Understanding the catalytic mechanism and efficiency is crucial for optimizing reactions and developing new catalysts. Complex data interpretation allows researchers to decode intricate reaction pathways, identify active sites, and predict the behavior of catalysts under different conditions. This insight is essential for industrial applications, where efficiency and cost-effectiveness are key.