Data-driven approaches in epidemiology involve the systematic collection, analysis, and interpretation of health data to understand the distribution and determinants of health and disease in populations. By leveraging large datasets and advanced analytic techniques, epidemiologists can uncover patterns, identify risk factors, and inform public health interventions.