An eigenvalue is a scalar associated with a linear system of equations. For a square matrix A, an eigenvalue Ξ» is a value such that there exists a non-zero vector v where Av = Ξ»v. This vector v is called the corresponding eigenvector. Eigenvalues reveal fundamental properties of the transformation, such as whether it stretches, shrinks, or rotates space.