Table . Models identified for catalyst performance in ethane, propane and n-butane oxidation reactions by the SISSO approach using the 12 vanadium-and manganese-based catalysts and the 55 different physicochemical parameters measured for each catalyst (and reaction). The identified key physicochemical parameters, the measurement techniques, and related underlying processes are also highlighted.