The primary objective of this computational study was to construct statistical models with which polymer electronic properties could be predicted using data extracted from computationally inexpensive DFT calculations. These statistical models could then be used in conjunction with other tools developed in previous works as the beginnings of a multistage screening process for the efficient discovery of new materials for optoelectronic applications.