Data tells you what’s happening, but experience tells you what it actually means. The companies that figure out how to bridge that gap before their experts retire aren’t just going to be more efficient—they’re going to be the only ones left with a functioning system. Reliability isn’t just built on sensors; it’s built on understanding.

In modern industrial environments, data is abundant. Sensors, inspections, oil analysis, and operational systems continuously generate information about asset condition and performance. Yet raw data alone rarely answers the questions that matter most: This is the gap that digital twins are designed to close. A digital twin is not simply a visualization or a static engineering model. It is a living, continuously updated representation of a physical system, built to translate complex data into actionable understanding. When implemented correctly, it becomes a system that doesn’t just describe reality—it helps guide decisions within it. What a Digital Twin Actually Is At its core, a digital twin is a high-fidelity digital counterpart […]

Can a small company benefit from Market Based Management (MBM)?  If your response is “what is market-based management?” I’ll try to explain below.  If you already know what MBM is the question is not rhetorical because unless it becomes a part of your corporate (and personal) DNA you will probably fall short.  For new companies it’s about starting out right.  For existing companies it is about being willing to hit the “Reset” button and rebuild your corporate model (through “creative destruction”) around fundamentals that helped make Koch Industries one of the world’s largest privately held organizations.  Can your company grow to $115 billion (USD) in annual revenue if you adopt […]