Accurate analysis of the reaction mixture is essential. Techniques such as gas chromatography (GC), mass spectrometry (MS), and nuclear magnetic resonance (NMR) spectroscopy are commonly employed to identify and quantify reaction products. Additionally, surface characterization methods like X-ray diffraction (XRD) and scanning electron microscopy (SEM) can provide insights into catalyst structure and morphology.