The Spin Statistics Theorem is a fundamental principle in quantum mechanics that dictates the statistical behavior of particles based on their intrinsic spin. It establishes that particles with integer spin (bosons) follow Bose-Einstein statistics, while particles with half-integer spin (fermions) obey Fermi-Dirac statistics, explaining the distinct quantum behaviors observed in nature.