Transparency in epidemiological research involves openly sharing data, methodologies, and potential conflicts of interest. It allows other researchers to replicate studies and validate findings, which is essential for scientific integrity. Pre-registering studies and publishing negative results also contribute to a transparent and trustworthy research environment.