Consumer Credit Risk Assessment Framework
Assess consumer creditworthiness with defensible risk decisions and regulatory compliance
What You Can Do
You systematically evaluate consumer credit applications by synthesizing credit reports, income documentation, employment history, and behavioral indicators into quantified risk assessments. The framework generates defensible approval/decline recommendations tiered by risk level (prime, near-prime, subprime), incorporates Fair Lending Act compliance checks, and documents decisions that withstand regulatory examination and customer appeals.
Features
calculates and interprets DTI thresholds across income types and lending products
evaluates credit history patterns, payment discipline, and account management behavior
categorizes applicants into approval tiers with corresponding decision rationales
validates Fair Lending Act adherence and flags potential discrimination risks
tests loan viability under economic downturns and assumption shifts
creates audit-ready decision records with clear underwriting rationale
evaluates individual decisions against portfolio composition and loss targets
Example Output
Application Assessment Output
Applicant: Jane D., $65K annual income, 2 existing debts
Decision Recommendation: CONDITIONAL APPROVAL
- DTI Analysis: 38% (acceptable with compensating factors)
- Risk Tier: Near-prime (fair credit, stable employment)
- Conditions: Require 6-month bank statement verification, minimum 15% down payment
- Compliance Status: ✓ No Fair Lending flags detected
- Portfolio Impact: Adds $12K to near-prime segment; maintains target risk distribution
Applicant: Marcus T., $40K income, recent delinquency
Decision Recommendation: DECLINE
- DTI Analysis: 52% (exceeds acceptable threshold)
- Risk Tier: Subprime with elevated risk factors
- Primary Factors: Recent 30-day payment delinquency (6 months ago), high revolving utilization (89%)
- Compliance Status: ✓ Decision based on credit factors, not protected characteristics
- Alternative: Recommend reapplication after 12-month seasoning period
What's Included
- SKILL.md instruction file: complete framework methodology and compliance guardrails
- Credit assessment template: structured worksheet for analyzing income, debt, and behavioral factors
- Risk-tiering matrix: decision guidelines for prime/near-prime/subprime categorization
- DTI calculation worksheet: income types, debt obligations, and threshold analysis
- Fair Lending Act compliance checklist: validation questions for discrimination-free decisions
- Portfolio stress-testing framework: economic scenario assumptions and impact modeling
- Decision documentation form: audit-ready template for recording underwriting rationale
Who It's For
- Credit analysts — evaluating consumer credit applications and making approval/decline decisions
- Loan officers — underwriting auto loans, personal loans, and credit card accounts
- Risk management teams — establishing consistent underwriting standards and controlling portfolio losses
- Compliance officers — validating credit decisions for regulatory examinations and audit defense
- Credit policy managers — updating decision matrices and risk-tiering frameworks
Best For
- Evaluating consumer credit applications (auto, personal, credit card products)
- Building defensible approval/decline recommendations with documented rationale
- Assessing debt-to-income and calculating repayment capacity
- Conducting Fair Lending Act compliance validation
- Stress-testing credit decisions under economic downturns
- Creating audit-ready decision documentation for regulatory examination
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