Efficient algorithms are crucial because they can dramatically reduce computational time and resources. This is particularly important in catalysis, where complex reactions and large datasets are common. Improved algorithm efficiency allows researchers to explore more potential catalysts and reaction pathways, ultimately accelerating the discovery and development of new catalytic materials.