Traditionally, disaster mitigation has been reactive, addressing events once they occur . However, a growing understanding of interconnected risks is driving a shift toward anticipatory action – a proactive method that focuses on forecasting and preventing potential losses. This new paradigm emphasizes proactive interventions, applying data analy