Data analysis in catalysis research involves a combination of experimental and computational methods. Techniques such as X-ray diffraction (XRD), infrared spectroscopy (IR), and nuclear magnetic resonance (NMR) are used to characterize catalysts. Computational models help in understanding reaction mechanisms and predicting catalyst performance.