Quantitative Structure-Activity Relationship (QSAR) is a computational method employed to predict the activity or properties of molecules based on their chemical structure. By establishing relationships between molecular descriptors and the desired activity, QSAR models help in understanding, predicting, and optimizing the performance of compounds in various applications, including catalysis.