Specify, constrain, and validate analytical approaches—including statistical methods and machine learning—to detect anomalies in power usage, voltage stability, load behavior, and UPS/battery systems, ensuring outputs correspond to meaningful electrical risk rather than statistical novelty. Proven experience analyzing, monitoring, and interpreting electrical distribution systems in data center environments, including substations, UPS systems, batteries, switchgear, PDUs, and stand-by generators, with a focus on understanding operational behavior and failure modes rather than day-to-day maintenance execution.