Traditionally, disaster management has been reactive, addressing events once they arise. However, a evolving understanding of interconnected risks is driving a shift toward anticipatory action – a proactive system that focuses on predicting and preventing potential damage . This new paradigm emphasizes early interventions, utilizing data insights