Raw data in epidemiology is typically collected through various means such as surveys, clinical trials, registries, and health records. Data collection methods can vary based on the study design, ranging from observational studies to randomized controlled trials. The integrity and quality of the raw data are paramount, as they directly influence the validity of research findings.