In macromolecules, there are numerous examples where structure dictates function including electronic conductivity of conjugated polymer materials. To elucidate the structure of doped and excited conjugated polymers we developed a multiscale model that captures electronic structure rearrangement and stochastically generates polymer chain conformations.