The Fermi-Dirac distribution describes the statistical distribution of particles over energy states in systems that obey the Pauli exclusion principle, such as electrons in a metal. It is crucial for understanding the behavior of fermions at different temperatures, particularly at absolute zero where it predicts a step function in energy occupation.