Energy gradients and effective one-electron density matrices corresponding to excitation energies calculated with the random phase approximation of the polarization propagator are derived. Combination of these results with second-order ground state energies yields final state total energies and their gradients. Geometry optimizations and evaluations of one-electron properties are performed for excited states of formaldehyde.