Advanced Risk Models vs Explainability
Define mandatory governance outcomes centrally, then delegate implementation method to business units that document equivalent controls.
CyberTRIZ analysis · Banking contradiction G004 · one of 8,235 worked contradictions published by CyberTRIZ.AI
Regulations
Business Context
Sophisticated quantitative models improve risk measurement but become increasingly difficult for executives, auditors, supervisors, and regulators to understand.
Banking TRIZ Resolution
Complement advanced models with explainable analytics, sensitivity analysis, standardized documentation, and transparent governance.
Recommended Principles
Principle 17 - Another Dimension
Principle 23 - Feedback
Principle 40 - Composite Materials
Expected Outcome
Better model transparency
Stronger governance
Improved regulatory confidence
TRIZ principles applied
P17 Another DimensionP23 FeedbackP40 Composite Materials