Find the right AI tools for any job, task or industry.ZAToolPricing not verified
Zest AIAI lendingAI for credit underwriting, fraud detection and lending intelligence.
Credit unions and banks using AI underwriting.
AI SKILLS · Finance, accounting & investment
Explainable AI in credit decisions
Validate AI credit scores and spreading, explain decisions to borrowers and manage model risk.
Why this skill matters
Credit models affect access to finance and are covered by model-risk and fair-lending expectations.
What to learn
- Check spread financials against source statements
- Explain the main drivers of a score or decline
- Monitor model performance and outcomes across borrower groups
Before you begin
Credit analysis basics and introductory statistics
PUT IT INTO PRACTICE
Build a work sample
Using synthetic data only, score a sample loan book with a simple model, explain five decisions in plain language and compare approval rates across groups.
Evidence of progress
A validation note with driver explanations, outcome comparisons and monitoring triggers. This is an educational check, not a complete fair-lending, adverse-action or model-risk compliance review.
This exercise is an original ToolGrail suggestion. Use public, synthetic, or approved data.
LEARNING RESOURCE
Bank of England SS1/23: model risk management principles for banks
Bank of England · Resource checked 2026-11-13
Open learning resource ↗This may be documentation, a framework, or a training path. Product access, accounts, or paid licenses may be needed for hands-on exercises.
Tools you could practice with
Chosen by an editor because they support this exercise. They are examples, not requirements or endorsements: use a tool you already have access to, with synthetic or approved data, and check its evidence level.
nTool + MCPPricing not verified
nCinoBanking and lending platformBanking software with AI agents for banking roles across lending and account opening.
Banks and credit unions modernising lending.
MTool + MCPPricing not verified
Moody’sCredit ratings and researchCredit ratings, research and data for capital markets, with GenAI research capabilities.
Credit analysts, risk teams and fixed income investors.
VTool + MCPPricing not verified
ValidisFinancial data extractionConnects to more than 100 accounting systems and standardises financial data for audit, lending and advisory.
Audit firms and lenders who need client ledger data quickly.
Skill descriptions, exercises, and priorities are editorial. They are not professional qualifications or guarantees of employment. Read our skills methodology →