Building, Backtesting & Stress Testing Internal Risk Frameworks
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Day 1 Introduction Developing a risk assessment framework -Market, Credit and Operational Risks -Definitions and methods of assessment -Basel II/III-related criteria for assessing risks -Internal modeling approaches reviewed: -The Internal Measurement Approach (IMA) for Market Risk -The Standardized and Internal Ratings Based (IRB) Approaches for Credit Risk -The Standardized and Advanced Measurement Approaches (AMA) for Operational Risk -Integrating the approaches: Portfolio VaR -Individual stress testing illustrated -Integrated Stress Testing -Provisioning and Capital Allocation -Basel II and Basel III compared -Validation and Backtesting under Basel II and Basel III Internal Risk Modeling Market Risk Modeling -Internal Models Approach (IMA) -Examples of Tail Loss Models -Value-at-Risk -Expected Shortfall Day 2 Validation and Backtesting of IMA under Basel III -Backtesting Process -Clean vs Dirty P/L: That is, how to value returns -Binomial test -Traffic light approach – assumptions -Pitfalls of using traffic lights approach Stress Testing the Market Risk Modeling System Day 3 Credit Risk Modeling -The Standardized Approach (SA) -The Internal Ratings Based (IRB) Approach -Establishing a ratings scale -Estimating associated risk components (i.e., Probability of Default (PD), Loss Given Default (LGD) and Exposure at Default (EAD)) with the scale -Internal Measurement Models -Credit Valuation Adjustment (CVA) Risk -Counterparty Credit Risk models -Effective Expected Exposure -Effective Expected Positive Exposure -Wrong-Way risk Validation of the Customer Rating System -Validation of how scorecards/scoring models are implemented and applied -Database Validation: Assessing data limitations -In-sample Scorecard/Scoring model selection -Model-Risk Assessment -Out-of-Sample Scorecard/Scoring Model Validation -Testing Sample construction -Error rate estimation -Discrimination tests -ROC Plots and Area Under the ROC (AUROC) accuracy ratios -Cumulative Accuracy Profile (CAP) curves and Area under the cap (AR) accuracy ratios -Meaning, use and misuse of these measures -Comparing models using the tests Day 4 Facility ratings validation Loss Given Default (LGD) -Multi-sample tests for discerning differences in recovery rates -Backtesting LGD with confidence intervals Exposure at Default (EAD) Validation -Backtesting suggestions Stress testing the credit modeling system Operational Risk Approaches -Basic Indicator Approach -The Standardized Approach (TSA) -Key Risk Indicators KRIs -Utilizing Key Risk Indicators -Control self-assessment exercises (CSAs) -Utilizing KRIs in scorecards for management -The Advanced Measurement Approach (AMA) -The Loss Distribution Approach -Simulation -Backtesting and Stress testing Tail Loss Models Summary and Conclusions
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