Epidemiology involves the study of the distribution and determinants of health-related events in populations. This often requires the analysis of vast and complex data sets to predict trends and identify patterns. QNNs offer the potential to handle these large data sets with greater speed and accuracy, providing new insights into disease spread, risk factors, and the effectiveness of interventions.