Understanding the reaction mechanism is crucial for the rational design of catalysts. Various spectroscopic techniques such as infrared spectroscopy (IR), X-ray photoelectron spectroscopy (XPS), and Raman spectroscopy are employed to study the interaction of reactants with the catalyst surface. Computational methods like density functional theory (DFT) are also used to model reaction pathways and predict catalytic behavior.