One of the primary applications of chemoinformatics in catalysis is in catalyst design. By using molecular modeling and quantum chemistry calculations, researchers can predict the activity and stability of potential catalysts before synthesizing them. This reduces the time and cost associated with experimental trials. Techniques like density functional theory (DFT) and molecular dynamics simulations provide insights into the electronic properties and reaction mechanisms of catalysts.