One way of doing this is to think in terms of eigenvalues and eigenvectors. It's easy to see that is an eigenvector of A with eigenvalue n. Also, if w is any vector orthogonal to v then . So 0 is an eigenvalue whose eigenspace has dimension n–1. Therefore the characteristic polynomial of A must be a scalar multiple of . But the coefficient of has to be . That gives , as you wanted.