**Long Description**

**Connected Systems & Data Infrastructure**

• Enable data sensing, acquisition, and analytics across the value chain to improve productivity, quality, and predictive capabilities.
• Establish data standards and governance frameworks for smart factory systems.
• Develop digital twins and simulation capabilities for process optimization.
• Architect and integrate end-to-end digital thread across ERP, MES, EBR, LIMS, and automation layers (PLC/SCADA).
• Ensure regulatory-compliant digital data flows (e.g., batch traceability, audit trails, and electronic signatures).

**Advanced Analytics & AI**

• Enable predictive problem identification and performance optimization using real-time and historical data.
• Deploy machine learning models and analytics solutions to improve operational outcomes.
• Lead development and deployment of agentic AI systems capable of autonomous decision-making in manufa...