A Maturity Model for Industrial Data Management

Is your industrial data ready for AI? Explore a three-stage maturity model to assess your organization's capabilities and identify opportunities for improvement.
Nov. 2, 2026

Advanced analytics and AI are creating new opportunities across industrial operations, but many initiatives still stall because the underlying data isn’t ready. Fragmented systems, inconsistent context, and governance gaps make it difficult to scale these efforts.

A Maturity Model for Industrial Data Management, published by HighByte with insights developed by Amazon Web Services (AWS), provides a three-stage framework to help manufacturers assess their current industrial data capabilities and identify steps to advance their data maturity.

Download this white paper to explore the three stages of industrial data maturity: Foundation, Intelligence, and Transformation.

Learn how to assess maturity across use cases, technology, processes, and data governance; understand the role of Industrial DataOps in supporting advanced analytics and AI, and identify capability gaps to prioritize future investments.