Often optimal policy analysis is just about differences in variances around the steady state. If that is your object of interest, then second order should be needed. But with occasionally binding constraints, you may care mostly about differences in mean introduced by the constraint being differentially binding. I would recommend to have a look at the literature to see how they have proceeded in this case.