Probabilistic Markov Chains modelling to define the relationship between microscopic scattering and macroscopic device level losses of photonic crystal surface emitting lasers (PCSEL) is reported. Here, we assume a priori knowledge of the microscopic scattering via simulation or measurement. The commissioning of the simulator, and convergence criteria are discussed.