Predicting catalytic activity is crucial for several reasons. It helps in the design and selection of efficient catalysts, optimizing reaction conditions, and reducing costs and environmental impact. With accurate predictions, researchers can focus on the most promising candidates, thereby accelerating the development of new catalytic processes.