“…Here, we provide an account of the methodology developed in our group for formulating high-fidelity MKMs. − ,,− Specifically, we present our algorithmic approach for identifying active sites and reaction mechanisms in the context of the formic acid (FA) decomposition reaction (Scheme ), a chemistry which we have studied extensively, both computationally and experimentally, on supported Au − and Pt catalysts (details regarding our assumptions and reaction engineering aspects of our MKM can be found in the corresponding references). Through these examples, we strive to convey the advantages of a systematic and integrated approach of combining DFT calculations, reaction kinetics experiments, and microkinetic modeling to iteratively refine the atomic-scale picture of the active site and the reaction mechanism.…”