Heart of the Matter
The goal of most processes in the manufacturing and service industries is to produce products or services that exhibit little to no variation. Variation is defined as “where no two items or services are exactly the same.”...

Paving the Way
Data and information are at the heart of good investigations and decision making, but are all kinds of data the same? What are the major categories and types of questions to ask to collect and analyze data?...
Statistics Roundtable: Getting Graphical
A company has six manufacturing processes critical to its business success. Management recently required each area manager to provide quarterly reports on the performance of their particular process....
Know the Why
One of the primary reasons improvement projects fail is a lack of alignment with an organization’s vision, mission, goals and objectives. In an attempt to avoid that issue, a government agency in Guyana deployed a multi-tool method for improvement....
Why Certify?
These stories are told by people at different stages of their careers. One of the things they have in common, however, is they’ve carefully considered the costs and benefits of ASQ certification....
Expert Answers: December 2012
A better supplier scorecard ... Inspecting your suppliers ......
Expert Answers: August 2012
Innovation issues ... SPC vs. SQC ......
Statistics Roundtable: Go With the Flow
Years ago, while on my way to conduct a statistical process control short course at a local ASQ meeting, I was stopped by a man who told me he had attended my short course the previous year and got a lot out of it....

Perspectives: Theory of Evolution
Thumbing through W. Edward Deming’s timeless classic Out of the Crisis, it’s striking to see how the current economic crisis can be attributed to the factors he pointed out so many years ago as roadblocks to quality and productivity....
Get on Board
Although it is difficult to find a universally accepted definition of what it actually means, quality management is still the dream of every organization on the planet—or at least it should be....
Quality Curriculum
Does quality exist as an entity independent of business? Are the business of quality and the quality of business simply two sides of the same coin? No matter—the quality discipline has become inextricably woven into business....
Heavy Mettle Victory
After 23 years of service, I retired from Heavymet. Heavymet is a colossus: 65,000 employees in 55 plants in six business units in six countries. I lived in interesting times there. Many asked how I felt about our progress in process management....
Lead On
In today's business environment, any organization that wishes to exceed customer expectations and stay competitive needs effective supplier management. Emotional intelligence plays an important role in dealing with suppliers....
Online Conklin: Baker’s Loaf
When recounting Plant Able’s successful struggle to implement process management, we compared it to raising children. That sums up the story when implementation is in your home plant....
Expert Answers: January 2012
Cost-of-quality reporting ... Auditing options ......
Risky Business
In highly regulated industries that manufacture pharmaceuticals, foods and cosmetics, quality control scientists have been known to perform sampling and testing to determine the acceptability of finished products. Throughout the last decade,...
Perspectives: Wake Up and Smell the Cookies
MY RECENT TRANSITION from the automotive sector to a company in the food industry held some unusual surprises: • The overall equipment effectiveness, capabilities and yields were shockingly low in the food industry....
Statistics Roundtable: Proper Blending
Since we proposed the idea and theory behind statistical engineering, we’re often asked: “Is it just another term for traditional applied statistics?” That’s a legitimate question....

Organize How You Innovate
It is difficult to underestimate the role of innovation in the success of an organization. ISO 9004:2009 redefines the role of improvements and innovations within a quality management system....
Walking the Talk
Frequent service interruptions led Argentina-based Telefónica Group to establish a project that increased the reliability of its network and, in the process, garner gold honors at the 2010 ASQ International Team Excellence Award competition....
Know Your Limits
In more than 27 years of working with a variety of manufacturing concerns, it is still surprising to observe how many manufacturing operations people possess such limited understanding of the myriad limits they adhere to each and every day....
3.4 per Million: Sum it Up
The future of the quality profession is a perennially popular topic of conversation whenever my colleagues gather at the water cooler, the monthly section meeting or the annual ASQ conference....
Perspectives: Regain Your Footing
The presence of warning signs that quality may be slipping doesn’t mean an organization is doomed. Instead, it can be redeemed with a three-step approach to reinvigorate quality....

Leveling the Playing Field
I would never have guessed I had something to offer professional athletes from a quality professional’s perspective. I was proven wrong, however, after a little experiment with a simple quality tool....
Quality in the First Person: A Winding Career Path
Career paths can sometimes alter quite unexpectedly. Some people take great care in steering their career development, only to learn that factors beyond their control can have a greater influence on life....
The Bright Side of Failure
Nobody wants to be associated with a project that fell short of expectations. But, as any good quality professional knows, failed projects can provide a mechanism for continuous improvement....

Salary Survey 2010: Not Out of the Question
Every year, QP’s Salary Survey sparks countless questions for quality professionals and gets them thinking about their careers and personal development: How do I compare with others? What can I do get ahead? Are things getting better out there?...
Salary Survey 2010: Part 1, Section 1: Salary by Job Title
The vast majority of respondents to this year’s salary survey was regular, full or part-time employees—that is, they work for a single company or organization. Part 1 of this report, comprised of sections 1-20, covers these respondents....
Salary Survey 2010: The Complete Report
experience by gender / FIGURE 2 More than 20 years 10.1- 20 years 6.1- 10 years 3.1- 6 years $ 6,000 Male Years of experience in quality profession Years of experience in quality profession Female $ 4,000 $ 2,000 0 $ 2,000 $ 4,000 $ 6,000 1- 3 years Less...

Perspectives: Warning! Warning!
There are five warning signs that are indicators of a change in corporate attitudes toward quality. Some of these can occur naturally over time as corporations become enamored with their progress....
Measure for Measure: Calibration Evaluation
What do you do when a supplier does not have accreditation to the required quality standard? How about when the particular test or calibration item is not covered under the scope of accreditation?...
Statistics Roundtable: The Statistical Engineer
Many engineers working in processing industries often are overwhelmed by the amount of data available to them. Until recently, most industries collected only a small amount of information on their processes....

Bull's-eye
All companies want to build a stronger brand by ensuring customer satisfaction. Along the way, of course, the companies want to make a profit....
Waste Management
With the assistance of statistical process control and other quality methods, Fluor Hanford helped ensure all tasks were carried out safely during what has been called the world’s largest environmental cleanup project....
Statistics Roundtable: Detection Decisions
A potential outlier is an observation located a considerable distance from the main data swarm. The inclusion of such outlying observations in a data analysis can produce erroneous estimates of means, variances and the correlations between variables....

Perspectives: TPS Troubles
It’s only natural to link the TPS to Toyota’s safety problems. But is the system the problem? And should organizations that employ a version of the TPS be concerned about their systems?...
Breaking From the Pack
Russ Ackoff's life story is instructive for quality professionals as they trace the development of systems thinking during its 60-year migration....
Customer Focus Sparks Invention
To reduce customer complaints and remain profitable, Littelfuse’s facility in the Philippines designed a voice of the customer (VOC) project. The executive team or project champion and project sponsor help the team set goals and expectations, and provide ...
Quality in the First Person: Accidental Destiny
John Ruskin once said, “Quality is never an accident; it is always the result of intelligent effort.”1 How many of us who work in quality came into the profession by accident? I, for one, can raise my hand. I started my career as an apprentice tool...
Test Run
In 2008, 14,906 people took ASQ certification exams, and 9,394 of these people—or 63%—passed. So how can you avoid being one of the certification exam takers who will not pass this year?...
Salary Survey 2009: The Complete Report
52 section 6 Salary by Number of Work Hours Online section 7 Salary by Nonexempt vs. exempt Status Online section 8 Salary by Number of Years in Current Position Online section 9 Salary by Number of Years in Current Position and in the Quality Field Onli...
Salary Survey 2009: Part 1, Section 4: Salary by ASQ and RABQSA International Certification
In all, 57.8% of those surveyed have at least one ASQ certification, and 13.3% have at least one RABQSA International certification....

Career Corner: Out of Quality, Out of Business
Being lean used to be associated with poverty and starvation. Today, being lean refers to profitability and fitness, especially in business. Cutting corporate fat, or non-essentials, has become as important for organizational health as slimming down is...
Statistics Roundtable: A Remedy Using Residuals
It is common in industrial processes for input variables to be closely associated with output variables. You may frequently encounter two process variables tied together. For example, consider temperature and pressure....
Get Your Checkup
For nearly 20 years, lean and Six Sigma improvement initiatives have been in the quality spotlight, helping thousands of organizations in the United States and elsewhere. But, are hospitals truly embracing the lean and Six Sigma movement?...

Don't Just Talk the Talk
Many companies and organizations talk big about knowing the best way other businesses and groups can work to drive continuous and process improvement. Often, these businesses don’t take their own advice. Once in a while, however, a group comes along...
Online Figures Jing
QP 2 Pure bonding / online Figure 5 Part one Part one Part two Part two Left distance Right distance Step one Step two Heat DMAIC Mind- set / online Figure 4 30- 50 10- 15 4- 8 KPIVs 8- 10 KPIVs Critical KPIVs 3- 6 Key leverage KPIVs Inputs variables Mea...
Expert Answers: May 2009
Design deviation ... Choosing your chart ... Studying sigma shift...
Standards Outlook: Major Upgrades
The new fourth edition of the Chrysler, Ford and General Motors (GM) Potential Failure Mode and Effects Analysis (FMEA) Reference Manual, which was released last year, is a significant upgrade from the third edition published in 2001....
Statistics Roundtable: Grab the Brass Ring
Remember going to the amusement park and riding the carousel or merry-go-round? During the ride, there was sometimes a brass ring you could grab from a dispenser.It took some dexterity to snatch the ring from the dispenser as the carousel rotated....

Back to Basics: Sample Wise
Selecting the correct sample size is often the most difficult aspect of any project. Rules of thumb are important because they promote discussion that facilitates the selection of a more optimum sample size....
Statistics Roundtable: A Correlation Encounter
In a recent visit to the control room for a processing unit, a new process engineer asks the question: “Why doesn’t the correlation between the two process variables, x1 and x2, match the correlation as suggested by the theory?”...

Building From the Basics
Quality control is about models, methods, measuring and managing. It’s about uncovering a problem and finding the solution. It’s about using the right techniques at the right time to make things better....
Quality in the First Person: From Class to Career
“Stauffer, on Monday morning, you will either be in that total quality leadership (TQL) class, or in front of the captain, explaining why you were not there!” With these words, my division officer inadvertently put my life on a different course....
A DMAIC Makeover
Define, measure, Analyze, improve and control (DMAIC) is the common roadmap for Six Sigma projects. But there are potential weaknesses in this roadmap that could be addressed with a simple, proven adjustment to DMAIC....
Salary Survey 2008: Part 1, Section 11: Salary by Division Size, Organization Size and Location of Headquarters
Most often, the survey respondents work for small divisions in small organizations with headquarters in North America....
Expert Answers: December 2008
Get your boss to pay for training ... Three or six-sigma process?
Q: I’d like to know which process is better controlled: a three-sigma process or a six-sigma process. If the context of your question relates to statistical process control (SPC), then a six-sigma process is better controlled. Q: Will the new ISO 26000 st...
Salary Survey 2008: The Complete Report
51 Section 6 Salary by Number of Work Hours Online Section 7 Salary by Nonexempt vs. Exempt Status Online Section 8 Salary by Number of Years in Current Position Online Section 9 Salary by Number of Years in Current Position and in the Quality Field Onli...

Back to Basics: Clearing SPC Hurdles
Statistical process control (SPC) has provided significant cost savings for companies that are fortunate enough to implement it fully. However, implementation challenges can overcome the best of intentions....
Standards Outlook: Automakers Shift Manual Into Another Gear
The Automotive Industry Action Group (AIAG) published the second edition of the Advanced Product Quality Planning (APQP) and Control Plan Reference Manual this summer....
Expert Answers: November 2008
Workplace recognition ... Choosing the right chart.
In your particular case, your production run rate is 30 pieces per hour, so you have a variety of charts available to you, including attribute charts. PPAP provides flexibility in how much documentation must be submitted to the customer as evidence the PP...
Statistics Roundtable: Transforming Data
What separates a multivariate analysis from a univariate analysis in process control? As simple as this question might appear, the answer can sometimes be difficult to understand....
Expert Answers: August 2008
Flushing out flatness ... Corrective vs. preventive actions....

Bright Idea
There is an opportunity to apply statistical process control where it can have an impact on our daily lives by providing warning signs of pending outages, signal waste and process problems in the world’s largest machine: the North American power system....
Statistics Roundtable: It Depends
A Shewhart chart is an excellent tool for detecting abrupt process changes. One of its additional properties is its ability to detect small process changes through the use of run rules....
Quality in the First Person: Value of Certification
In 1986, I began my career as an engineer in the research and development function of a large global chemical company. Eight years later, my family relocated, and I took a job with a plastic products company as a senior process development engineer....
The Remedy for a Data Dilemma
In 1994, Bellin Health volunteered for a pilot assessment managed jointly by the Baldrige National Quality Program and the Joint Commission. This assessment helped Bellin focus on developing an integrated measurement system....
Expert Answers: March 2008
Outlook on outsourcing ... When does Six Sigma suffice?...
Quality in the First Person: From Pizza to Quality
I was hired as a quality technician at TexTek Plastics, and the quality manager, who had vast experience in quality applications, was impressed with my diverse education and experiences. One of the absolutes I have learned in my journey is that the compan...
Exercise a Process Improvement Approach for Your Own Personal Wellness
The human body can be viewed as a system of processes in which the output of one process is an input to another. One quality practitioner applied the concepts of systems thinking, process thinking and process management to improve his own health,...
A Recipe for Safe Food: ISO 22000 and HACCP
Although food safety experts maintain that the U.S. food supply is one of the safest in the world, three recent food recalls raise the question of how food supplies can remain safe in a global environment. Hazard Analysis and Critical Control Point...
3.4 per Million: Use DMAIC to Make Improvement Part of the Way We Work
Faster, better, cheaper. That’s what organizations across almost all major industries must now do to remain competitive....
Statistics Roundtable: Detecting Dependent Observations in Multivariate Statistical Process Control
Since we must consider many variables at the same time when monitoring a multivariate process, detection of data dependencies between and among the observation vectors is not straightforward. The test procedures that exist for checking for the...
Nanotechnology: A Big Little Frontier for Quality
Nanotechnology is a field of applied science that deals with arranging particles...
Quality Glossary
Five years after it published its first glossary of quality terms, ASQ has revised that glossary with updated definitions and new entries, many from the lean glossary published in 2005. This reference of terms, acronyms, and prominent figures in the...

10 Quality Basics
In an overview designed to give quality newcomers a glimpse of the knowledge they need to succeed, ten regular Quality Progress contributors write on 10 basic quality topics that are fundamentals essential to surviving in a quality role. Topics covered...
The Quality Diet: Building a Healthy Business
Quality is not always an easy sell. As a result, the challenges facing a quality professional trying to help a company are a lot like those facing a dietitian trying to help a client succeed with a diet. Quality professionals could even be called...
Standards Outlook: Six Lessons Learned From QS-9000
The sun sets on QS-9000, the U.S. automotive standard.
My version of the old joke goes: "When’s your birthday?" "Dec. 15." "What year?" "Every year, so far."...
Statistics Roundtable: Turning Shewhart?s Challenge Into Opportunity
Statisticians must step forward and lead management to become more statistically minded.
Nearly 70 years ago, quality pioneer Walter Shewhart threw down the gauntlet: "The long-range contribution of statistics depends not so much on getting a lot of highly trained statisticians into industry as it does...
Lean Lessons: Using Lean to Meet Quality Objectives
For many years, proponents of lean and Six Sigma methodologies have worked to achieve a marriage of convenience. For the most part this has fared well....
ISO 9001: Could It Be Better?
Many well-intentioned people are using ISO 9001 to control and improve quality, but much of the standard should be disregarded. ISO 9001's unnecessary costs affect companies, their employees and customers, as well as society in general which depends...
Apply Six Sigma To Sales and Marketing
A common misconception regarding Six Sigma is that it applies only to manufacturing processes and that its fact-based problem solving methodology doesn't transfer to business processes such as marketing and sales. These people believe that a...
Quality in the First Person: Never-Ending Learning
“You’ll have six questions, worth 25 points each, out of which you’ll be required to answer any four.” As usual, we pressed for clues—more specifics on what would be included on the test. “One of the six questions will be on ISO 9001:1994.”...
Challenges in RFID Enabled Supply Chain Management
Supply chain management is the fastest growing application of radio frequency identification devices (RFID), but few organizations are equipped to deal with the accompanying flood of information. Most definitions of RFID emphasize the technological...
Quality in the First Person: SPC: Not Just for Geeks
I fell into quality the old fashioned way: I was in the wrong place at the wrong time. At the time, computers were becoming important tools, and I was one of the few people in the plant who knew how - or even wanted - to operate one....
One Size Does Not Fit All
It has been said that academia has lagged behind practice in the development of quality management methods and philosophies, yet academia has done a good job of propagating these concepts. Now academic research has developed two new concepts that will...
The Histogram for Complex Parts
In the aerospace industry, production and procurement usually consists of infrequent lots of complex parts with relatively small lot sizes. Data are often insufficient to implement standard process assessment techniques. In these situations, a percent...
Beyond PDCA - A New Process Management
The ISO 9001 quality management standard calls for the use of the plan-do-check-act (PDCA) model for managing processes. The author questions why check is included in the cycle when the goal is to reduce the need for verification activities. Current...
Use SPC for Everyday Work Processes
Despite the advantages of statistical process control (SPC), many organizational implementation efforts have not been successful or self-sustaining. This has nothing to do with the methodology, but is a case of using the right toolbox but the wrong...
Core Roles in a Strategic Quality System
When establishing and maintaining a strategically viable quality system, senior management defines the roles played by groups, departments, or functions within the organization using risk/benefit analysis to determine the best fit in terms of logistics,...
Measure for Measure: Appraiser Variation in Gage R&R Measurement
In part one of this column, I said if our data analysis is inaccurate, it does not represent the true quality characteristics of the part or product being measured, even if we're using quality improvement tools correctly....

60 Years and Still Going Strong
This year the American Society for Quality marks its 60th anniversary with a special website devoted to its celebration. Thirteen surviving founders shared their insight into how the quality profession and ASQ have changed over the years. Responses to...

8 Dimensions of Excellence
Despite a stated desire to be customer focused, most companies tend to measure process performance more intensely than the outcomes customers experience. The 8 Dimensions of Excellence expand and balance the definition of success, beginning with the...

Measure for Measure: Improved Gage R&R Measurement Studies
Many manufacturers are using tools like statistical process control (SPC) and design of experiments (DoE) to monitor and improve product quality and process productivity. However, if the data collected are not accurate and precise, they do not...
Statistics Roundtable: Data Mining for Quality
Allen, I. Elaine; Seaman, Christopher A.
In a 1996 Quality Progress article, Bert Gunter urged caution in the use of data mining based on the extraordinary amount of hype and false promises it was receiving at the time....

Career Corner: Competence and Confidence Count
A core career value is a combination of competence and confidence: realistic and objective confidence you have the skills to achieve in the world of work and believing those skills are a positive contribution....
Are You Making Decisions in a Fog?
Just as water makes up two thirds of the world's surface, measurement constitutes an enormous part of the scientific method and scientific problem solving....
Use Distribution Analysis To Understand Your Data Source
Distribution analysis - the process of examining a data set to understand its characteristics - uses a variety of tools that are often not used to their fullest extent. A procedure is presented as a guide to performing distribution analysis while...
Feigenbaum's Enduring Influence
Armand V. Feigenbaum was one of the first engineers to recognize financial performance as an indicator of poor quality. Together with W. Edwards Deming and Joseph Juran, he established the intellectual framework for quality as a discipline worthy of...
When Worlds Collide: Lean and Six Sigma
Facing unprecedented pressure to improve performance across the board, organizations cannot afford to forego the benefits of either Six Sigma or lean....


