Catalysis involves complex interactions between various parameters, such as temperature, pressure, concentration of reactants, and the nature of the catalyst. Understanding these interactions can be challenging. By using SHAP values, researchers can identify which factors have the most significant impact on catalytic activity and selectivity. This can lead to optimized catalyst design and more efficient catalytic processes.