Article

Speeding up IRB models: The Shift to Ex-Post Model Supervision on October 1, 2026

Speeding up IRB models - decision ECB
May 18, 2026
Model Risk Management
Model Risk Management regulation

Internal Ratings-Based (IRB) models are the engine of modern banking, allowing institutions to use their own data to calculate capital requirements. For years, the industry has been slowed down by a massive approval queue, where even material improvements were held up for months awaiting supervisory review.

The European Central Bank (ECB) is now fundamentally changing this dynamic. By shifting toward a more proactive, risk-based supervision framework, the ECB is returning speed and responsibility to the banks. While October 1, 2026, marks the formal start of the new ex-post implementation rules, the preparation for this shift is already redefining how risk functions operate.

The Shift to Ex-Post Supervision

The core of the reform is a move away from the traditional ex-ante approval process for material IRB model changes. Historically, banks had to wait for a dedicated on-site investigation before implementing improvements. Under the new approach, the ECB aims to make the process faster and more predictable.

  • Implementation Speed: Banks will be allowed to implement material changes shortly after submitting a complete application package.
  • Internal Accountability: This flexibility is granted on the condition that the bank’s internal control function provides a credible confirmation that the model is fully compliant.
  • Capital Safeguards: To maintain resilience, changes resulting in lower risk weights will be subject to a capital floor, set at 98% of the current risk weights. This floor is only lifted after the ECB has thoroughly assessed the model features through a targeted investigation.

How Yields Powers Regulatory Readiness

The ECB is effectively giving banks the permission to move faster, provided they have the industrial-grade governance to prove they are staying within regulatory lines. This is where Yields acts as a strategic enabler for risk and validation teams.

To capitalize on this streamlined oversight, banks need a Single Source of Truth that satisfies the demand for credible internal confirmation. Yields provides the infrastructure to manage this transition:

  • Automated Evidence and Validation for IRB Models: The ECB now expects the internal control function to guarantee compliance upfront. Compliance is achieved through a combination of robust governance and technology, not merely evidence alone. Yields automates the collection of evidence and manages the full governance workflow, allowing teams to generate the required credible confirmation with a full, unalterable audit trail.
  • Proactive Outlier Detection for IRB Models: The ECB will focus its on-site investigations on models that show outlier behavior or weaknesses in a changing macroeconomic environment. Yields offers real-time monitoring and performance dashboards, enabling banks to detect these anomalies internally before they trigger a regulatory red flag.
  • Materiality Management for IRB Models: With the EBA’s revised standards recalibrating materiality criteria, Yields can automatically classify model changes using quantitative thresholds. This ensures that banks correctly identify which changes qualify for the new streamlined notification process. By automatically performing risk tiering based on quantitative thresholds, Yields enables banks to focus their internal validation resources on the most critical changes, in full alignment with the revised EBA standards.

A Focus on Strategic Portfolios

The ECB is also using this reform to encourage banks to focus their internal IRB models on strategic loan portfolios. Models that rely on limited data or require high operational effort are being pushed toward the Standardised Approach to reduce complexity.

For institutions committed to the IRB path, the message is clear: the regulator is granting more autonomy, but the price of that autonomy is total internal accountability. By automating governance and validation workflows via Yields, banks can ensure they are ready to meet these high supervisory standards while maintaining the agility the new framework allows.

About the

Author(s)

Jos Gheerardyn Yields
Jos Gheerardyn
CEO and Co-founder

Jos Gheerardyn is the co-founder and Chief Executive Officer (CEO) of Yields. Prior to his current role, he worked as both a manager and an analyst in the field of quantitative finance. With nearly 20 years of experience, he has worked with leading international investment banks and start-up companies. Jos is the author of multiple patents that apply quantitative risk management techniques to the energy balancing market. Jos holds a PhD in superstring theory from the University of Leuven.

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