Ethical data collection in epidemiology involves obtaining informed consent from participants, ensuring their awareness of the study's purpose, methods, and potential risks. Researchers must also comply with Institutional Review Boards (IRBs) to review and approve study protocols, safeguarding participant welfare. Additionally, data should be collected in a manner that respects participants' rights and minimizes harm.