Skill Guide

Regulatory framework literacy (Basel III/IV, EU AI Act, SR 11-7, MAS FEAT)

The ability to interpret, apply, and operationalize specific financial and technology regulations (Basel III/IV, EU AI Act, SR 11-7, MAS FEAT) to ensure organizational compliance and manage regulatory risk.

It mitigates massive financial and reputational penalties, and enables the safe, ethical deployment of AI and capital models, directly protecting shareholder value and market license. This literacy is a non-negotiable requirement for roles in model risk management, AI governance, and financial compliance.

1 Careers

1 Categories

9.2 Avg Demand

15% Avg AI Risk

How to Learn Regulatory framework literacy (Basel III/IV, EU AI Act, SR 11-7, MAS FEAT)

Focus on: 1) Mastering the core acronyms and issuing bodies (BCBS, EU Parliament, Fed, MAS). 2) Memorizing the primary objective of each framework (e.g., capital adequacy vs. AI ethics). 3) Reading the executive summaries and FAQs from official regulatory websites.

Focus on mapping requirements to specific business functions (e.g., how SR 11-7 affects model validation teams) and conducting mock gap analyses. A common mistake is treating frameworks in isolation; learn their intersections (e.g., how capital model risk under Basel intersects with SR 11-7).

Focus on strategic interpretation: 1) Leading cross-functional responses to regulatory change (e.g., integrating EU AI Act requirements into a Basel model governance structure). 2) Developing internal policy that translates principles-based rules (like FEAT) into actionable controls. 3) Mentoring teams on regulatory intent, not just checklists.

Practice Projects

Beginner

Case Study/Exercise

Framework Mapping & Flash Card Creation

Scenario

You need to quickly reference which regulation applies to a given scenario, like 'a new credit scoring model' or 'an AI chatbot for customer service'.

How to Execute

1. List 10 common business scenarios in finance/AI. 2. For each, create a flash card identifying the primary regulatory framework(s) involved (e.g., Credit Scoring Model -> SR 11-7, Basel). 3. On the reverse, list 3 key high-level requirements from that framework. 4. Quiz yourself or a peer.

Intermediate

Case Study/Exercise

Conduct a Mock Model Risk SR 11-7 Gap Assessment

Scenario

Your team has developed a new fraud detection model. You must assess its compliance with the Fed's SR 11-7 guidance before deployment.

How to Execute

1. Obtain a simplified SR 11-7 checklist (focus on Model Development, Implementation, Validation). 2. Review the model's documentation and testing reports. 3. Create a one-page assessment noting areas of strength (e.g., clear development docs) and gaps (e.g., lack of ongoing monitoring plan). 4. Draft a remediation plan for the identified gaps.

Advanced

Case Study/Exercise

Develop a Unified AI Model Governance Policy

Scenario

As the head of model risk, you must create a single internal policy that satisfies the risk management requirements of SR 11-7 for *all* models and the ethical/ transparency mandates of the EU AI Act for *high-risk* AI systems.

How to Execute

1. Deconstruct both regulations into core requirements (documentation, testing, oversight, explainability). 2. Create a requirements matrix showing overlaps and unique additions from the EU AI Act. 3. Draft a tiered policy where SR 11-7 forms the base governance layer, and the EU AI Act adds a supplementary layer for qualifying AI systems (e.g., additional bias testing, human oversight logs). 4. Present this unified framework to legal and business leadership for sign-off.

Tools & Frameworks

Mental Models & Methodologies

Regulation-as-Code (RaC)Three Lines of Defense ModelControl Objective Mapping

RaC is used to translate textual regulations into machine-readable logic for automated compliance. The Three Lines Model (1st: Business Mgmt, 2nd: Risk/Compliance, 3rd: Internal Audit) defines accountability for implementation. Control Objective Mapping breaks down high-level rules (e.g., 'ensure model soundness') into testable control points.

Reference & Analysis Tools

Regulatory Text Repositories (EUR-Lex, BIS.org)GRC Platforms (ServiceNow, Archer)Impact Analysis Frameworks

Direct access to primary source documents is non-negotiable. GRC (Governance, Risk, Compliance) platforms are used to track obligations, controls, and audit trails. Impact Analysis frameworks systematically assess how a new regulation affects people, processes, and technology.

Interview Questions

Answer Strategy

Demonstrate integration, not just listing. The candidate must show how to layer requirements. Sample Answer: 'I would anchor governance in the rigorous model risk management lifecycle mandated by SR 11-7 for development, validation, and ongoing monitoring. For the AI Act, I would then overlay its specific requirements for high-risk systems: conducting a fundamental rights impact assessment, ensuring technical documentation meets transparency requirements, and implementing human oversight mechanisms as part of the model's operating environment. The validation report would thus address both SR 11-7's soundness standards and the AI Act's ethics and transparency criteria.'

Answer Strategy

Tests translation skills from principle to practice. Sample Answer: 'For a loan approval model, 'Fairness' was ambiguous. I led a workshop with legal, compliance, and data science to define it concretely. We agreed the actionable requirement was: 'The model's predictive performance and error rates (e.g., false negatives) must be statistically comparable across legally protected demographic groups in the development sample.' I then worked with the engineers to integrate statistical fairness metrics (like disparate impact ratio) into the model's testing suite and monitoring dashboard.'