We prove that, if the time-independent distribution function f(nu; r) of a steady-state stellar system is symmetric under velocity inversion such that. (-nu(1), nu(2), nu(3); r) = (nu(1), nu(2), nu(3); r) and the same is true for nu(2) and nu(3), where (nu(1), nu(2), nu(3)) is the velocity component projected onto an orthogonal frame, then the potential within which the system is in equilibrium must be separable (i.e., the Stackel potential). Furthermore, we find that the Jeans equations imply that, if all mixed second moments of the velocity vanish; that is, <nu i nu j > = 0 for any i not equal j, in some Stackel coordinate system and the only non-vanishing fourth moments in the same coordinate are those in the form of <nu(4)(i)> or <nu(2)(i)nu(2)(j)>, then the potential must be separable in the same coordinates. Finally we also show that all second and fourth velocity moments of tracers with an odd power to the radial component nu(r) being zero is a sufficient condition to guarantee the potential to be of the form Phi = f (r) + r(-2)g(theta, phi).