Partner with operations and engineering teams to develop and operationalize machine-learning and AI use cases such as predictive maintenance, anomaly detection, quality prediction, throughput optimization, and production decision support. Lead integration of shop-floor machines and industrial systems with ERP, manufacturing applications, and the enterprise data platform using secure and supportable interfaces.