Data extraction in epidemiology refers to the process of retrieving pertinent information from various data sources for the purpose of analysis. This step is critical in epidemiological research as it determines the quality of the data that will be used in subsequent analyses. The data sources can include medical records, surveys, clinical trials, and public health databases.