To meet stringent regulatory requirements and manage a growing and diverse model inventory, large banks are adopting centralized Model Risk Management (MRM) Centers of Excellence to ensure consistent validation, audit readiness, and ongoing compliance.
The Challenge
The bank required the establishment of a centralized Model Risk Management Center of Excellence to independently validate a large, diverse inventory of statistical and analytical models across business functions. The validation needed to comply fully with SR 11-7 and OCC Bulletin 2011-12 regulatory directives.
The scope included complex model types spanning credit risk, fraud, economic capital, regulatory stress testing, and marketing analytics, built using a wide range of traditional statistical, econometric, and machine learning techniques. Ensuring consistency, quality, regulatory compliance, and timely delivery across this spectrum was the core challenge.
Our Approach
Coforge designed and implemented a comprehensive, regulator-aligned model validation framework, enabling independent, repeatable, and auditable validation across the bank’s enterprise model inventory.
Centralized Model Validation Framework
Established a standardized validation approach covering the full lifecycle of model assessment in alignment with regulatory expectations.
Model Theory Review
Conducted detailed reviews of model objectives, theoretical foundations, and segmentation strategies in close collaboration with model owners.
Data Input Validation
Performed rigorous input data reconciliation, variable selection assessment, and validation of data quality and suitability.
Data Output Evaluation
Evaluated model outputs through in-sample and out-of-time testing, supported by internal and external benchmarking techniques.
Override Analysis & Governance
Assessed the magnitude, frequency, and business justification of overrides to ensure transparency, control, and regulatory defensibility.

Impact to Date
250+ Models
120+ PPNR Models
100% SLA Adherence
100% Regulatory Compliance
Key Outcomes
- Enterprise-Grade Model Governance Established a centralized and consistent validation capability aligned with SR 11-7 and OCC 2011-12 guidance.
- Regulatory Readiness at Scale Enabled audit-ready documentation and defensible validation outcomes across hundreds of complex models.
- Improved Risk Transparency Provided independent insights into model performance, assumptions, overrides, and limitations across the enterprise.
- Operational Excellence Delivered large-scale model validation with zero SLA breaches, ensuring trust with regulators and internal stakeholders.
By establishing a robust Model Risk Management Center of Excellence, Coforge enabled the bank to validate complex models at scale, meet stringent regulatory requirements, and strengthen confidence in enterprise-wide risk and analytical decision-making.
