Six Sigma - The Beginnings and History

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Breyfogle's 1999 Excellent Book entitled IMPLEMENTING SIX SIGMA notes the following in Table S.

2,700 defects per million is the +/- 3 sigma rate for a centered process (i.e.-no 1.5 sigma shift).
66,811 defects per million is the +/- 3 sigma rate for shifted process (i.e.-including a 1.5 sigma shift).

This important question highlights a very important aspect of Six Sigma. It is relatively easy to "game" the numbers of Six Sigma. How? A centered four sigma process has a defect rate of 63 ppm. A shifted (+/- 1.5 sigma) four sigma process has a defect rate of 6210 ppm. It would be easy for someone to intentionally or accidentally measure a defect rate of 6210 on a shifted process, claim a Four Sigma quality level, and have others interpret their process to have a defect rate of a mere 63 dpm.
CAREFUL, CAREFUL. LET THE BUYER BEWARE.
 
From: (Jaws)
Newsgroups: misc.industry.quality
Subject: Re: SIX Sigma fad or fact
Date: Fri, 05 May 2000 04:52:41 GMT

I was on board at Motorola when they conceived the 6 sigma concept(s) and actually wrote the very 1st ever six sigma software. I believe the most useful part is the concept of design margins.

For years the 'industry' look at histograms and said basically, if you were inside of 3 sigma limits, then your parts were good. Of course if PART A is at -2.5 sigma and PART B is at +2.5 sigma, there is a large difference when you start mating the parts together. To quote a Motorola hand out from about 1987 ...

'The performance of a product is determined by how much margin exists between the design requirement of its characteristics (and those of its parts/steps), and the actual value of those characteristics. These characteristics are produced by processes in the factory, and at the supplier.

Each process attempts to reproduce its characteristics identically from unit to unit, but within each process some variation occurs. For more processes, such as those which use real time feedback to control outcome, the variation is quite small, and for others it may be quite large.

A variation of the process is measured in Std. Dev, (sigma) from the Mean. The normal variation, defined as process width, is +/-3 Sigma about the mean.

Approximately 2700 parts per million parts/steps will fall outside the normal variation of +/- 3 Sigma. This, by itself, does not appear disconcerting. However, when we build a product containing 1200 parts/steps, we can expect 3.24 defects per unit (1200 x .0027), on average. This would result in a rolled yield of less than 4%, which means fewer than 4 units out of every 100 would go through the entire manufacturing process without a defect.

Thus, we can see that for a product to be built virtually defect-free, it must be designed to accept characteristics which are significantly more than +/- 3 sigma away from the mean.

It can be shown that a design which can accept TWICE THE NORMAL VARIATION of the process, or +/- 6 sigma, can be expected to have no more than 3.4 parts per million defective for each characteristic, even if the process mean were to shift by as much as +/- 1.5 sigma only 0.0041 defects per unit (1200 x 0.0000034). This would mean that 996 units out of 1000 would go through the entire manufacturing process without a defect. To quantify this, Capability Index (Cp) is used.

...'

This is indeed just the tip of the proverbial iceberg, and when I worked at Motorola, we had many, many classes that dealt with a larger concept. So keep in mind that I have been brain washed, (in a good way) to think this way. When you add the above to the other parts of 'Six Sigma' it does reduce cost and in prove product. I've seen it in action.

Getting from +/- 3 sigma to +/- 6 sigma is a whole other ball game. It can't be done over night. Furthermore, one needs to use all the Six Sigma concepts together to make it work. There must be a reason why GE and now Dupont, I believe, have adopted these concepts.

For what its worth, that's my $0.02 (US)

Jim Winings
 
From: Terry Peterson
Date: Thu, 11 May 2000 21:54:22 +0100
To: den.list
Subject: six sigma

Not this again, I hear the world-wide groan.

I don't intend to prolong the discussion. I just wanted to thank the many good people who responded to my original request for help. It has helped me resolve the client issue.

Below is a summary of the responses. I am not able to acknowledge all the contributions, if you see your words, please take it as a sincere compliment.

SUMMARY OF RESPONSES

First and foremost Six Sigma is a BUSINESS. The Six Sigma Academy in Scottsdale, Ariz., is run by former Motorola quality experts Mikel Harry and Richard Schroeder, who rope steers in their spare time and pose for publicity pictures in cowboy hats and boots. Their fees start at $1 million per corporate client. It's expensive to implement, so it has been a large-company trend.

Most people responded that there is not an affordable way to learn Six Sigma well without attending "THE ACCADIMY." This explains why I couldn't find any books that explain what six sigma is and how to do it; and why Harry's books and articles are heavy on promoting benefits and light on details. They aren't about to give the store away! ASQ has decided to make Six Sigma training affordable to small and midsize companies. But even though trainees from different companies are grouped together, it still costs $35,000 to $40,000 a person. Despite this, there's a waiting list.

Six sigma does indeed have an attractive message for CEO's - save millions on the bottom line. Put the resources in place, get the people trained up and they'll big savings in waste reduction and efficiency gains. About 30 companies have embraced Six Sigma including Bombardier, ABB (Asea Brown Boveri) and Allied Signal. But it's capturing widespread attention because of two heavyweight disciples: CEOs Jack Welch of GE and Bossidy of AlliedSignal. They are arguably the most influential executives in business today; they talk to each other on the phone weekly and encourage their employees to share Six Sigma discoveries between companies.

What is it? I was stuck for info. However, it turns out that two guys from my client had been trained as black belts in mid 90's, although they hadn't been able to make much use of it. So, I was able to study their material in depth, and I was able to confirm that Six Sigma uses bog standard statistics, process management and continual improvement techniques in a nicely packaged, well promoted marketing proposal. First up, it is NOT Deming based: there is no concept of SoPK; despite the heavy doses of statistics, spc and process behaviour charts are relegated to process monitoring; and a major element uses Juran's breakthrough strategy for quality improvement projects.

In his current QP articles, Harry says "In most cases, what we see is alphabet soup--a wide array of programs and initiatives that may or may not work consistently toward the same end by the same means. We see a cornucopia of well-intended and sometimes disconnected interventions struggling to coexist under one corporate umbrella<sum><sum>. In other words, while the people in charge of the processes and operations of the company are focused on the real expectations of the customer, the company's executives are focused on the real and perceived economic needs of the business. While both factions are trying to achieve their aims independently, often there are mismatches among the customers' needs, the needs of the provider and the inherent capability of the systems by which these needs are aligned, connected and improved<sum><sum>. The crux of the issue is that the business of making profits has been too large for any one specific management intervention. Although useful initiatives have been present for a long time, and although they have seemed perfect on paper, they have never functioned as an integrated whole. We have lacked a holistic focus, an approach that could align and leverage the various initiatives in a harmonious and simultaneous manner.

Dead right Mikel! However, we already have an holistic framework - it's called SopK!!

He goes on, "We at the Six Sigma Academy believe our new definition of quality can provide the organising focus the quality movement needs <sum>.. Six Sigma, focuses concurrently on all elements of the matrix, moving a company toward entitlement in all dimensions of business. Via the Breakthrough Strategy, Six Sigma brings the entire mosaic of the matrix under one umbrella. In this way it provides a complete framework for balanced and profitable corporate turnaround".

Good words but, on closer inspection, six sigma in action doesn't match this rhetoric. Nice packaging and good promotion don't add up to add up to a soundly-based philosophical framework for running an organisation. The training concentrates on advanced statistical methods that demand a relatively high degree of mathematical ability. It depends on measureables attained to keep it alive in the eyes of the top level management, to keep it interesting to the people affected by it, and to sustain the "priestly caste" of the black belt. The programme is very intensive, one black belt likened it to 'drinking through a fire hose'. Most of it is surplus to requirements.


Harry outlines the basic framework of six sigma as;

-- Highly visible top-down management commitment to the initiatives.

-- A measurement system (metrics) to track the progress that are integrated into business strategy. This weaves accountability into the initiatives and provides a tangible picture of the organisation's efforts.

-- Successful six sigma efforts are supported with a framework of process thinking.

-- Internal and external benchmarking of the organisation's products, services, and processes. This requires disciplined customer and market intelligence gathering.

-- Six sigma projects must produce real savings.

-- Stretch goals to focus people on changing the processes by which the work gets done, rather than "tweaking" the existing processes. This leads to exponential rates of improvement.

-- Educating all levels of the organisation. Without the necessary training, people cannot bring about breakthrough improvement.

-- Success stories to demonstrate how the Breakthrough Strategy is applied and the results.

-- Champions and Black Belts to promote the initiatives and provide the necessary planning, teaching, coaching and consulting at all levels of the organisation.

-- Developing a breakthrough philosophy.

-- Leaders support and reward initiatives and the improvement teams that carry them out

Again good words, but there are concerns about this in practice. Right from the start of six sigma training the 'bottom line' financial gain from projects is the key project driver. Customer focus is of secondary importance; in the real world the first question the black belts have to answer is "How much will this project save?". Short term thinking does not provide long term benefits derived from improving processes by working with a customer on what their expectations are. One of the advantages advantage claimed for six sigma is its addition of resources, the corps of highly qualified business process improvement experts (the green, black, and master black belts) who wield the tools needed to achieve the enterprise's strategic objective. Expensive to train (up to US$30,000 per belt) and deployed for the medium to long- term, these highly motivated and skilled individuals focus on corporate sponsors (for the leverage required to overcome resistance to change, obtain additional resources, and align strategic objectives), make sure that the right metrics are identified, and continually signpost progress to cement-in both corporate and front-line commitment. Six sigma programmes call for "the best people" to be trained as black belts.

However respondents cite two issues with this:

-- Quality improvement is made to seem difficult and the prerogative of the expert. This seems to miss the notion that reducing variation ought to be the job of everyone. The Japanese feel that most workers are capable of learning what is needed to ensure quality and continuous improvement at the line worker level and expect they will study and analyse the quality control process on their own initiative. I believe this to be consistent with Dr. Deming's and Shewhart's opinion as to the learning abilities of the "willing workers."

-- Most quality improvement requires consistent application of basic approaches. Most black belts when interviewed will readily admit that over 90% improvements are achieved with about 20% of the content of the training. This is very wasteful "Where six sigma programs are being effective they tend to be in companies with very directive cultures..... some 'master' black belts are reporting spending as much as 60% of their time on collecting and reporting project data. The bigger drawback, however, is that the moment the management stop driving, all improvement stops"

In my original query, I asked about the 1.5 sigma shift, or the idea that 6sigma actually equals 4.5 sigma. No one was able to cite evidence for this. It seems to be based on a concept of process drift and/or short-term vs. long-term limits. If this makes sense in your system, then it might have some value. Most respondents did not accept it. I also had difficulty with the relevance of 6 or 4.5 sigma. Matching the voice of the customer to the voice of the process is an obvious need. But, how you attach a sigma value to customer entitlement seems to me a mind-boggling concept. Deming said, "It is necessary to innovate, to predict the needs of customers, to give them more". In other words, don't just meet today's perceived needs, continually strive to improve everything, always.

One respondent reported Don Wheeler's comments on six sigma, "Although Six Sigma is obviously based on and derived from the area under a normal curve, it is used as a communications metric, and not a scientific one. It's a way to express the approximate aggregate capability of a process. Understanding it that way requires that you <sum> add a new definition for 'sigma' to your vocabulary, but once you do that, it actually becomes a <sum> useful communications vehicle. "It is unfortunate that they used the word 'sigma,' because it has such precise meanings in the statistical world (or not, depending upon whom you read)."

Does it work? From the responses, the answer is, "it depends". It probably has utility in areas that involve multi-component assembly, such as advanced electronics. This may explain why GE, Allied Signal, Motorola, et al, have got mileage from it. However, others report that some companies have realised after several years application of six sigma that their customers are not seeing the benefits and are becoming irritated by the constant publicity.

Is the cost justified? Those who make their living by training Six Sigma are not going to stand up and say that it does not provide value. My view is that some organisations may be able to achieve the short term cost savings and justify the cost of training the multi-colour belts. Long term; the jury is still out.

There remains one outstanding issue. Six sigma is essentially predicated on existing in today's Anglo-Saxon, (i.e. British/American), management model. It says, "carry on as you are, and we will show you how to further improve the bottom line". One of my favourite papers (1) suggests that the new management theories cannot be grafted piece-meal onto existing structures, it requires full-scale organisation change, In Deming terms, 'transformation'.

Myron Tribus says that most of the alphabet soup of quality initiatives; ISO-9000, MBNQA, EFQM Excellence Model, etc, can have real value, if they are implemented through a deep understanding of SoPK. The thinking process involved in this understanding means that management simply has transform the way they run the organisation. Six sigma's attempt to eschew this, means that it will inevitably be seen as yet another business fad, nonetheless profitable for those selling it.

I hope this closes the discussion.

(1) TQM's Challenge to Management Theory and Practice, Grant, Shani and Krishnan, Sloan Management Review. Winter 1994

Terry Peterson
 
Jim.
Thanks for that explanation. I attended a presentation by Motorola in the Apple Computer plant in Cork, Ireland, nearly 20 years ago, and have not dealt with it since, so I'd forgotten the point of it. Looking at discussions here, I have always felt sceptical but couldn't nail down the reason for my doubts. I felt generally, that 6 sigma applies where it applies and that 3 sigma is great where it applies.
Now, take the cases you mentioned;
A product with 1200 steps delivers only 4% good at 3 sigma. No argument - 6 sigma is much better. But is it totally appropriate? How much pain can the process take? Would 7 sigma be more appropriate?
Now take the product with only one step. We can get better than 3% fallout at 3 sigma. Is it appropriate to tool up for 6 sigma? Maybe it is but, in most cases, I think it isn't.
So, I would take each case according to it's merits and the guys that can make that decision are the guys that design the tool, make the product and use it, pooling their information to come to the decision. The idea of 'management' deciding that we'll have an 'across the board' 6 sigma revolution, is what seems to come over, just like a Baldridge hype project. Do they apply 6 sigma to the camshaft dimensions and the same to the hubcaps?
When do the apply 4, 5 and 7 sigma? As appropriate? never? Surely, sometimes they are more appropriate?
Is 6 sigma totally inappropriate for most assemby operations because it is easy to live with lower tolerances, and far cheaper?
Is it possible to mould plastic to meet 6 sigma requirements? Would you, if you could?
There is something I'm missing? The question is, is it just me?
rgds, John C

[This message has been edited by John C (edited 10 June 2000).]
 
John …Yes and No!

Six Sigma is much more than measurements. But, measurements are my forté. If suppliers for the proverbial guys with Six Sigma requirements don't built parts to Six Sigma specification, then Six Sigma could never be implemented. However, when I worked at Motorola and would help suppliers, I found out that a lot of times they couldn't meet it due to 'low tech' measurement devices. I.E. dial calipers trying to measure .00005. It wasn't cost effective for them to spend 'lots-o-dollars' on better measurement equipment. For example…

Maximum Specification .055 Minimum Specification. .045 Nom .050

Their data would be…

.05 . 05 .05 .05 .05

Now depending on if you’re a purest or not, you don't have a process. I.E. there is NO absolute zero!

But if when you make your measurement with your dial calipers you add .000005 or so to the measurement, it looks and calculates much better. So that is the first thing to remember when making measurements for Six Sigma. I mean whom is going to argue about .000005 when the Specification. is +/- .001.

The second thing that I found out was sometimes meeting Six Sigma was just as simple as changing a Maximum or Minimum Specification. For example, if to meet Six Sigma your specification had to be .045 and .055 but your specification was .047 and .052, and your parts were all like .049 to .051 just opening up the specification to what you can produce can meet it. I.E. where ever +/- 4.5 or 6 sigma falls.

Regardless of what you specification is on paper, this is what you are capable producing. And that is the bottom line. What can you produce consistently? That is part of the idea, is consistency.

Does this make sense?

Jim Winings

[This message has been edited by Jim Winings (edited 01 July 2000).]
 
Jim,

Well I'm not sure that I quite see what you're getting at but it doesn't seem to make sense. First;'there's more to 6 Sigma than measurements'. Well I see from other discussions that to a lot of people it's just a slogan for another hype program with numerical goals which will frighten people. A sort of anti-Deming exercise. So let's forget that aspect.

Regards the measurements;

This is not my field (maybe that's what keeps my mind clear on it?), so I'm surmising:

I'm not sure if you are telling me that people have ways of getting around it and you approve, or that you don't approve. For example, if the calipers can't measure to spec then it's ok to massage the data a little to make it look right.
Let's assume that you agree with me. This is my take on the issues you have raised;

There's no sense in this world having 6 sigma as your goal if the product is not designed to 6 sigma. All dimensions have a nominal and + and - tolerances. The tolerances can be such that the parts always work together, sometimes work together or that the great majority work together. What we are looking at is tightening the tols so that all within 6 sigma will work together. (based on the known capability of the process to be used!)
If your tolerances can't produce this, then you will never have 6 sigma whatever you do in the process unless you ignore the tols and set up your own arbirary ones. This is possible but it's not a very sensible way of going about the business especially when, as you say, knowing they are well within the tols, people break the arbitrary rules and move outside or, change the tols to meet what the system is capable of producing consistently.

This is not 6 sigma, nor is it good practise. It would explain how, in one of the other discussions, someone noted how a company achieved and maintained 6 sigma and yet the customers were no happier. In plain terms, it's bluff.

Back to the managers;

I'm always knocking managers but, they are responsible and paid to take responsibility. Managers will allow this sort of 'Kings New Clothes' stuff to go on so that the company can claim 6 sigma and the share price will rise. At the end of the day, it doesn't matter a **** how it is done, if the share price rises - we can fix all those problems next quarter "the main thing is to be still here next quarter!". But the short term gains lead to long term losses. Win the local battle this year and lose the industry to the Far East over the next decade.

Managers should understand their processes, take responsibility, provide clear aims. the right aims, meet them openly and work then to set and achieve even better aims. Once we start muddying the waters with personality trips then we lose our way. Good engineers seek the basic cause of problems and the basic cause can only be bad management. Bad things don't happen under good management - by definition.

Deming ****s this 6 sigma sort of stuff. By the way, what did he actually say? I never heard but I'm sure he must have had some strong comment on the business.

You are right in saying there is more to this business than measurements. If you are one of the thousands of good and sincere people who do a good job and have to make the system work despite the bad leadership, then OK. Do what you have to do. It's a tough life making your customer happy when your supplier is incapable of seeing the spec but, in the absense of someone above seeing the light, then you have to keep on keeping on. I did this for years until I saw that all roads eventually came back to the same place - then I started trying to resolve the problems at base.

Someone out there knows what Deming said about all this? Come in please.

rgds, John C
 
>>Well I'm not sure that I quite see what you're getting at but it doesn't seem to make sense ...

OK probably me. I'm in the middle of trying to get another release of software out the 'door' so I may have not explained things as well as I should have! (sorry)

>>Well I see from other discussions that to a lot of people it's just a slogan ...

That may be due to them not having 'all' the training, so the can only see a small portion of the entire concept. But you're right, that is for the 'flame' topic! (GRIN)

>>I'm not sure if you are telling me that people have ways of getting around it and you approve ...

No, that's not it. Just as with most things in life, or at least this is what I have found, there are more than one way to solve a problem. There are at least two ways to get to Six Sigma. And there is a lot evolved with it.

When I worked at Motorola, they kept stressing that 'Motorola was NOT the expert in making their suppliers parts, the suppliers were'. This is indeed part of the Six Sigma concept. Becoming partners with your suppliers and/or customers. There is much more in depth discussion that should be covered here, but I don't want to eat up all of Marc's server space, and besides, I should be working on getting my late software out.

You can tighten the process and conform to Six Sigma, or, if the final design tolerance can stand it, you can open up a specification. The actual specification is NOT relevant. What is, is the 'Design Margin'. So it doesn't really matter what the specification is as long as it meets the Six Sigma Design Margin. These are topics covered in several Six Sigma classes. To include 'Design For Manufacturability' and 'Understanding +/- 6 Sigma'. So if one hasn't had the full gambit of classes there are huge gaps in the concepts so it won't make much sense.

For example, my software was design with a 'slider' that is adjustable between 3 and 6 sigma in .5 sigma steps. This allows one to tweak the process or specification and move the slide to the next' 'milestone'. But in association with that is the distribution chart. This is NOT your standard histogram. It plots your actual data and draws a perfect bell shape curve around it. Remember that this is all based on a 'NORMAL' distribution. Then it draws another bell shape curve around the Specification Nominal. So all you have to do is look at where the tails of the curves lay in relation to the selected design margin via the slider. This is what ones process is capable of producing at that point in time. It also tells you where your specifications should be for the selected design margin.

>>Deming ****s this 6 sigma sort of stuff ...

Well, he has ****ed other things before as well. (Jeeze, I thought he died) Well ya learn something new everyday!

>>All dimensions have a nominal and + and - tolerances. The tolerances can be such that the parts always work together, sometimes work together or that the great majority work together. What we are looking at is tightening the tols so that all within 6 sigma will work together. (based on the known capability of the process to be used!)...

Exactly!

>>This is possible but it's not a very sensible way of going about the business especially when, as you say, knowing they are well within the tols, people break the arbitrary rules ...

And when they do, there is a 1.5 sigma shift to allow for that?

>>This is not 6 sigma, nor is it good practise. It would explain how, in one of the other discussions, someone noted how a company achieved and maintained 6 sigma and yet the customers were no happier. In plain terms, it's bluff ...

Well that is your opinion, and of course you are entitled to it. There are many things that can happen to any concept. However, since, I have no knowledge of what company, etc. so this is just here say and I can't commit on it.

>>those problems next quarter "the main thing is to be still here next quarter!". But the short term gains lead to long term losses. Win the local battle this year and lose the industry to the Far East over the next decade ...

The reason Motorola went to Six Sigma was because they were losing market shares to Japan. Six Sigma helped turn that around. But in general I can agree with your statement, I just don't know how true it holds with the Fortune 1000 companies. And the 'big guys' should have liaisons in place to monitor their supplies to insure that doesn't happen.

>>Once we start muddying the waters with personality trips ...

It doesn't matter if you work for a Fortune 1000 company or for a company with 4 people. There is, and I can assume will always be politics. I hate politics, so I agree with you, but neither you nor I can ever change that or the fact that people in quality circles will always have different opinions on what is the 'best' quality concept. Personally, I haven't seen any 'NEW' concepts since Deming's concepts in about 1945. To me, they are all just the same old things repackaged. ISOxxxxx for example. Nothing new here. I was performing most parts of it back in 1982 or so.

This may not have cleared things up much, but I can't cover the thousands of hours of training and experience that 'Black Belts' have and that is what it may take to make it comprehensible. I'm not 'PRO or CON' on any of the concepts in quality. I just play with what the big guys dictate. And right now that seems to be Six Sigma.

Jim Winings

[This message has been edited by Jim Winings (edited 02 July 2000).]
 
Just a 'side bar' you might think is funny!!!

Because the 'X' key is next to the 'C' key, I keep having typos that say ...

Sic Sigma

hehehehehehehehehehehe

------------------
Jim Winings
 
Excellent! Another forum to tap into. Our company has been given a requirement by a major customer to "join" them in the 6 sigma quest. They want their X% price reduction and this is how they feel we should do it. I am told that I will be on the "team" which is okay but all I know about 6 sigma is a few buzz words, a basic concept, and knowing that now my 18 hour day will truly be full! (haha.
Anyone have a recommendation for a book, video, cd, or even "6 sigma for dummies" perhaps?

-Fumbling in Florida
 
Wow

Ive hit the wrong button on my computer and found my way into a dark and dusty dungeon on this website where i have never ventured before (and now i know why).

Do you people really beleive that you can improve quality (and in the case of the last post, acheive cost reduction) via statistics.

Do you not think it might be more useful to invest time developing the mindset or cost consciousness of the people producing the goods?.

Regards

(Just feeling awkward today)

------------------
Andy B
 
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