A prior is the initial belief about a parameter before new data is taken into account. In epidemiological studies, a prior could be based on previous research, expert opinion, or even historical data. For example, when estimating the prevalence of a rare disease, prior knowledge about similar diseases can be utilized to inform the analysis.