Computational methods are crucial because they offer insights that are often difficult or impossible to obtain through experimental techniques alone. They help in predicting the reaction mechanisms, identifying active sites, and understanding the effects of various parameters on catalytic performance. This knowledge accelerates the development of new catalysts and the improvement of existing ones.