The combination of quantitative analysis techniques with basic research has become essential for lasting returns. Risk management frameworks have evolved to tackle the intricacies of contemporary markets, integrating both quantitative analysis techniques and qualitative analyses. Contemporary risk control systems go beyond simple volatility measur