Choosing the appropriate prior distribution is crucial. There are different approaches: - Empirical Priors: Based on data from previous studies or clinical trials. - Subjective Priors: Elicited from expert opinions. - Non-informative Priors: Used when there is little to no prior information, aiming to be as neutral as possible.