Skip to main content

Fortifying Model Risk: Coforge Builds Robust MRM Center of Excellence for US Banking Giant

article banner

Overview.

A major US bank, managing over 250 statistical models, faced the challenge of establishing a robust Model Risk Management Centre of Excellence (CoE). This initiative was crucial for enhancing model governance, ensuring regulatory compliance, and mitigating risks associated with model theory, data inputs, outputs, and overrides. Coforge partnered with the bank to develop and implement a comprehensive model validation approach, powered by SAS, to safeguard operations and minimize potential penalties in the complex banking landscape.

Challenges.

  • Managing risk across 250+ statistical models
  • Need for enhanced model governance
  • Ensuring regulatory compliance
  • Mitigating risks in model theory, data inputs, outputs, and overrides
  • Potential for significant penalties due to model failures
  • Requirement for effective and timely model validation

Solution.

Coforge implemented a comprehensive model validation framework using SAS:

  • Model Theory Review: Collaborated with model owners on segmentation and assumptions
  • Data Input Validation: Assessed input data reconciliation and variable selection
  • Data Output Evaluation: Conducted in-sample, out-of-sample, and benchmark validation
  • Overrides Review: Rigorously examined magnitude, frequency, and business justification

Key highlights:

  • Consistent on-time delivery of model validation reports and recommendations
  • High acceptance rate of validation recommendations by model owners
  • Near-perfect model pass rate after addressing identified issues
  • Significant reduction in potential monetary penalties

The impact.

100%

On-Time Delivery of Validations

85%

Acceptance of Recommendations

50%

Reduction in Potential Penalties

Bring us your challenge.

Let’s Coforge your next success story.

Related reads.

WHAT WE DO.

Explore our wide gamut of digital transformation capabilities and our work across industries.

Explore