The Perron-Frobenius Theorem provides fundamental insights into the eigenvalues and eigenvectors of non-negative matrices, establishing the existence of a unique largest positive eigenvalue, known as the Perron root, and a corresponding positive eigenvector. This theorem is crucial in various fields such as economics, biology, and network theory, where it helps analyze the long-term behavior of dynamical systems and steady-state distributions.