We use a recently found method to characterize all multiplicative fourth-order difference equations admitting a variational structure. We use this result to give a simplified classification algorithm for such equations and a characterization of the associated symplectic structures. Finally, we discuss several examples of equations of this family from the literature and propose new ones.