Researchers utilize a combination of high-throughput screening, computational methods, and quantum mechanical models to identify potential catalysts. High-throughput screening allows for the rapid testing of a large number of catalyst candidates, while computational models help predict the behavior and performance of catalysts before they are synthesized.