Computational methods, such as density functional theory (DFT) and molecular dynamics simulations, play a significant role in understanding catalytic mechanisms and predicting catalyst behavior. Critical thinking here involves interpreting computational data to make informed decisions about catalyst development. By using these methods, researchers can screen potential catalysts, study reaction pathways, and optimize catalyst structures before experimental testing.