Statistical mechanics offers a framework for understanding the behavior of molecules in a catalytic system. Mathematical transformations, such as the Boltzmann distribution, are used to determine the probability of different molecular states. This helps in predicting how catalysts will perform under various conditions, aiding in the design of more efficient catalytic processes.