High throughput computational screening (HTCS) is a powerful technique used in the field of catalysis to rapidly evaluate a vast array of potential catalysts. By leveraging computational methods, researchers can screen thousands or even millions of candidate materials to predict their efficiency, stability, and selectivity in catalyzing specific reactions. This approach accelerates the discovery of new catalysts by significantly reducing the time and resources needed for experimental testing.