Developing new catalysts involves a combination of experimental and computational techniques. High-throughput screening allows researchers to quickly test a large number of catalysts under various conditions. Computational chemistry and molecular modeling help in understanding the reaction mechanisms and predicting the performance of new catalysts before they are synthesized and tested in the lab.