A chemometric process consisting in measuring the reactivity of a set of substrates under standardized and complementary reaction conditions was run to evaluate the possibility of building a coherent database that would give a general overview of the selectivity of a variety of catalysts. This systematic experimental approach was applied to the hydrogenolysis of O-benzyl ether compounds. Analysis of