The design of novel catalysts often begins with a thorough understanding of the reaction mechanism. This involves studying the interaction between the catalyst and reactants at the molecular level. Advanced computational tools, such as [density functional theory](https://), are frequently used to predict the behavior of potential catalyst materials. Experimental techniques like [X-ray diffraction](https://) and [spectroscopy](https://) are also employed to characterize catalyst structures.
