Shan Pin Koh

Frameworks

Operational Data Foundation Model
A structured approach to organizing industrial data by integrating asset hierarchy, context, and governance to enable scalable AI and analytics.
Industrial AI Adoption Curve
A staged model for moving from pilot to enterprise-scale AI, focusing on data readiness, operational integration, and sustained adoption.
Plant Readiness Framework
A method to assess site-level readiness for digital deployment based on data maturity, process alignment, and change capability.
Adoption Wave Strategy
A phased approach to scaling digital solutions by prioritizing early adopters, proving value, and expanding systematically across sites.