Characterization techniques such as X-ray diffraction (XRD), scanning electron microscopy (SEM), and BET surface area analysis are crucial for understanding the physical and chemical properties of catalysts. Attention to detail in these analyses ensures that the catalyst's structure, morphology, and surface properties are well understood, which is essential for predicting and optimizing its performance.