Systems, methods, and apparatuses are described herein for determining a drug shortage in an electronic environment. The present invention is configured to identify at least one drug identifier; identify at least one route type for the at least one drug resource identifier; determine at least one feature type associated with the at least one drug identifier, wherein each feature type comprises at least one attribute; generate a shortage score for the drug identifier; apply a post-score change to the shortage score, wherein the post-score change is based on at least one supplemental feature; and generate a drug shortage score based on the post-score change applied to the shortage score.