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You are here: Home / Archives for Ray Harkins

Ray Harkins — Active Contributor

Author of The Manufacturing Academy articles offers Reliability and Quality Engineering Statistics, An Introduction to Reliability and Quality Engineering, Process Capability Analysis, Root Cause Analysis and 8D Corrective Action Process, and Return on Investment Analysis for Manufacturing courses.


This author's archive lists contributions of articles and episodes.

by Ray Harkins Leave a Comment

Student Questions from My Root Cause Analysis Class, Part 3

Student Questions from My Root Cause Analysis Class, Part 3

In this third and final installment in this series showcasing the most thought-provoking questions I’ve received from students of my online Root Cause Analysis class over the past five years, you will see a question each about the cause-and-effect diagram, capability analysis, and team building. This diverse set of questions, like the questions presented in the first two installments of this series, point plainly to the diversity of skills needed to become an effective quality or reliability professional.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy Tagged With: Root Cause Analysis (RCA)

by Ray Harkins Leave a Comment

Student Questions from My Root Cause Analysis Class, Part 2

Student Questions from My Root Cause Analysis Class, Part 2

In part two of this three-part article series, I am continuing to showcase some of the best questions I’ve received over the past 5 years from students of my online Root Cause Analysis class, along with my answer to them. 

And as Indira Gandhi once said, “The power to question is the basis of all human progress.” And so, it is my hope that by sharing these questions and answers, others may all learn and progress as well.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy Tagged With: Root Cause Analysis (RCA)

by Ray Harkins Leave a Comment

Student Questions from My Root Cause Analysis Class, Part 1

Student Questions from My Root Cause Analysis Class, Part 1

Since launching my Root Cause Analysis class just over 5 years ago, I count myself remarkably fortunate to have been a part of the learning journeys of the 14,000+ students who have taken it. And a welcomed part of teaching courses online is fielding questions that come from students. In addition to clarifying for them various technical points of the course, I also get a “behind the curtains” look at the general training gaps in the quality profession. Afterall, that one student’s question may be in lingering in the minds of countless other quality professionals as well.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy Tagged With: Root Cause Analysis (RCA)

by Ray Harkins Leave a Comment

A Primer on Acceptance Sampling Plans

A Primer on Acceptance Sampling Plans

In modern manufacturing, ensuring product quality is paramount. One of the fundamental tools employed to maintain quality standards is sampling plans. These plans provide a systematic approach to inspecting a subset of items from a larger batch, allowing for efficient and reliable decision-making regarding the acceptability of the entire lot. 

In this primer, we probe the essentials of sampling plans, their types, and the trade-offs between sampling and 100% inspection. Because of their ubiquitous use in manufacturing, we will more closely examine attribute sampling plans, including single, double, and multiple sampling plans, and their applicable industry standards.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy Tagged With: Acceptance sampling

by Ray Harkins Leave a Comment

Machine Run-Off’s: What Are They and Why Do Them

Machine Run-Off’s: What Are They and Why Do Them

A machine run-off, refers to the process of testing and adjusting a new or modified machine or piece of equipment before it is put into regular use. When a run-off is performed prior to shipping to the customer, it is called a Factory Acceptance Test (FAT), and when it is performed after installation at the customer’s facility it is called a Site Acceptance Test (SAT). 

Both types of machine run-offs are common with large, complex, and/or expensive equipment. And both have the same goal of ensuring the equipment is safe and reliable, and meets the customer’s requirements and functional criteria before it is launched into production where repairs and corrections become much more expensive. The SAT is largely a repeat of the FAT expect it additionally verifies that no damage was incurred during shipment and that the unit is correctly installed.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

by Ray Harkins Leave a Comment

The Seven Basic Quality Tools: Getting Started with Data Visualizations

The Seven Basic Quality Tools: Getting Started with Data Visualizations

A common first step in the learning journey of a quality engineer is mastering a set of data visualization tools called the “Seven Basic Quality Tools.” Popularized by an architect of the modern quality movement, Karou Ishikawa, the seven basic quality tools allow practitioners to readily extract useful insights from raw data and build a foundation for further statistical analysis. These tools stand as pillars of systematic problem-solving, aiding in the identification, analysis, and improvement of processes.

These seven tools, in order of complexity, are: Check Sheets, Flowcharts, Cause and Effect Diagrams, Histograms, Pareto Diagrams, Scatter Plots, and Control Charts.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

by Ray Harkins Leave a Comment

Unveiling the Kano Model of Customer Satisfaction

Unveiling the Kano Model of Customer Satisfaction

In the ever-evolving landscape of engineering and design, strategic frameworks play a pivotal role in deciphering the intricate dynamics of customer satisfaction. Consider, for example, the Kano Model of Customer Satisfaction, brainchild of management science professor, Noriaki Kano. This model offers a nuanced approach to understanding the diverse aspects of customer satisfaction, making it a valuable tool for engineers and design professionals as they transition from problem definition to ideation and prototyping. [Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

by Ray Harkins Leave a Comment

Mastering the Art of Empathy in Design Thinking

Mastering the Art of Empathy in Design Thinking

Welcome to the realm where reliability engineering meets product design—a landscape where innovation thrives on understanding and addressing customer pain points. In this guide, we will explore the intricate dance of empathy within the design thinking process, offering engineers and designers a roadmap to navigate the complexities of customer-centric problem-solving.

At the heart of the design thinking process lies the empathize phase—a journey that begins with a courageous act: wiping the slate clean of preconceived notions and biases. For seasoned professionals, this is akin to stepping into the unknown. Design thinking demands a reset—a departure from the comfort of accumulated solutions and a return to the essence of the problem.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

by Ray Harkins Leave a Comment

Enhancing the Performance and Durability of Forged Steel with Annealing

Enhancing the Performance and Durability of Forged Steel with Annealing

with co-author Dr. Jay Desai

Steel forging holds significant importance in developed economies around the world. It is used to shape raw materials into precisely designed components that often have critical performance requirements. Due to their strength, durability, and reliability in harsh environments, forged steel components are utilized in a wide range of industries including aerospace, automotive, defense, and construction.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

by Ray Harkins Leave a Comment

The Crucial Connection Between APQP and Product Reliability

The Crucial Connection Between APQP and Product Reliability

In today’s competitive business landscape, ensuring the reliability of products is paramount for any company aiming to maintain a strong market presence and satisfy customer expectations. One essential tool that plays a pivotal role in achieving this goal is Advanced Product Quality Planning (APQP). Understanding the major components of APQP and how it is intertwined with reliability provides design and engineering professionals with a framework for assuring early success in a product launch.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

by Ray Harkins Leave a Comment

The Softer Side of Success: Unlocking the Power of Soft Skills

The Softer Side of Success: Unlocking the Power of Soft Skills

In the world of reliability and quality engineering, technical expertise and domain knowledge have always been highly valued. Engineers are expected to possess a strong foundation of technical skills to excel in their roles. However, in today’s rapidly evolving workplace, it has become increasingly evident that technical ability alone is not enough to guarantee success. The modern engineering professional must recognize and embrace the importance of soft skills to complement their analytical skills. 

In this blog post, we will dive into the significance of soft skills in the workplace and how they can enhance the effectiveness and success of reliability and quality engineering professionals.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

by Ray Harkins 2 Comments

Enhancing Engineering Problem-Solving with the Six Hats Method

Enhancing Engineering Problem-Solving with the Six Hats Method

As engineering professionals, we’re no strangers to complex problem-solving scenarios that demand rigorous analysis, innovative thinking, and efficient decision-making. Whether it’s designing new components, optimizing processes, or addressing infrastructure challenges, our success hinges on our ability to approach problems with a structured and creative mindset. 

One method that can significantly boost our problem-solving prowess is the “Six Hats Method” – a systematic approach that allows us to don different thinking hats, unlocking diverse perspectives for comprehensive and effective solutions. Let’s see how the Six Hats Method can empower engineering professionals to navigate challenges with clarity, focus, and ingenuity.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

by Ray Harkins Leave a Comment

Enhancing Component Reliability with Nondestructive Testing Technologies

Enhancing Component Reliability with Nondestructive Testing Technologies

In the world of reliability engineering, ensuring the long-term dependability and safety of components is of paramount importance. Nondestructive Testing (NDT) technologies have emerged as indispensable tools for reliability professionals in various industries, including aerospace, automotive, manufacturing, and power generation. By enabling the inspection and evaluation of materials and components without causing damage, NDT techniques play a crucial role in enhancing short and long-term reliability. 

In this blog post, we will explore several NDT technologies and how they contribute to improving component reliability.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

by Ray Harkins Leave a Comment

Cost of Quality Measurement and Reporting

Cost of Quality Measurement and Reporting

In 1956, Harvard Business Review published a landmark article by economist and business leader Armand Feigenbaum titled “Total Quality Control” that summarized the quality control system he developed during his long tenure at General Electric and gave prominence to many concepts still used in quality management today. One of those concepts was cost of quality measurement.

The goal of a cost of quality measurement system is to provide manufacturing leaders with a tool that can help drive process improvements. By understanding the magnitude and sources of their quality costs, manufacturing executives, managers, engineers, and technicians can more effectively direct their efforts, improvement strategies, and capital budgets toward reducing them.

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

by Ray Harkins Leave a Comment

Understanding Bayes’ Theorem

Understanding Bayes’ Theorem

In the early 1700’s, English mathematician and Presbyterian minister Thomas Bayes derived the eponymous mathematical theorem that allows us to calculate the probability of an event occurring based on prior knowledge of conditions that might be related to the event. 

[Read more…]

Filed Under: Articles, on Tools & Techniques, The Manufacturing Academy

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