The Boltzmann Distribution describes the distribution of energy states among particles in a system at thermal equilibrium, indicating that lower energy states are more likely to be occupied than higher ones. It is fundamental in statistical mechanics and helps explain phenomena like temperature dependence of reaction rates and population of quantum states.