Data collection in epidemiology can be quite complex. Researchers often use a variety of methods including surveys, medical records, and laboratory tests. Data must be collected systematically and ethically, often requiring informed consent from participants. It's crucial to ensure the accuracy and reliability of the data to draw valid conclusions.