The choice of a catalyst depends on several factors including the nature of the reactants, desired products, and reaction conditions. Catalysts can be homogeneous (soluble in the reaction medium) or heterogeneous (insoluble, usually solid). The selection process involves screening multiple catalysts to identify the most effective one for the specific reaction.