Decision makers often have to make decisions in the presence of uncertainty.
Decision problems are often formulated as optimization problems, and thus in many situations decision makers wish to solve optimization problems which depend on parameters which are unknown.
Typically it is quite difficult to formulate and solve such problems, both conceptually and numerically.
The difficulty already starts at the conceptual stage of modeling.
Usually there are a variety of ways in which the uncertainty can be formalized.