Interpreting characterization data involves correlating the physical and chemical properties of the catalyst with its performance in catalytic reactions. For example, XRD patterns can reveal the presence of specific crystal phases that are known to be active for certain reactions. TEM images can show the dispersion of active metal particles, which is crucial for catalytic efficiency.