Stability is evaluated by subjecting the catalyst to prolonged reaction conditions and monitoring its activity over time. Techniques such as thermogravimetric analysis (TGA) and X-ray diffraction (XRD) can be used to study the structural stability of the catalyst. Additionally, repeated catalytic cycles are performed to assess the catalyst's long-term viability.