Understanding uncertainty is essential for several reasons. First, it aids in the reproducibility of catalytic experiments. Second, it helps in the design of more robust catalysts that can perform consistently under different conditions. Finally, it is crucial for scaling up from laboratory to industrial-scale processes, where slight variations can lead to significant performance changes.