Healthcare economic evaluation is an analytical tool used with increasing frequency to assist decision making in the choice and financing of interventions and technologies in the healthcare system. The objective of this article is to analyze the different methods of handling with sampling uncertainty in healthcare cost effectiveness evaluations when patient level data are available. The aim of this article is to focus on the strengths and the weakness of each method in order to facilitate the tasks of those who must base their choices on studies of this kind.