Risk Management
Articles on Risk Management from ADVISORI
The EU AI Act for Banks: What 13 Years of BCBS 239 Are Really Worth in the Age of AI
The EU AI Act finds banks on familiar ground: data quality, data lineage, model risk management, and human oversight are disciplines that BCBS 239 has required since 2013 and that the ECB has tightened in its RDARR Guide. The head start is real, but limited. Three requirements have no equivalent in the current framework: bias and fairness controls, the explainability of model decisions, and the fundamental rights impact assessment under Article 27. An assessment that identifies specific areas requiring action.

Dr. Helge Thiele
September 04, 2026
AI-Ready Data: Assessing Your Data – The Data Quality Dimensions That Determine AI Success
AI readiness is decided earlier than most organizations expect — at the level of the data itself. This article sets out the data quality dimensions that make data AI-ready, places data readiness for AI within the regulatory framework from the EU AI Act to BCBS 239, and explains why the four classic quality dimensions are not sufficient for AI models.

Dr. Helge Thiele
September 03, 2026
AI Governance for Banks: Connecting Data, Models, and Internal Structures
AI governance does not replace what banks already do well. It builds on it. This article shows how data governance, model governance, and internal governance combine into a framework that satisfies supervisors and enables AI at scale: from dataset suitability and continuous monitoring to accountability across the three lines of defense.

Dr. Helge Thiele
July 30, 2026
9th MaRisk Amendment 2026: What Changes for Banks Now
The 9th MaRisk Amendment is final: more proportionality, SNCI reliefs, new size categories. All changes, deadlines and an implementation roadmap to 2027.

David Curtis Behm
July 24, 2026
The EU Benchmarks Regulation Tightens Again: What ESMA's 2026 Internal Control Guidelines Mean for Benchmark Administrators
The EU Benchmarks Regulation has acquired another layer. On 5 May 2026, ESMA published new Guidelines on Internal Controls that apply from 1 October 2026 — the latest step in a regulatory story running straight back to the LIBOR scandal. Here's what benchmark administrators and credit rating agencies now have to demonstrate.

Dr. Helge Thiele
July 17, 2026
The EBA Climate Stress Test: The New 2027 Climate Risk Module and What Banks Should Do
The draft 2027 EBA stress test introduces a dedicated climate risk module, layering transition and flood shocks onto the adverse macro-financial scenario. It leaves capital ratios untouched for now, but it produces exactly the kind of supervisory dataset that shapes future cycles, so the draft is best treated as a dry run.

Dr. Helge Thiele
July 13, 2026
PD Model Backtesting in the Spotlight: What the EBA's 2026 Paper Means for European Banks
For two decades, the performance of banks' PD models stayed inside confidential supervisory channels. The EBA's April 2026 Staff Paper changes that — applying systematic PD model backtesting across EU IRB banks, sharpening the binomial test for both asset and serial correlation, and putting a Tier 1 capital number on the result.

Dr. Helge Thiele
June 25, 2026
Credit Risk Modeling Trends 2026: Five Shifts Risk Managers Should Prepare For
The credit risk function of 2026 looks materially different from the one most banks still operate. Here are the five shifts, from generative AI to ESG integration, that risk managers should plan for now.

Dr. Helge Thiele
May 19, 2026
Less & Faster IRB Model Changes — What Actually Changed (and Why It Matters)
How the new IRB rules transform many previously time-consuming model changes into simple notifications—thereby drastically shortening approval times and significantly accelerating implementation

Dr. Helge Thiele
April 24, 2026
ESG Dashboard: Structure, KPIs & Tools for CSRD Sustainability Reporting
An ESG dashboard makes sustainability performance visible and auditable. This guide covers essential environmental, social, and governance KPIs, CSRD/ESRS alignment, data collection strategies, and tool selection for organizations building audit-ready ESG reporting.

Boris Friedrich
April 20, 2026
DORA ICT Risk Management: Requirements and Implementation Guide for Financial Institutions
DORA Articles 5–15 establish the ICT risk management framework that financial institutions must implement. This guide breaks down governance, framework structure, ICT systems management, detection, business continuity, and the learning loop — with a practical implementation roadmap.

Boris Friedrich
April 16, 2026
DPIA-Guide: Data Protection Impact Assessment Under GDPR - Step by Step
A Data Protection Impact Assessment (DPIA) is mandatory for high-risk data processing under GDPR. This step-by-step guide covers when a DPIA is required, the 6-step methodology, risk evaluation, mitigating measures, and documentation requirements for regulatory compliance.

Boris Friedrich
April 07, 2026
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