Catalyst characterization techniques such as X-ray diffraction (XRD), scanning electron microscopy (SEM), and Brunauer-Emmett-Teller (BET) surface area analysis are essential in understanding the physical and chemical properties of catalysts. These insights can help in diagnosing inefficiencies and guiding the development of more effective catalysts.