Decision theory (or the theory of choice not to be confused with choice theory) is the study of an agent’s choices.[1] Decision theory can be broken into two branches: normative decision theory, which analyzes the outcomes of decisions or determines the optimal decisions given constraints and assumptions, and descriptive decision theory, which analyzes how agents actually make the decisions they do.