The Boltzmann distribution describes how particles or systems in thermodynamic equilibrium are statistically distributed based on energy levels, indicating that lower-energy states are more likely than higher-energy ones. This concept is vital in fields such as statistical mechanics, astrophysics, and chemistry, as it helps predict the behavior of systems and phenomena like chemical reaction rates and gas behavior at varying temperatures.