The choice of data collection methods can add layers of complexity to an epidemiological study. Methods include surveys, medical records, or biological samples. Each method has its own strengths and weaknesses. For example, self-reported data can introduce bias, while biological samples may require sophisticated laboratory techniques and ethical considerations.