Curious Cat Management Improvement Blog: Deming, lean thinking, innovation, customer focus, continual improvement, six sigma.
November 16, 2009

Highlights from Recent George Box Speech

The JMP blog has posted some highlights from George Box’s presentation at Discovery 2009

Infusing his entire presentation with humor and fascinating tales of his memories, Box focused on sequential design of experiments. He attributed much of what he knows about DOE [design of experiments] to Ronald A. Fisher. Box explained that Fisher couldn’t find the things he was looking for in his data, “and he was right. Even if he had had the fastest available computer, he’d still be right,” said Box. Therefore, Fisher figured out how to study a number of factors at one time. And so, the beginnings of DOE.

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]

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 QualityGeorge Box Quotationsposts on design of experimentsUsing Design of Experiments

July 11, 2009

Peter Scholtes

photo of George Box, John Hunter and Peter Scholtesphoto of (from right to left) Peter Scholtes, John Hunter and George Box in Madison, Wisconsin at the 2008 Deming Conference

Peter Scholtes died peacefully this morning in Madison, Wisconsin. His family was with him.

My father wrote about the First Street Garage project in W. Edwards Deming’s Out of the Crisis (pages 245-247). Peter (who was working for the City of Madison at the time) and he became good friends working on that project together. Peter went to work for Joiner Associates afterwards and was a primary author of the Team Handbook. And Peter spent many years working with Dr. W. Edwards Deming and moving forward Dr. Deming’s ideas.

I would meet with Peter when consulted in Washington DC (which he did a good deal) and when I would visit Madison. He was extremely funny, compassionate, competent and effective. It was always a joy and educational to spend time with him. His Leader’s Handbook is the first management book I recommend to anyone. Peter enriched my life and the lives of many of others. And he will continue to do so through his works and those who were influenced by him.

Peter was a great friend and a wonderful person to talk with. I valued our shared interest in improving people’s lives by improving the practice of management. Peter was a priest before moving into management improvement. He retained his focus on helping people lead rewarding lives as a consultant. And we shared the desire to make the huge amount of time people spend working a much more rewarding experience. Making progress in that vein requires not just a wish to do so but the ability to learn and effectively apply ideas to affect real improvement. He was exceptionally gifted at this difficult task and was aided here, as with most things he did, by his considerable empathy and respect for others. His books provide evidence of this gift and effort. And those who were lucky enough to hear him speak enjoyed his ability to use humor to great affect in the effort.

In one of his last speeches, for example, when he speaking at the Deming conference (where the photo was taken) he used the action of kissing to underscore a point he was making about systems thinking and he described the challenges of gathering accurate data by recounting a radio interview he had heard about a research scientist who, in order to accurately assess the hibernation activities of bears, had to discretely sneak up on them during hibernation and well… take their temperatures in a non-genteel way.

I am very lucky to have developed friendship’s with several of my father’s friends. The photo shows me with two during my last visit to Madison: Peter and George Box.

It was a happy surprise when I found out Peter Scholtes wrote They Will Know We are Christians by our Love (link to a nice mp3 recording of the song). I think it is a wonderful song. Here are the words to that song (and a webcast is below):

We are one in the spirit we are one in the Lord
We are one in the spirit we are one in the Lord
And we pray that all unity will one day be restored

And they’ll Know we are Christians by our love, by our love
Yes they’ll know we are Christians by our love.

We will walk with each other we will walk hand in hand
We will walk with each other we will walk hand in hand
And together we’ll spread the news that God is in our land.

We will work with each other we will work side by side
We will work with each other we will work side by side
And we’ll guard each man’s dignity and save each man’s pride

All praise to the father from whom all things come
And all praise to Christ Jesus his only son
And all praise to the spirit who makes us one.

(more…)

March 26, 2009

Combinatorial Testing for Software

Combinatorial testing of software is very similar to the design of experiments work my father was involved in, and which I have a special interest in. Combinatorial testing looks at binary interaction effects (success or failure), since it is seeking to find bugs in software, while design of experiments captures the magnitude of interaction effects on performance. In the last several years my brother, Justin Hunter, has been working on using combinatorial testing to improve software development practices. He visited me this week and we discussed the potential value of increasing the adoption of combinatorial testing, which is similar to the value of increasing the adoption of the use of design of experiments: both offer great opportunities for large improvements in current practices.

Automated Combinatorial Testing for Software

Software developers frequently encounter failures that occur only as the result of an interaction between two components. Testers often use pairwise testing – all pairs of parameter values – to detect such interactions. Combinatorial testing beyond pairwise is rarely used because good algorithms for higher strength combinations (e.g., 4-way or more) have not been available, but empirical evidence shows that some errors are triggered only by the interaction of three, four, or more parameters

Practical Combinatorial Testing: Beyond Pairwise by Rick Kuhn, US National Institute of Standards and Technology; Yu Lei, University of Texas, Arlington; and Raghu Kacker, US National Institute of Standards and Technology.

the detection rate increased rapidly with interaction strength. Within the NASA database application, for example, 67 percent of the failures were triggered by only a single parameter value, 93 percent by two-way combinations, and 98 percent by three-way combinations.2 The detection-rate curves for the other applications studied are similar, reaching 100 percent detection with four- to six-way interactions.
These results are not conclusive, but they suggest that the degree of interaction involved in faults is relatively low, even though pairwise testing is insufficient. Testing all four- to six-way combinations might therefore provide reasonably high assurance.

Related: Future Directions for Agile ManagementThe Defect Black MarketMetrics and Software DevelopmentFull and Fractional Factorial Test DesignGoogle Website Optimizer

January 5, 2009

Statistics for Experimenters in Spanish

book cover of Estadística para Investigadores

Statistics for Experimenters, second edition, by George E. P. Box, J. Stuart Hunter and William G. Hunter (my father) is now available in Spanish.

Read a bit more can find a bit more on the Spanish edition, in Spanish. Estadística para Investigadores Diseño, innovación y descubrimiento Segunda edición.

Statistics for Experimenters – Second Edition:

Catalyzing innovation, problem solving, and discovery, the Second Edition provides experimenters with the scientific and statistical tools needed to maximize the knowledge gained from research data, illustrating how these tools may best be utilized during all stages of the investigative process. The authors’ practical approach starts with a problem that needs to be solved and then examines the appropriate statistical methods of design and analysis.

* Graphical Analysis of Variance
* Computer Analysis of Complex Designs
* Simplification by transformation
* Hands-on experimentation using Response Service Methods
* Further development of robust product and process design using split plot arrangements and minimization of error transmission
* Introduction to Process Control, Forecasting and Time Series

Book available via Editorial Reverte

Related: Statistics for Experimenters ReviewCorrelation is Not CausationStatistics for Experimenters Dataposts on design of experiments

November 22, 2008

Invest in New Management Methods Not a Failing Company, 1986

Invest in New Management Methods Not a Failing Company by William Hunter, 1986

I predict American Motors will stop making cars in Wisconsin in the near future, whether or not the state’s money is used for a temporary propping-up operation.

These competitors are beginning to understand how essential it is to take a long-term view of their businesses. Toyota, for example, took its top 40 managers on a two-day retreat to ponder what their corporation will look like in the 21st century. They are studying totally new methods of management [20 years later large portions of these "new" methods are still ignored by many - John]. These methods take continuous quality improvement as a central, guiding principle.

Investing in American Motors now, in any form, is a mistake. If Wisconsin is to become a trend-setter in economic development, we need some long-term thinking in forming wise, creative policies.
It is difficult, I know, for legislators and other elected officials to take a long-term view when the tangible reward is re-election and elections come around quite frequently.
Our founding fathers are remembered for their long-term vision. We need to change the way our democracy works so that long-term visions is an integral part of all important discussions on economic development on the local, state and national level.

Don’t reward shortsightedness by James Cook

In 1985 I assumed the role of plant manager of one of the world’s foremost automotive tool manufacturers in a small northern Iowa town. It was then that I was introduced to W. Edwards Deming. At the time, the company had a greater market share than any of its individual domestic or foreign competitors, but ominous and encroaching signs from abroad began to threaten its pre-eminence in the automotive aftermarket. So steps had to be taken to arrest this incursion that could mean the end of its reign.

It was then, as I began my tenure at the company, that we began with Deming’s concept of Statistical Process Control, later changed to Quality Control, and the practice of Toyota’s kanban cell manufacturing techniques that would enhance the already high-quality standards that had defined the company for decades.

If we had listened, if we had followed him, if we had incorporated his thinking not only in the automobile industry but in government, in the ubiquitous economy collapsing around us and in our private lives, we would now be far better for it.

Related: At Ford, Quality Was Our Motto in the 1980sFord’s Wrong TurnCould Toyota Fix GM (2005)Ford and Managing the Supplier RelationshipNo Excessive Senior Executive Pay at ToyotaCreating Jobs

November 12, 2008

ASQ William Hunter Award 2008: Ronald Does

The recipient of the 2008 William G. Hunter Award is Ronald Does. The Statistics Division of the American Society for Quality (ASQ) uses the attributes that characterize Bill Hunter’s (my father – John Hunter) career – consultant, educator for practitioners, communicator, and integrator of statistical thinking into other disciplines to decide the recipient. In his acceptance speech Ronald Does said:

The first advice I received from my new colleagues was to read the book by Box, Hunter and Hunter. The reason was clear. Because I was not familiar with industrial statistics I had to learn this from the authors who were really practicing statisticians. It took them years to write this landmark book.

For the past 15 years I have been the managing director of the Institute for Business and Industrial Statistics. This is a consultancy firm owned by the University of Amsterdam. The interaction between scientific research and the application of quality technology via our consultancy work is the core operating principle of the institute. This is reflected in the type of people that work for the institute, all of whom are young professionals having strong ambitions in both the academic world and in business and industry.

The kickoff conference attracted approximately 80 statisticians and statistical practitioners from all over Europe. ENBIS was officially founded in June 2001 as “an autonomous Society having as its objective the development and improvement of statistical methods, and their application, throughout Europe, all this in the widest sense of the words” Since the first meeting membership has grown to about 1300 from nearly all European countries.

Related: 2007 William G. Hunter AwardThe Importance of Management ImprovementResources on using statistical thinking to improve management

October 25, 2008

Appropriate Management

Low-Tech, High Impact Innovation

Adopting the perspective of “appropriate technology” is an excellent way to promote and increase innovation. Your solutions don’t have to be high tech, they just have to provide wide benefits – and taking this sometimes counterintuitive approach can be enlightening.

Great post. My father, Dr. William Hunter, did a great deal of work with appropriate technology (he was a chemical engineering, industrial engineering and statistics professor) and in management improvement.

Often the failure to adopt appropriate technology solutions results from a combination of 3 things:

  • Failing to understand the conditions where the solution will be applied. Failing to “go and see” in lean manufacturing terms.
  • Short term thinking, the failure to see the challenges in maintenance, is how short term thinking manifests itself with the inappropriate technology solutions often applied by those siting in Washington DC or Paris. The failure to consider maintenance is also very related to the first point. Appropriate technology solutions are often very simple, less sensitive (less moving parts to break, able to deal with dust, rain…) and more easily repairable (with tools, expertise and spare parts available at the location of use).
  • A desire to use the cool new gadget and ideas.

Thinking about why appropriate technology is so effective, but underutilized can help anyone improve the solutions they adopt. Thankfully the adoption of appropriate technology solutions has been increasing over the last few decades.

I would especially encourage people to stop looking for the newest management book and actually read and adopt and then re-read and… the excellent management books from the last 50 years. Stop chasing some new shiny thing and adopt solutions that are effective – even if they seem boring.
(more…)

December 21, 2006

Management Blog Tag

John and Bill Hunter

I have been tagged by Mark Graban of the lean blog: “Tag” – 5 Things You Don’t Know About Me.

      • I spent a year in Singapore and another in Nigeria while I was growing up.
      • Dad, Bill Hunter, was a professor (related to the item above), who co-authored Statistics for Experimenters and applied Deming’s ideas in the Public Sector for the first time. Out of the Crisis pages 245-247 include a write up on that effort with the First Street Garage. Peter Scholtes, at the time worked for the City of Madison, and played a big part in the effort. He went on to write the Team Handbook and The Leader’s Handbook.
      • I was on the Wisconsin Badger Basketball camp championship teams in 7th and 8th grade. The second year we played the championship game on the regular Badger Basketball home court. The Badger’s are a bit better now then they were then.
      • I have flown on “Air Force One.” Not technically, since it the president was not aboard, but while working for the White House Military Office I flew on the plane on a couple test flights. It is officially “Air Force One” only when the President is flying.
      • I spent many Thanksgivings beating John Dower, my father (and other of the family members of both) at Oh Hell. Some might claim I remember more victories today than took place at the time.

John Hunter. The small person is me, the bigger one is Dad.

I tag: Kathleen Fasanella, Mike Wroblewski, Peter Abilla, Karen Wilhelm and John Dowd.

More on Madison’s Quality efforts: Doing More With Less in the Public Sector: A Progress Report from Madison, WisconsinQuality in the Community: One City’s Experience

October 11, 2005

Box on Quality

Bill Hunter and George Box

Dr. George Box is not as well known in the general management community as his ideas merit (in my biased opinion – photo of Bill Hunter and George Box). He is well know in the statistics field as one of the leading statistical minds. Box on Quality is an excellent book that gathers his essays from his 65th to 80th year. The book has just been issued in paperback (which helps as the hardback was pricey).

While some of the essays are aimed at a reader with an advanced understanding of statistics, many of the articles are aimed at any manager attempting to apply Quality Management principles (SPC, Deming, process improvement, six sigma, etc.). An except from the book provides a table of contents and an introduction.

Some of the articles from the book are available online. I encourage you to take a look at several of the articles and then go ahead and add this book to your prized management resources, if you find them worthwhile.

March 10, 2005

Who Influences Your Thinking?

Comments on Who Influences Your Thinking?Survey results -

> 1. Are people getting most of their information
> from other sources?
That would be my guess.

Similar to the phenomenon of “the long tail” which is an interesting topic in its own right. We tend to focus on the popular few (books, musicians, movies, authors, computer programs…) but often the sum of the less popular many is more significant. See:

  • The Long Tail, by Chris Anderson, Wired, Oct 2004 “The average Barnes & Noble carries 130,000 titles. Yet more than half of Amazon’s book sales come from outside its top 130,000 titles. Consider the implication: If the Amazon statistics are any guide, the market for books that are not even sold in the average bookstore is larger than the market for those that are”
  • Continued discussion of the Amazon figures in a Chiris Anderson’s blog. “I’ve now spoken to Jeff Bezos (and others) about this. He doesn’t have a hard figure for the percentage of sales of products not available offline, but reckons that it’s closer to 25-30%.”
  • The long tail – a secret sauce for companies like Amazon.com, Netflix and Apple Computer, Motley Fool, NPR Audio Recording

Getting back to the question raised by the “Who Influences Your Thinking” post; More importantly I believe they (we) are just failing to get all we should.
(more…)

March 8, 2005

Statistics for Experimenters – Second Edition

Buy Statistics for Experimenters

The classic Statistics for Experimenters has been updated by George Box and Stu Hunter, two of the three original authors. Bill Hunter, who was my father, and the other author, died in 1986. Order online: Statistics for Experimenters: Design, Innovation, and Discovery , 2nd Edition by George E. P. Box, J. Stuart Hunter, William G. Hunter.
I happen to agree with those who call this book a classic, however, I am obviously biased.

Google Scholar citations for the first edition of Statistics for Experimenters.
Citations in Cite Seer to the first edition.

The first edition includes the text of Experiment by Cole Porter. In 1978 finding a recording of this song was next to impossible. Now Experiment can be heard on the De-Lovely soundtrack.

Text from the publisher on the 2nd Edition:
Rewritten and updated, this new edition of Statistics for Experimenters adopts the same approaches as the landmark First Edition by teaching with examples, readily understood graphics, and the appropriate use of computers. Catalyzing innovation, problem solving, and discovery, the Second Edition provides experimenters with the scientific and statistical tools needed to maximize the knowledge gained from research data, illustrating how these tools may best be utilized during all stages of the investigative process. The authors’ practical approach starts with a problem that needs to be solved and then examines the appropriate statistical methods of design and analysis.
(more…)

September 23, 2004

Management Improvement History

Originally posted to the Deming Electronic Network, 22 Sep 1999, in reponse to this message

I would like to say that I think it is good that we have disagreements on the DEN. I think it is a strength of the DEN, not a weakness. However, I think we sometimes get to personal with no real purpose. One example of this, for me, is: “Well, I guess we knew different Demings. Mine was a teacher named Dr. W. Edwards Deming.” I doubt this statement is meant to be taken literally, and if it is not I do not see what it adds to the discussion. I point this out not because I think this is some bad act that should be punished but that I think we need to continue to develop a sense of how we wish to express our disagreements and I think that we should try to do so more constructively.

For the past 60 years we’ve been looking for the magic bullet that will improve the quality of our products, services and lives. In the 1940s, we applied statistics through sampling, SPC and design of experiments to improve our products. In the 1950s, we used quality cost and total quality control to bring about quality improvement. In the 1960s, zero defects and MIL-Q-9858A drove the quality improvement process. In the 1970s, quality circles, process qualification and supplier qualification became key quality issues. In the 1980s, employee training in problem solving, team activities and just-in-time inventory were the things to do.”

I find this statement so far from the truth that it would seriously damage any PDSA with this as an accepted assessment of history. I do not believe Deming had such an inaccurate view (of course I may be wrong). I do believe we need to improve our practice of Quality (and to do that we need to understand what happened in the past and why it was not more successful). The idea that Design of Experiments (DoE) was at the core of some Quality Movement to me is not at all accurate. (more…)


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