Fieldwork in epidemiology involves the active collection of data directly from the population or environment of interest. This often includes investigating outbreaks, conducting surveys, performing environmental sampling, and implementing interventions to control the spread of diseases. The goal is to gather firsthand information that can be used to understand health issues and develop effective public health strategies.