Computational modeling and simulations have become indispensable tools in the design of new catalysts. Techniques such as density functional theory (DFT) and molecular dynamics (MD) can predict the behavior of catalysts under various conditions, guiding experimental efforts and reducing the time and cost associated with trial-and-error approaches.