699), C (600–649), D (below 600)
- Debt-to-income ratio: A (below 30%), B (30–39%), C (40–49%), D (50% or above)
- Loan-to-value ratio: A (below 70%), B (70–79%), C (80–89%), D (90% or above)
- Employment status: A (full-time, stable), B (full-time, variable), C (part-time, stable), D (part-time, variable or unemployed)
- Market trend: A (rising, high demand, low inventory), B (stable, moderate demand, low inventory), C (stable, moderate demand, high inventory), D (declining, low demand, high inventory)
The bank also uses a credit risk assessment policy that defines the maximum loan amount and the minimum interest rate for each rating combination, as shown in the table below:
Rating | Maximum loan amount | Minimum interest rate |
---|---|---|
AAAAA | $500,000 | 3.5% |
AAAAB | $450,000 | 3.75% |
AAAAC | $400,000 | 4% |
AAAAD | $350,000 | 4.25% |
AAABA | $400,000 | 3.75% |
AAABB | $350,000 | 4% |
AAABC | $300,000 | 4.25% |
AAABD | $250,000 | 4.5% |
AAACA | $350,000 | 4% |
AAACB | $300,000 | 4.25% |
AAACC | $250,000 | 4.5% |
AAACD | $200,000 | 4.75% |
AAADA | $300,000 | 4.25% |
AAADB | $250,000 | 4.5% |
AAADC | $200,000 | 4.75% |
AAADD | $150,000 | 5% |
ABAAA | $400,000 | 4% |
... | ... | ... |
DDDDD | $50,000 | 6.5% |
Credit Risk Assessment Process¶
-
Assign Ratings:
Assign a rating for each criterion based on the customer and the house information.
Example: The customer’s credit score of 720 corresponds to a rating of A. -
Composite Rating:
Combine the ratings for each criterion to form a composite rating.
Example: Ratings for credit score, debt-to-income ratio, loan-to-value ratio, and employment status are A, B, C, and A respectively; and the house has a rating of B for market trend. Thus, the composite rating is ABACA. -
Policy Lookup:
Look up the maximum loan amount and the minimum interest rate for the composite rating in the policy table.
Example: For composite rating ABACA, maximum loan amount is $300,000 and minimum interest rate is 4.25%. -
Comparison:
Compare the requested loan amount and the offered interest rate with the policy limits.
Example: The customer requests $200,000 and the offered rate is 4%, which are both within the policy limits. -
Decision:
Decide whether to approve or reject the loan application based on the comparison and other factors (e.g., credit history, savings, and other debts).
Example: The bank may approve the loan due to good credit history, sufficient savings, manageable debts, and acceptable loan terms. Alternatively, if factors like a high debt-to-income ratio or risky market trends are present, the bank might reject the request or approve it with conditions.