Heavy Industries are facing the dual challenge, the need to produce product at a higher volume with a greater focus on sustainability goals whilst continuously meeting operating margins and shareholder objectives. An established Asset Performance Management program (APM) that deploys predictive analytics directly impacts those metrics by identifying operational defects and machinery failure modes prior to unplanned failure resulting in lower availability, increased maintenance costs and potential sustainability goals such as lost product or energy.