Epidemiologists collect various types of data, including quantitative data, such as numerical counts and measurements, and qualitative data, such as descriptions and narratives. Data can also be categorized into primary data, which is collected directly from subjects through surveys or experiments, and secondary data, which is obtained from existing records and databases.