Data discovery is crucial because it provides the foundation for evidence-based practice in public health. By uncovering patterns in disease occurrence, epidemiologists can identify risk factors, track the spread of infections, and evaluate the effectiveness of interventions. This helps in formulating policies, allocating resources, and ultimately improving population health.