I know that the eigenvalue of a linear system is a scalar such that Ax=λx. I know many ways to find the eigenvalue of a linear system. But I'm pulling my hair out trying to figure out what it is actually telling me about the system. Can anyone give me a non-technical straight up answer on why eigenvalues are important and what that information provides us in regards to a linear system? Thanks!