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Enhance formatting in README.md for clarity
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README.md

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@@ -13,49 +13,49 @@ Build a validation-ready risk engine that computes core risk measures (VaR, ES,
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This repository is structured to resemble how pensions, model risk teams, and risk consultancies organize and review quantitative risk models.
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## 📌 Scope (What This Project Intentionally Covers)
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Market Risk
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*Market Risk
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Value-at-Risk (VaR) and Expected Shortfall (ES)
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** Value-at-Risk (VaR) and Expected Shortfall (ES)
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Methods:
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** Methods:
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Historical Simulation
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***Historical Simulation
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Parametric (Normal)
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***Parametric (Normal)
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Monte Carlo
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***Monte Carlo
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Filtered Historical (GARCH-lite)
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***Filtered Historical (GARCH-lite)
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Rolling window estimation
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***Rolling window estimation
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Backtesting using Kupiec Proportion-of-Failures (POF) test
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***Backtesting using Kupiec Proportion-of-Failures (POF) test
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Multi-confidence-level calibration (e.g. 95%, 99%)
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***Multi-confidence-level calibration (e.g. 95%, 99%)
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Credit Risk
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*Credit Risk
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Expected Loss (EL) framework:
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**Expected Loss (EL) framework:
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Probability of Default (PD)
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***Probability of Default (PD)
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Loss Given Default (LGD)
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***Loss Given Default (LGD)
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Exposure at Default (EAD)
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***Exposure at Default (EAD)
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Batch portfolio-level aggregation
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**Batch portfolio-level aggregation
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Segment-level loss breakdown for monitoring
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**Segment-level loss breakdown for monitoring
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Stress & Scenario Analysis
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*Stress & Scenario Analysis
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Deterministic equity shocks
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**Deterministic equity shocks
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Interest-rate shocks using duration approximations
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**Interest-rate shocks using duration approximations
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Correlation stress
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**Correlation stress
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Historical window replay
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**Historical window replay
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## 🚫 Out of Scope (By Design)
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