Intuitively, some reactions are more sensitive to certain variables than others. Cross-couplings are highly sensitive to the metal and its ligand, but generally less sensitive to the identity of the solvent . The relative variable importance is critical to understanding the chemistry insights that are present in the reactome. Note that importance can be positively correlated or negatively correlated with reaction outcome.