DAY 2 | WHY BANKS USE ECL MODELS | 100 DAYS OF ECL MASTERY SERIES #creditrisk

DAY 2 | WHY BANKS USE ECL MODELS | 100 DAYS OF ECL MASTERY SERIES Welcome to Risk Modelling Hub's 100-Video Series on Expected Credit Loss (ECL), Probability of Default (PD), Loss Given Default (LGD), and Exposure at Default (EAD) Models. In this comprehensive video, we explain why banks worldwide use Expected Credit Loss models and how they align with regulatory requirements under IFRS 9 and Basel III. 📌 WHAT YOU'LL LEARN IN THIS VIDEO: ✅ Historical Context: Why the 2008 financial crisis forced a shift from the incurred loss model to the ECL approach ✅ The Three-Stage Framework: Understand Stage 1 (12-month ECL), Stage 2 (significant increase in credit risk), and Stage 3 (default/credit-impaired) ✅ ECL Formula Components: Deep dive into PD (Probability of Default), LGD (Loss Given Default), EAD (Exposure at Default), and discount rate calculations ✅ IFRS 9 Requirements: How the international accounting standard mandates forward-looking credit loss recognition ✅ Basel III Alignment: How regulatory capital requirements align with ECL accounting frameworks ✅ SICR Assessment: Learn how banks identify Significant Increase in Credit Risk and stage migration triggers ✅ Business Rationale: Why ECL models improve pricing, enable early risk detection, build stakeholder confidence, and align capital requirements ✅ Real-World Example: Follow a €100,000 loan through its journey from Stage 1 → Stage 2 → Stage 3 ✅ Model Governance: Three lines of defense framework for ECL model validation ✅ Implementation Challenges: Data quality, methodology selection, systems capability, governance complexity, and macroeconomic overlay challenges ✅ Practical Impact: How ECL implementation affects pricing decisions, capital planning, liquidity management, and stress testing 🔗 TIMELINE & CHAPTERS: 0:00 - Introduction & Video Overview 1:07 - Historical Problem: The Incurred Loss Model 3:03 - IFRS 9 ECL Framework Introduction 3:43 – Stage – 1: 12 Month Expected Credit Loss 4:08 – Stage – 2: Lifetime ECL with Significant Increase in Credit Risk 4:45 – SICR: How Banks Identify Credit Risk Mitigation to Stage 2 6:21 – Stage – 3: Credit Impaired Loans & Default Status 7:21 – The ECL Formula 9:38 – Basel III – International Regulatory Capital Framework 11:40 – Business Case for ECL Implementation 13:50 – ECL Component Modelling: PD, LGD & EAD Methodologies 16:02 – Macro-economic Overlays & Post Model Adjustments 17:13 – A Loan Journey through Three ECL Stages 19:45 – ECL Model Governance: Three Lines of Defense Framework 21:58 – ECL Implementation: Key Challenges & Solutions 24:29 – ECL Key Points 25:53 – The Pricing Revolution: From Flat Rates to Risk Adjusted Returns 27:16 - Key Takeaways & Next Steps 🎓 WHO SHOULD WATCH THIS VIDEO: • Credit risk professionals preparing for interviews or career advancement • Banking professionals needing to understand ECL frameworks and IFRS 9 compliance • Finance students studying credit risk modeling and financial reporting • Risk managers responsible for ECL implementation and validation • Auditors and regulators examining ECL frameworks • Consultants advising financial institutions on ECL models • Anyone pursuing a career in credit risk, risk analytics, or financial risk management 📈 QUESTIONS THIS VIDEO ADDRESSES: ✓ Why do banks use ECL models ✓ IFRS 9 expected credit loss explained ✓ ECL three stage model ✓ Probability of default IFRS 9 ✓ Loss given default calculation ✓ Exposure at default definition ✓ Basel III capital requirements ✓ SICR significant increase credit risk ✓ ECL provisioning banking ✓ IFRS 9 vs incurred loss model ✓ Point in time PD credit risk ✓ ECL model validation ✓ Stage 2 credit risk migration ✓ Credit risk interview questions ✓ ECL formula components ✓ Basel III Pillar 1 requirements ✓ Expected credit loss accounting ✓ Credit risk modeling for interviews NEXT VIDEO: "Probability of Default Explained in Credit Risk" → We'll explore PD methodologies, data requirements, Point-in-Time adjustments, validation techniques, and real-world applications 🔔 SUBSCRIBE & FOLLOW: ✅ Subscribe ‪@riskmodellinghub‬ for the complete 100-video series ✅ Enable notifications for new videos (released weekly) #eclmodel #IFRS9 #baseliii #creditrisk #riskmodelling #bankingcareer #creditriskinterview #financialrisks #riskmanagement #provisioning --- 📊 DISCLAIMERS & IMPORTANT NOTES: This educational content is for learning purposes. The techniques shown are industry-standard methods used in professional credit risk modeling. For actual production implementations, consult with your organization's risk management and compliance teams. --- © Risk Modelling Hub - All Rights Reserved Educational Content for Finance Professionals