On the relations between eigenvalues and eigenvectors for matrices resulting from pre and post multiplication by the transpose

Relationships between the eigenproblem associated with the matrices ${A^T}A$ and $A{A^T}$ are derived. If the larger problem is solved first, then the eigenvalues and eigenvectors associated with the smaller problem may easily be computed from the derived relationships.