$A$ and $A^T$ have identical eigenvalues, but generally different eigenvectors

$A$ and $A^T$ may have completely different eigenvalues

$A$ and $A^T$ share the same characteristic polynomial and trace, but possibly different determinant

The eigenvalues of $A^T$ are the negatives of eigenvalues of $A$