News and Insights

Categories
Critical Issues
Critical Issues: Data Mastery and Analytics
Sectors
Member Roles
ML Journal

From Smart Factory to Smart Enterprise

Manufacturers are digitizing production, but data gaps, workforce readiness and disconnected processes are limiting smart factory ROI. The next step is linking factory systems, product knowledge and enterprise workflows into a smart enterprise.

Read more
Critical Issues

The Data-Ready Factory Starts With Trust

Manufacturers that master data governance and interoperability gain better agility, forecast accuracy, and capital allocation. Shared definitions and ownership are essential before AI can deliver reliable results.

Read more
Critical Issues

The Best of the Manufacturing Leadership Journal 2025

A best-of collection from Manufacturing Leadership Journal 2025 highlights key insights on AI, digital twins, supply networks, sustainability and data governance. These articles offer practical strategies for leading manufacturing through rapid transformation.

Read more
Industrial AI

How Manufacturers Can Achieve GenAI Success

Manufacturers can maximize GenAI by centralizing tools, rethinking business models, supporting workers, closing talent gaps, building partnerships and focusing data strategy on AI readiness.

Read more
Data Mastery

Mastering Manufacturing Data for Real Advantage

Manufacturers generate vast data, but fragmented systems and weak governance limit its value. A staged approach focused on reliability, ownership, and monitoring turns data into faster, more confident decisions.

Read more
Data Governance, Mastery and Interoperability

Survey: Manufacturers See Data, Lack Strategy

Manufacturers say data is driving efficiency, cost savings and better decisions, but nearly half lack corporate governance plans and many still struggle to turn data into strategy.

Read more
Critical Issues

Digital Transformation Project Success Depends on Quality Data

Digital transformation projects often fail because of poor data quality, not just people, process or technology gaps. As AI becomes central to manufacturing, clean, reliable data is even more critical to success.

Read more
MLC Member News and Research

AI Turns Data Governance into a Middle Market Advantage

AI is making data governance practical and affordable for middle market manufacturers, turning clean data into a competitive advantage. AI-powered tools help reduce errors, improve decisions, and embed governance into daily operations.

Read more
Data Governance, Mastery and Interoperability

Developing a Manufacturing Data Strategy

A strong manufacturing data strategy improves visibility, resilience, and collaboration through AI, IIoT, analytics, and governance. Success requires both technology and cultural change to turn data into action.

Read more
MLC Member News and Research

Dialogue: Digital Culture Begins with Executive Intent

CESMIIโ€™s John Dyck says digital transformation depends on executive intent, a data quality policy and a culture that trusts data to bridge IT and OT and drive better decisions.

Read more
Critical Issues

Reflections on Hannover Fair 2025

European manufacturers are broadly at a similar stage of digital transformation as U.S. peers, with leadership and legacy systems still slowing progress. Europe may be ahead in data management, especially interoperability, data sharing, and data sovereignty.

Read more
Critical Issues

Unlocking Manufacturing Excellence with Digital Twins

Digital twins can boost manufacturing excellence, but success depends on strong data governance, cross-functional alignment, and workforce development. Leaders should start with a clear strategy and culture change, not just technology.

Read more
Future of Manufacturing Project

MLC Research Shines a Light on the State of M4.0

MLCโ€™s 2024 research shows manufacturers remain in mid-stage M4.0 adoption, still working to improve digital maturity, data use, AI investment, and leadership skills.

Read more