Contemporary financial systems require strong supervision tools to maintain market stability and public confidence. Governing entities across jurisdictions are implementing enhanced monitoring protocols to confront rising threats. The emphasis on institutional responsibility has never been more pronounced in today's interconnected economy. The fou