Interpreting catalytic data involves understanding various parameters such as turnover frequency (TOF), which measures the number of catalytic cycles per unit time, and selectivity, which indicates the catalyst's ability to direct the reaction to a specific product. These metrics help in assessing the efficiency and effectiveness of a catalyst.