AI Market Risk Analyst
An AI Market Risk Analyst leverages machine learning, natural language processing, and generative AI to identify, quantify, and mo…
Skill Guide
Regulatory risk frameworks are a set of binding international and national standards (Basel III/IV for banks, Solvency II for insurers, FRTB for market risk, and CCAR/DFAST for US bank stress testing) that mandate minimum capital, liquidity, and risk management practices to ensure financial institution solvency and systemic stability.
Scenario
Your manager needs a clear, monthly view of the firm's key regulatory capital ratios (CET1, Tier 1, Total Capital) versus minimum and buffer requirements.
Scenario
A trading desk under the Internal Models Approach (IMA) of FRTB has failed its monthly P&L attribution test (PLAT). You must analyze the failure and recommend corrective actions.
Scenario
You are leading the firm's annual Comprehensive Capital Analysis and Review (CCAR). You must design a severely adverse macroeconomic scenario and defend the resulting capital plan to senior leadership and regulators.
Enterprise software used by large banks and insurers to centralize risk data, run capital/stress test calculations, and generate mandated regulatory reports (e.g., FR Y-14, COREP).
Used by quantitative analysts and risk managers to build, validate, and prototype internal models for credit risk (PD, LGD), market risk (VaR, ES), and stress testing scenarios.
Essential for embedding regulatory compliance into the organization's structure. The Three Lines model clarifies roles, while MRM frameworks ensure models used for regulatory capital are robust and validated.
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