then find out he was also deterring theft, greeting regulars, signing for deliveries, and noticing the leak That is the part every adoption pitch leaves out: Change Management. Here is what they get wrong. Raimund Laqua, P.Eng., PMP, is the founder and principal of Lean Compliance, an advisory practice serving

measures for AI-driven decisions Foster a culture of responsible AI use throughout the organization Lean You can learn more about this program  here .

Management of Change is a means by which new and latent risk can be identified and treated when organizational with mature MOC capabilities experience additional benefits similar to those resulting from applying LEAN

At Lean Compliance, we understand the importance of context and connections.

they have followed me on social media for a while, loved what we do, and have put the principles of lean helpful in expanding my personal knowledge, as I am relatively early in my career and doing my best to learn I look forward to learning more from the generous amount of information you share freely on this platform

Improvement strategies and techniques such as: Plan-Do-Check-Act, LEAN, Six-Sigma and others have been Compliance failure often leads to mission failure. interpretations of this management philosophy are based on earlier continuous improvement methodologies, such as Lean

This is not unlike how how a LEAN organizations use pull systems to improve the performance of their In LEAN thinking we pull customer demand (rather than pushing it) to stress a production process to expose It is a dance that most never learn.

This is one of the key tenants of the LEAN mindset and it applies not only to the flow of work but also

They're tracking leading indicators—subtle changes that whisper of trouble long before it screams. This means fundamentally changing what you track. You measure leading indicators: Employee engagement scores before they become turnover rates Customer rates (lagging), organizations can track near-miss reporting frequency and planned change frequency (leading What leading indicators is your organization ignoring while it counts yesterday's damage?

AI Systems: Learning Machines with Unpredictable Behaviour AI systems—especially those based on machine learning (ML)—work differently. Emergent Logic : The rules are not written by developers, but learned from data, which can make them Bias and Fairness Since AI learns from historical data, it can inherit and amplify existing biases. This article was written by Raimund Laqua, Founder of Lean Compliance and Co-founder of ProfessionalEngineers.AI

Recent advancements in artificial intelligence and machine learning will take this to even higher levels Copyright [2018] Lean Compliance Consulting, Copyright [2018] ethikos, a publication of the Society

here's the thing: these pioneers cannot simply theorize; they must also engineer the very methods and means This means accepting that we are still in the early stages of a much longer journey. computer engineer with over 30 years of expertise in high-risk and regulated industries, specializing in lean He is the founder of Lean Compliance and co-founder of ProfessionalEngineers.AI , organizations dedicated