In the field of epidemiology, understanding the relationships between various risk factors and health outcomes is crucial. Epidemiologists often employ complex statistical models to predict disease outbreaks, the spread of infections, or the impact of public health interventions. SHAP helps to interpret these models, making it easier to identify which factors are most influential, thus guiding more effective public health decisions and interventions.