@@ -13,49 +13,49 @@ Build a validation-ready risk engine that computes core risk measures (VaR, ES,
1313This repository is structured to resemble how pensions, model risk teams, and risk consultancies organize and review quantitative risk models.
1414
1515## 📌 Scope (What This Project Intentionally Covers)
16- Market Risk
16+ * Market Risk
1717
18- Value-at-Risk (VaR) and Expected Shortfall (ES)
18+ ** Value-at-Risk (VaR) and Expected Shortfall (ES)
1919
20- Methods:
20+ ** Methods:
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22- Historical Simulation
22+ *** Historical Simulation
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24- Parametric (Normal)
24+ *** Parametric (Normal)
2525
26- Monte Carlo
26+ *** Monte Carlo
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28- Filtered Historical (GARCH-lite)
28+ *** Filtered Historical (GARCH-lite)
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30- Rolling window estimation
30+ *** Rolling window estimation
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32- Backtesting using Kupiec Proportion-of-Failures (POF) test
32+ *** Backtesting using Kupiec Proportion-of-Failures (POF) test
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34- Multi-confidence-level calibration (e.g. 95%, 99%)
34+ *** Multi-confidence-level calibration (e.g. 95%, 99%)
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36- Credit Risk
36+ * Credit Risk
3737
38- Expected Loss (EL) framework:
38+ ** Expected Loss (EL) framework:
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40- Probability of Default (PD)
40+ *** Probability of Default (PD)
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42- Loss Given Default (LGD)
42+ *** Loss Given Default (LGD)
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44- Exposure at Default (EAD)
44+ *** Exposure at Default (EAD)
4545
46- Batch portfolio-level aggregation
46+ ** Batch portfolio-level aggregation
4747
48- Segment-level loss breakdown for monitoring
48+ ** Segment-level loss breakdown for monitoring
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50- Stress & Scenario Analysis
50+ * Stress & Scenario Analysis
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52- Deterministic equity shocks
52+ ** Deterministic equity shocks
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54- Interest-rate shocks using duration approximations
54+ ** Interest-rate shocks using duration approximations
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56- Correlation stress
56+ ** Correlation stress
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58- Historical window replay
58+ ** Historical window replay
5959
6060## 🚫 Out of Scope (By Design)
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