The independence assumption may not hold in situations where the events are highly correlated. For instance, in the case of infectious diseases like influenza or COVID-19, the infection of one individual can directly influence the likelihood of infection in others, especially within households or close contacts. In such cases, assuming independence can lead to significant underestimation or overestimation of disease spread and risks.