The Boltzmann distribution describes the distribution of energy states of molecules in a system at thermal equilibrium. In the context of catalysis, it helps predict the population of molecules in various energy states, which is essential for understanding how temperature and pressure affect the catalytic activity and the formation of reaction intermediates.