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OEE and the Unreachable Goal
Donald J. Wheeler
The Man of La Mancha never got to the unreachable goal—and if you’re being judged by overall equipment effectiveness (OEE), then your manager may also be dreaming an impossible dream. This column will look at problems associated with the use of OEE values. OEE is a value often used in lean…
100% Satisfaction Guaranteed
Harry Hertz
My story begins with Hurricane Milton, one of two tragic hurricanes to hit the west coast of Florida last year. Milton went right over Sarasota, where I live part of the year. It was a devastating storm; tree and plant debris still remain on the sides of many roads. Big root balls are still upended…
RTO Mandates Catalyze Brain Drain in Top Firms
Gleb Tsipursky
New research provides a compelling analysis of the repercussions of return-to-office (RTO) policies on employee turnover, hiring, and the overall talent pool within major corporations. Using data from more than 3 million LinkedIn profiles, Mark Ma, at the University of Pittsburgh, along with other…
PharmaNZ Saves More Than $70,000 in Maintenance Costs With MaintainX
Nick Haase
PharmaNZ is a family-owned nutraceutical company that manufactures health supplements for the world’s leading brands. The company produces more than 250 tonnes of powder-blend products, 10 million tablets, and 70 million hard-shell capsules annually for clients worldwide. The company, founded by…
Ten Inventory Must Do’s
Adam Grabowski
Cash is king for manufacturers, from the owner down to the machine operators. If you visit any manufacturer, you’ll see that most have a keen eye on how everything is being used. Machines are generally only running if they are making parts; employees are typically only working if orders are coming…
Why You Should Bring in the Bees to Deal With Your Elephants
Jones Loflin
I had just finished a keynote presentation and was at the book table set up by the client. Participants were invited to pick up one or more of my books, and the company would pay for them. One excited audience member quickly made their way to the table and was perusing their possible choices. They…
Innovative Technology Is Rapidly Transforming Quality Management
Eric Linxwiler
Quality management has evolved far beyond traditional checklists and periodic inspections. For complex supply chains, quality is no longer a static endpoint. It’s a dynamic real-time process deeply interwoven with collaboration, transparency, and data-driven decision-making. As supply chains grow…
First, Create Your Graph
Donald J. Wheeler
In last month’s article, “ANOVA and the Process Behavior Chart,” we saw how both techniques use the same basic comparison to answer completely different questions. Here, we’ll look at a case history where both techniques were used. A physical property of a mass-produced item was important to its…
How to Find the Right Balance of Data for Your Industrial AI System
Michael Sharp
Understanding the inner workings of your industrial artificial intelligence (IAI) system is crucial if you want it to add measurable value to your manufacturing operations. Here, we’ll dig into one important aspect of every AI: the inputs, aka your data. Including the right type and the right…
How Quality Drives Profit and Planet Benefits
Matt Tweedy
In global manufacturing, two key goals—intertwined yet distinct—heavily dominate the industry’s agenda: addressing the growing demand for environmentally sustainable practices, and optimizing operational efficiency. With these priorities in mind, companies are seeking multifaceted solutions that…
The Free Energy Principle at the Gemba
Harish Jose
Today I’m looking at the free energy principle (FEP) by the British neuroscientist Karl Friston. The FEP basically states that to resist the natural tendency to disorder, adaptive agents must minimize surprise. This has implications for the gemba, as you’ll see. A good example to explain this is…
Book Review
Is Quality Just a Word We Use?
Steven Garner
In the ever-changing landscape of business management, the concept of quality has undergone significant transformations. What began as a focus on maintaining standards such as ISO 9001 and AS9100 is evolving into a more holistic approach encompassing organizational excellence. Tom Taormina’s book…
How Will the Workplace Change in 2025?
Angie Basiouny
Wharton management professor Peter Cappelli is routinely asked to predict the future of work. His expert answer is always the same: “The future looks like the past.” He’s not trying to be cryptic. It’s just that the big changes ushered in by the pandemic five years ago are still unfolding—remote…
Optimizing Production Efficiency
Akhilesh Gulati
Paul was sitting in his office staring at production numbers from the past quarter. Despite having a great team, strong customer demand, and state-of-the-art equipment, the factory’s performance wasn’t meeting expectations. There was a bottleneck in the assembly line—a critical chokepoint that was…
How To Use Your Mental Painter’s Tape For Better Focus
Jones Loflin
I enjoy painting, and I’ll admit that I’m not the neatest painter out there—I get a lot on me. And I’m not the fastest painter either, but I feel like I do a pretty good job.  One of the tools that helps me improve my painting skills is painter’s tape (the blue stuff is my favorite). It enables me…
Bringing RCA and HOP Together
Brian Hughes
We live in a world where problems aren’t just growing—they’re evolving into ever-more complex challenges. During the 20th century, we pushed the boundaries of innovation, creating complicated systems that demanded structured problem-solving approaches. Techniques like 5 Whys and the Ishikawa…
A to Z of Audits and Inspections
Ayush Soni
Audits and inspections are critical components of industrial safety management. These processes help organizations ensure compliance with legal requirements, identify risks, and improve workplace safety and operational efficiencies. Conducting regular audits and inspections is not just a regulatory…
‘Fire, Ready, Aim!’
Akhilesh Gulati
In the world of operations and quality management, the pressure to act quickly can feel overwhelming. Senior executives are constantly racing against time to meet customer demands, solve problems, and keep shareholders satisfied. In the rush to address immediate challenges, “Ready, aim, fire!” gets…
The ‘Form’ of Complexity
Harish Jose
In this article, I’m exploring complexity through the lens of George Spencer-Brown’s Laws of Form (Cognizer Co., 1994). This philosophical and mathematical treatise explores the foundations of logic and mathematics via a unique symbolic system. Spencer-Brown introduces a primary algebra based on a…
NIST Accomplishments: A Look Back at the Past Three Years
Laurie Locascio
So much has changed since I walked onto the Gaithersburg, Maryland, campus of the National Institute of Standards and Technology (NIST) almost three years ago to begin my term as its director and U.S. Commerce Undersecretary for Standards and Technology.   We were all still feeling the impacts of…
Total Factor Productivity
William A. Levinson
Recent labor relations controversies and ongoing arguments about the minimum wage have raised questions as to how a supply chain should share the utility it produces. If we ask the wrong question, however, we’ll get the wrong answer. “What is a fair share?” asks how a supply chain should divide a…
Teams and the Magic Three
Harry Hertz
A recent Inc.com blog post by Jessica Stillman discusses Malcolm Gladwell’s new book, Revenge of the Tipping Point (Little, Brown and Co., 2024). The theme in both works is that you can’t create a high-performing team simply by bringing together individual high performers. They need to gel as a…
Decoding AI Adoption
Peter Zemsky, Ricky Wong
Gemini, O1, Grok, Claude, Llama, Yi, and Mistral: The number of large language models (LLMs) seems to have grown exponentially since OpenAI’s ChatGPT burst into the public consciousness in late 2022. It’s estimated that $154 billion was spent on AI by businesses in 2023, while the most recent …
Revolutionizing Manufacturing With IoT and AI-Driven Predictive Maintenance
Prashant Kondle
Unplanned equipment downtime costs manufacturers an estimated $50 billion annually, according to a study by Deloitte. It is estimated that unplanned downtime costs more than $100,000 per hour. Traditional maintenance approaches—whether reactive or scheduled—are not sufficient to address these…
Understanding How Quality Spreads in Manufacturing
Herman Tang
In manufacturing, especially in assembly systems, every operation plays a role in shaping the quality of the final product. The influence of these operations can carry through each stage, ultimately affecting the quality of the finished products delivered to customers. Understanding how these…

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