Accurate predictive performance is essential for effective disease surveillance, outbreak response, and public health interventions. It helps in anticipating disease trends, identifying high-risk populations, and formulating evidence-based policies. Without reliable predictions, resources may be misallocated, and interventions may be untimely or ineffective.