The article discusses the use of deterministic models versus probabilistic models in energy systems. Model builders in the energy field tend to prefer deterministic models over probabilistic ones, possibly due to lack of familiarity or concerns about complexity. The discussion on this topic at a conference was limited, but the paper aims to provide an overview of the issues involved in this debate.