What problem does it solve?
Provides a comprehensive toolkit to quantify portfolio risk across volatility, tail losses, drawdowns, and risk-adjusted performance so practitioners can monitor exposures, enforce limits, and support regulatory or reporting requirements.
Core Features & Use Cases
- Multiple VaR approaches: historical, parametric, and Cornish-Fisher adjustments for non-normal returns.
- Tail and drawdown analysis: CVaR/Expected Shortfall, max and average drawdowns, drawdown durations, and rolling drawdown windows.
- Portfolio-level analytics: portfolio volatility, marginal/component risk contributions, risk parity weights, correlation and diversification metrics.
- Stress testing and scenarios: historical crisis windows, hypothetical shocks, and Monte Carlo stress simulations for expected losses and extreme percentiles.
- Use Case: Generate daily monitoring reports that include 95% and 99% VaR/CVaR, rolling 63-day volatility and Sharpe, and component risk contributions for position sizing and regulator filings.
Quick Start
Calculate 95% historical VaR, 95% CVaR, Sharpe ratio, and maximum drawdown for the provided daily returns series and return a concise summary.