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Posts about six sigma. See our six sigma portal including selected six sigma articles (articles by Roger Hoerl) and recommend six sigma books.
Recommended posts: Lean, Six Sigma, ToC, TPS, TQM... Management - Deming and Six Sigma - Will Six Sigma Fix Bad Management? - Has Six Sigma been a failure?

Soren Bisgaard died earlier this month of cancer. Soren was a student of my father’s who shared the commitment to making a difference in people’s lives by using applied statistics properly. I know this seem odd to many (I tried to describe this idea previously, also read his acceptance of the 2002 William G. Hunter award). Soren served as the director of the director of the Center for Quality and Productivity Improvement at the University of Wisconsin-Madison (founded by William Hunter and George Box) for several years.
Most recently Soren Bisgaard, Ph.D. was Professor of technology management at Eugene M. Isenberg School of Management at the University of Massachusetts – Amherst. He was an ASQ Fellow; recipient of Shewart Medal, Hunter Award, George Box Medal, among many others awards.
I will remember the passion he brought to his work. He reminded me of my father in his desire to improve how things are done and allow people to have better lives. Those that bring passion to their work in management improvement are unsung heroes. It seems odd, to many, to see that you can bring improvement to people’s lives through work. But we spend huge amounts of our time at work. And by improving the systems we work in we can improve people’s lives. Soren will be missed, by those who knew him and those who didn’t (even if they never realize it).
Contributions in honor of Søren may be made to The International Mesothelioma Program or to the European Network for Business and Industrial Statistics. Read more articles by Søren Bisgaard.
The Future of Quality Technology: From a Manufacturing to a Knowledge Economy and From Defects to Innovations (pdf) by Soren Bisgaard
Related: The Work of Peter Scholtes – Management Improvement Leaders – The Scientific Context of Quality Improvement by George Box and Soren Bisgaard, 1987 – Obituary Søren Bisgaard at ENBIS – Obituary: Soren Bisgaard, Isenberg Professor in Integrative Studies
The JMP blog has posted some highlights from George Box’s presentation at Discovery 2009
Having worked and studied with many other famous statisticians and analytic thinkers, Box did not hesitate to share his characterizations of them. He told a story about Dr. Bill Hunter and how he required his students to run an experiment. Apparently a variety of subjects was studied [see 101 Ways to Design an Experiment, or Some Ideas About Teaching Design of Experiments]
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According to Box, the difficulty of getting DOE to take root lies in the fact that these mathematicians “can’t really get the fact that it’s not about proving a theorem, it’s about being curious about things. There aren’t enough people who will apply [DOE] as a way of finding things out. But maybe with JMP, things will change that way.”
George Box is a great mind and great person who I have had the privilege of knowing my whole life. My father took his class at Princeton, then followed George to the University of Wisconsin-Madison (where Dr. Box founded the statistics department and Dad received the first PhD). They worked together building the UW statistics department, writing Statistics for Experimenters and founding the Center for Quality and Productivity Improvement among many other things.
Statistics for Experimenters: Design, Innovation, and Discovery shows that the goal of design of experiments is to learn and refine your experiment based on the knowledge you gain and experiment again. It is a process of discovery. If done properly it is very similar to the PDSA cycle with the application of statistical tools to aid in determining the impact of various factors under study.
Related: Box on Quality – George Box Quotations – posts on design of experiments – Using Design of Experiments
I don’t see any evidence six sigma is making a comeback but magazines like to talk about new ideas rather than just explore what continues. They like to discuss common cause variation as though it were special cause. Six Sigma Makes a Comeback
How sad. Six sigma has always been hampered by a lack of core values (like respect for people, constancy of purpose) and a focus on cost cutting but the direct desire to pursue a deadly disease (short term focus) is sad indication of where some have taken what can be very useful tools.
Six sigma and quality management other efforts can be very useful. But many of the efforts (as many of any management efforts) are executed poorly and do little good and much that is rightly ridiculed.
Related: Quality and Innovation – Six Sigma Much More than Common Sense – Process Improvement and Innovation
iSixSigma has created a list of the Best Places to Work for Six Sigma Professionals. To be eligible to participate, companies must have been actively engaged in using Six Sigma for at least two years and must employ a minimum of 30 full-time Six Sigma practitioners in either Black Belt, Master Black Belt or Deployment Leader roles.
Sixteen companies met all the entry requirements and completed a two-part online survey. The senior Six Sigma leader submitted answers to an employer survey, and the full-time Six Sigma personnel at each company submitted answers to an employee survey.
Companies were ranked 1 through 10 by totaling the scores from the two surveys. The greatest weight was given to the employee survey, which asked questions in five main categories: job satisfaction, culture, compensation/rewards and recognition, training and career development, and net promoter score (NPS). Of these categories, the most weight was given to job satisfaction, as that is what employees said was the most important factor to them when it comes to a working environment. The companies, in alphabetical order:
The rankings will be revealed later. The details are from from convincing to me that these are indeed the top 10 organization for six sigma professionals. However, it does seem a good list for someone looking for a new job working with six sigma to consult.
Related: Deming and Six Sigma – Six Sigma Success – Agility vs. Six Sigma – posts on management careers – Seduce Them With Six Sigma Success
Response to LinkedIn question: “Whether Six Sigma as a quality tool really delivers the benefits ? How does it makes difference from a common sense approach ? (Where the process wastes and the required solution is known / can be easily identified just by applying common sense)”
Six sigma (or another management improvement method) can help in several ways. First, lots of things that are sensible are not done. A method to assure that more sensible things are done is useful.
Second, many things are sensible, but are not sensible when looked at in isolation (sub-optimization). Six sigma can (not does, can – sometime this won’t happen) assist those in the organization to evaluate from a larger context than they normally do. So instead of say the IT department forcing everyone to use some poorly designed software because it is the cheapest thing for the IT department to support the added costs to the rest of the organization are more fully considered.
Third, many things that are sensible are not evaluated based on their sense but instead based on internal politics… A standard methodology can help focus people on the merits of a proposal instead of who said it (again six sigma can do this, often it fails as the organization continues to cling to old patterns of power over sense).
Fourth, many of the tools, go beyond what sensible people alone see (design of experiments, understanding variation, PDSA, systems thinking, root cause analysis). Using the tools can often lead to valuable discoveries that were not obvious without using the tools.
If the solutions were obvious why were they not done last year? It is true that there are often plenty of simple improvements waiting to be adopted because management has done such a poor job that obvious improvement are left undone. But once sensible management is in place, eventually those obvious improvement will be done and a more structured approach to finding improvement is valuable. Even simple concepts like letting those that work on the process improve the process are often ignored by organizations (even those saying they are doing six sigma, unfortunately). So I see a strong value in adopting management improvement principles and tools.
Related: Management Advice Failures – Improvement Tools and Improving Management – Six Sigma Pitfalls – Why Isn’t Work Standard? – European Blackout: Not “Human Error”
Gordon England, the Deputy Secretary of Defense, signed a directive establishing policy and assigning responsibilities to institutionalize the effort throughout DoD. See a webcast of his speech on lean six sigma to a DoD conference on continuous process improvement.
Leading Business Transformation the “Lean” Way
Naval Air Systems Command (NAVAIR) joined with Raytheon to complete an LSS project, which ultimately saved $133.5M across the 2006 FYDP and $421M over the life of the Joint Standoff Weapon (JSOW) Block II program. The integrated product team developed a three-tier approach to reducing weapon unit cost over a two-year period. Success of the JSOW program has led to development of a follow-on Block III weapon system.
The Marine Corps is applying LSS concepts, analytic techniques, and tools to improve the process for identifying, evaluating and acquiring critically needed warfighting equipment. Initial analysis focused on the evaluation stage, where improvements reduced the time required for this step by 35% – from 131 days to 85 days – and identified savings valued at $135K per year.
The first LSS initiative for Army aviation scheduled maintenance was deemed a success and signals a more efficient future for maintaining the Fort Rucker helicopter fleet. More than 32 days of scheduled maintenance were saved during the first LSS effort for Aviation Unit Maintenance involving UH-60 Black Hawk helicopter scheduled maintenance. The first helicopter inducted into the newly developed process was returned to flying status in just 18 days, which included a four-day break for the Fourth of July weekend. That is a 67% improvement in phase flow efficiency from the previous average time of more than 50 days of phase cycle maintenance for the UH-60.
See: online six sigma resources and lean manufacturing resources from the Curious Cat management improvement web site.
Related: Government Lean Six Sigma – Public Sector Continuous Improvement Site – Transformation Through Lean Six Sigma – Army Business Transformation – History Of Quality Management Online – More Lean Government – Army Lean Six Sigma
Doing More With Less in the Public Sector: A Progress Report from Madison, Wisconsin by William G. Hunter, Jan O’Neill, and Carol Wallen, June 1986.
New Erie County Government Executive, Chris Collins, discusses the director of six sigma position that will drive their new six sigma efforts.
Related: Six Sigma for Erie County Government – Public Sector Management Improvement Site – Posts on improving management in the Public Sector – management webcasts
My previous posts on the proper use of six sigma: Process Improvement and Innovation – Six Sigma Outdated? No. – 3M CEO on Six Sigma – Will Six Sigma Fix Bad Management? – New Rules for Management? – Quality and Innovation
Chris Collins proposed bringing six sigma to Erie County government in his campaign for county executive. He won the election. From his web site:
As County Executive, Chris Collins will reform county government to make sure it serves its customers: the taxpayers. He will implement new management techniques – Total Quality Management, Continuous Improvement, ISO, Six Sigma and more – to focus on making every government agency and worker more efficient and accountable. These are the same techniques he’s used to turn around failing companies.
Chris Collins will also choose a business management expert as Deputy County Executive – and then make their only duty to fight everyday to make sure taxpayers get the value we deserve for our tax dollar
Where did he pick up this interest in six sigma? He is the founder, owner, Chairman and CEO of Audubon Machinery:
Audubon Machinery is one of the fastest growing companies in the United States and will be recognized on the INC 500 list this year as well as the new Business First list of the fastest growing companies in Western New York.
I wish him luck in bringing management improvement practices to Erie County.
Related: Bringing Deming to the Public Sector – Public Sector Continuous Improvement Site – Six Sigma City Government
Peter Pande adds his thoughts on how six sigma and innovation can work together. In his podcast, Innovation vs. Efficiency, he makes the argument that innovation and efficiency can work together. As I have stated many times, while bad six sigma efforts may harm innovation but there is no reason good six sigma efforts would. In fact good six sigma efforts help innovation.
Related: Six Sigma Outdated? No. – Fast Company Interview: Jeff Immelt – Better and Different – New Rules for Management? No! – Six Sigma Success
via: Peter Pande’s Take on Six Sigma and Innovation
Six Sigma makes inroads in software development organizations
Still, Siviy said, “At a lot of software conferences now you see a sprinkling of presentations that somehow touch on Six Sigma or Lean, and the quality and depth of questions have evolved tremendously. In general, and not just in Six Sigma, as the [software] industry matures you see a wave of interest in measurement and analytical techniques.”
McKesson is a prime example. “Measurement is key,” Childers said. “What you can’t or don’t measure, you don’t know.”
A couple points. First, you can know what you don’t measure. Do you know your parents? Do you measure them? Manage what you can’t measure.
The Software Engineering Institute at Carnegie Mellon University has great materials. There is a danger in using those materials to become overly bureaucratic but the material was developed out of an excellent understanding of quality management (way back when that was the way this stuff was referred to). David Anderson provides some good insights, see: Stretching Agile to fit CMMI Level 3
Design of experiments is very suited to testing software: Planning Efficient Software Tests – Design Of Experiment For Software Testing.
six sigma does seem to foster a lack of sharing; which is a shame.
Related: six sigma articles and links – six sigma posts – software development posts – design of experiments articles
Here is another of those articles that promotes the idea that oversimplifies six sigma and then declares that mindset is outdated because innovation is needed nowadays – Six Sigma: So Yesterday?.
Previously I have addressed this mindset in New Rules for Management? No!, Has Six Sigma been a failure?, Managing Innovation and Fast Company Interview: Jeff Immelt:
My guess would be that what leads to this quote is not a lack of understanding that managers need the same qualities today they needed 10 years ago but the compulsion to feed the media frenzy for some incredible new insight. It just isn’t sexy to say “we need the same leadership qualities we needed in the past.” Deming stressed the importance of these “new” qualities he states more than 50 years ago
Yes execution of six sigma often focused too much on cost reduction, optimizing short term projects (which resulted in sub-optimizing the entire system), ranking and rating employees… But innovation is not harmed by a good six sigma program – in fact a good six sigma effort a decade ago understood the importance of innovation perfectly well.
Six Sigma winning supply-chain converts
Next year, senior managers at Cummins will be required to have Six Sigma certification before they can switch jobs or be promoted. “Six Sigma is headed toward being a condition of employment,” Strodtbeck said.
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“In 10 years, will we be calling it Six Sigma? I don’t think so,” said Roger Schmenner, associate dean for Indianapolis programs with the Kelley School of Business. “We’ll have something else with a new name. Will it use the same statistical techniques? Absolutely, because some of these things are immutable.”
Six sigma has persisted for well beyond a 10 years already. I must admit I think the name “six sigma” is not the best but it seems to be holding its own. Six sigma is obviously achieving results many companies find worthwhile as they continue to grow their efforts year after year. While I would agree I think it is likely six sigma efforts will transform and be renamed within the next ten years, in many organizations, the momentum seems to be strong still – which is very rare for a management approach. I agree that is due to the benefits of applying statistical tools, education and focus on specific project based success.
Related: six sigma portal – Six Sigma Results – Can six sigma fix bad management? – Seduce Them With Six Sigma Success – 6 Sigma Conference 1999
Peter Abilla (shmula blog) is hiring a Manager for Process Improvement to work with him at eBay. A great opportunity, in my opinion.
Here are some highlights of what he is looking for:
See the Curious Cat Management Improvement job board for more lean manufacturing, six sigma, quality engineering… jobs.
Toyota’s success pleases proponents of ‘lean’
More evidence that lean works will result in interest in lean – that seems true. And then those that have an interest will be disappointed in their efforts to do what Toyota does. Yes, half hearted attempts to institute some instant pudding management improvement will fail. And many companies will make those half hearted attempts. It is sad but true. Serious attempts will also be frustrating at times and can also fail but most organizations won’t even commit to attempting serious change. Most will just look for some items from current fads to dress up how they have always managed.
That management consultants will also jump from fad to fad, without conviction, is not news. Deming called them “hacks” in the 1980’s. Bob Sutton’s excellent article calls 90% of management advice crap. Care must be taken to manage effectively. It is very easy to implement management ideas poorly. So I am not surprised when good management concepts are implemented poorly.
Related: Management Improvement – Management Improvement Leaders – Deming and Six Sigma – Deming and Toyota – Can Six Sigma Fix Bad Management
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A recent report from the Brookings Institution, Reconnecting Massachusetts Gateway Cities, has some good words on the efforts of Fort Wayne, Indiana:
In this time, Fort Wayne’s first-in-the nation municipal foray into Six Sigma practices has proven that statistical analyses and stringent quality control standards do not lose their power outside the boardroom. Such data-centric attention to detail, in fact, is making all the difference.
Related: Doing More With Less in the Public Sector: A Progress Report from Madison, Wisconsin (pdf) – Public Sector Management – Lean Government – Quality Best Practices in Government (pdf) – Six sigma management resources
Lean/Six Sigma: The quest for efficiency in manufacturing:
Good idea, but there is no good reason a six sigma effort didn’t do that from the start.
Successful lean efforts reduce waste, improve value creation, improve productivity, expand sales and expand jobs.
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3M in building spree to end capacity constraints
In the past, a 3M culture that viewed new investment with circumspection and an over-reliance on the Six Sigma management technique made it shy of building some needed capacity, Buckley said. “We got ourselves into a position in which we thought Six Sigma would come to our rescue. We all known that in reality it’s something that runs out of steam,” he said.
Well if you “know” that you are not properly executing a six sigma management system. Previous posts on this topic: Management Advice Failures – Change is not Improvement – Leaving Quality Behind? – Going lean Brings Long-term Payoffs. Often six sigma programs amount to cost cutting programs (which can easily run out of steam),; but that is so far from effective six sigma management that it isn’t really fair to equate a programing calling itself “six sigma” with the actual practice of six sigma management.
Still the CEO still seems to believe in lean six sigma:
One-Factor-at-a-Time Versus Designed Experiments by Veronica Czitrom:
I still remember, as a child, asking what my father was going to be teaching the company he was going to consult with for a few days. He said he was going to teach them about using designed factorial experiments. I said, but you explained that to me and I am just a kid, how can you be teaching adults that? Didn’t they learn it in school? The article is a good introduction to the idea of why one factor at a time experiments are an ineffective way to learn.
Related: Design of Experiments articles – Statistics for Experimenters (2nd Edition) – Design of Experiments blog posts
Bank of America: Investing in Six Sigma by Thomas Hoffman:
I think in reality there are several things needed at the starting block but voice of the customer is one, and one that is given too little attention far to often.
Six Sigma … at a Bank? by Milton Jones Jr.:
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