Molecular descriptors are critical in QSAR studies as they quantitatively describe the chemical information of a molecule. Common descriptors include electronic properties (e.g., HOMO-LUMO gap), topological indices (e.g., molecular connectivity index), and steric parameters (e.g., van der Waals volume). These descriptors help in understanding how different structural features affect the catalytic performance.