Optimization is essential because it allows researchers to explore a vast chemical space quickly and efficiently. In catalysis research, optimizing algorithms can lead to significant cost savings, reduced time for catalyst development, and improved performance of catalytic systems. Moreover, it helps in handling complex datasets and performing high-throughput screening more effectively.