A particular embodiment of such an ML system???Ranker for Open-Auto Maintenance Scheduling (ROAMS), is provided for creating failure-susceptibility rankings of components (e.g., feeder cables, joints, transformers, switches, and other hardware or software components) in an electrical utility's primary distribution network.