Various types of data are essential in epidemiological studies. These include demographic data (age, sex, location), clinical data (symptoms, diagnoses, treatments), behavioral data (lifestyle choices, adherence to public health recommendations), and environmental data (exposure to pollutants, climate conditions). Collecting genetic data can also help identify individuals who are more susceptible to certain diseases, enabling personalized public health strategies.