We derive a lace expansion for the survival probability for critical spread-out oriented percolation above 4 + 1 dimensions, i.e., the probability θ n that the origin is connected to the hyperplane at time n, at the critical threshold p c . Our lace expansion leads to a non-linear recursion relation for θ n , with coefficients that we bound via diagrammatic estimates. This lace expansion is for point-to-plane connections and differs substantially from previous lace expansions for point-to-point connections. In particular, to be able to deduce the asymptotics of θ n for large n, we need to derive the recursion relation up to quadratic order.The present paper is Part II in a series of two papers. In Part I, we use the recursion relation and the diagrammatic estimates to prove that lim n→∞ nθ n = 1/B ∈ (0, ∞), and also deduce consequences of this asymptotics for the geometry of large critical clusters and for the incipient infinite cluster.