Data collected in epidemiology can be broadly categorized into primary data and secondary data. Primary data is collected directly from the source through methods such as surveys, interviews, and direct observations. Secondary data involves the use of existing data collected for other purposes, such as hospital records, disease registries, and national health surveys.