We demonstrate the use of gas phase metal hydroxide clusters to identify descriptors and generate scaling relationships for predicting catalytic performances of porphyrin-supported metal hydroxide catalysts. Using the gas phase clusters for these purposes takes just 5 % of the time that would have been required if the porphyrin-supported models had been used. [GRAPHICS] .