This document is a seminar report on Six Sigma methodology presented by Alan Kurien Punnose to the Department of Mechanical Engineering at Amal Jyothi College of Engineering in September 2011. The report provides background on the development of Six Sigma, from its origins at Motorola in the 1980s to its adoption by other large companies. It discusses the objectives and scope of Six Sigma, which has expanded beyond manufacturing to many other industries. The report also outlines the Six Sigma methodology, including the Define, Measure, Analyze, Improve, and Control (DMAIC) process.
Lean Six Sigma is a process improvement methodology that relies on a collaborative team effort to improve performance by systematically removing waste, combining Lean and Six Sigma to eliminate the eight kinds of waste
Lean Six Sigma projects comprise aspects of Lean's waste elimination and the Six Sigma focus on reducing defects
Six Sigma (6σ) is a set of techniques and tools for process improvement.
It was introduced by Bill Smith at Motorola in 1986.
It seeks to improve the quality of the output of a process by identifying and removing the causes of defects and minimizing variability in manufacturing and business processes.
During this 1-hour webinar recording, you will receive a basic introduction to what Lean Six Sigma is, why organizations implement it and how to get started.
You can find the rest of the webinar materials and questions from the webinar here: https://goleansixsigma.com/webinar-introduction-lean-six-sigma/
Lean Six Sigma is a process improvement methodology that relies on a collaborative team effort to improve performance by systematically removing waste, combining Lean and Six Sigma to eliminate the eight kinds of waste
Lean Six Sigma projects comprise aspects of Lean's waste elimination and the Six Sigma focus on reducing defects
Six Sigma (6σ) is a set of techniques and tools for process improvement.
It was introduced by Bill Smith at Motorola in 1986.
It seeks to improve the quality of the output of a process by identifying and removing the causes of defects and minimizing variability in manufacturing and business processes.
During this 1-hour webinar recording, you will receive a basic introduction to what Lean Six Sigma is, why organizations implement it and how to get started.
You can find the rest of the webinar materials and questions from the webinar here: https://goleansixsigma.com/webinar-introduction-lean-six-sigma/
Lean Six Sigma is a methodology that combines the methods and concepts of Lean Manufacturing with those of Six Sigma. This presentation is a basic overview of the implementation of lean six sigma. Presentation by EMS Consulting Group, Inc. www.emsstrategies.com
Lean six sigma - Waste elimination (Yellow Belt)Abhay Yadav
Lean Six Sigma is a methodology that relies on a collaborative team effort to improve performance by systematically removing waste; combining lean manufacturing/lean enterprise and Six Sigma to eliminate the eight kinds of waste (muda): defects, overproduction, waiting, non-utilized talent, transportation, inventory, motion, extra-processing
LEAN Management:
It is a customer focused waste elimination method that makes the process and there by organization lean (eliminating Fat)
In a Lean company, employees always look to improve their skills and improve the processes. Products and Services are driven in right amounts, to right location, at the right time and in the right condition.
Lean Thinking
The Goal of Lean Thinking is the creation of a continuous stream which delivers customer value with the least waste of resources within the shortest possible time.
The Building blocks of Lean Management are 5s, 8 Wastes, Visual Management and Standardized work
Six Sigma is
the powerpoint presentaion that i make during my 3rd yr. The format of
this presentation is truly professional. You can adopt this format for
your future presentations. You too can modify these. Alright.
So just keep going.
Live in flow
~rise and shine~
I've been asked to put together a basic (and therefore relatively quick) introduction to Lean Six Sigma & DMAIC. While it’s not yet finished, I thought I would put it out there for people to comment on. Since the presentation is supposed to be training material there’s more text on the slides than I would prefer, but there are a few exercises and games to get the trainees involved.
I've put the PowerPoint version on my blog:
http://alesandrab.wordpress.com/2013/06/07/introduction-to-lean-six-sigma-dmaic/
In dis Doc. I ve covered all the phases of DMAIC methodology with Charts and Figures. And also I ve included a Case Study for easy Understanding.
To get this doc. send me a mail . . . bharath.ispat@gmail.com
Lean Six Sigma is a methodology that combines the methods and concepts of Lean Manufacturing with those of Six Sigma. This presentation is a basic overview of the implementation of lean six sigma. Presentation by EMS Consulting Group, Inc. www.emsstrategies.com
Lean six sigma - Waste elimination (Yellow Belt)Abhay Yadav
Lean Six Sigma is a methodology that relies on a collaborative team effort to improve performance by systematically removing waste; combining lean manufacturing/lean enterprise and Six Sigma to eliminate the eight kinds of waste (muda): defects, overproduction, waiting, non-utilized talent, transportation, inventory, motion, extra-processing
LEAN Management:
It is a customer focused waste elimination method that makes the process and there by organization lean (eliminating Fat)
In a Lean company, employees always look to improve their skills and improve the processes. Products and Services are driven in right amounts, to right location, at the right time and in the right condition.
Lean Thinking
The Goal of Lean Thinking is the creation of a continuous stream which delivers customer value with the least waste of resources within the shortest possible time.
The Building blocks of Lean Management are 5s, 8 Wastes, Visual Management and Standardized work
Six Sigma is
the powerpoint presentaion that i make during my 3rd yr. The format of
this presentation is truly professional. You can adopt this format for
your future presentations. You too can modify these. Alright.
So just keep going.
Live in flow
~rise and shine~
I've been asked to put together a basic (and therefore relatively quick) introduction to Lean Six Sigma & DMAIC. While it’s not yet finished, I thought I would put it out there for people to comment on. Since the presentation is supposed to be training material there’s more text on the slides than I would prefer, but there are a few exercises and games to get the trainees involved.
I've put the PowerPoint version on my blog:
http://alesandrab.wordpress.com/2013/06/07/introduction-to-lean-six-sigma-dmaic/
In dis Doc. I ve covered all the phases of DMAIC methodology with Charts and Figures. And also I ve included a Case Study for easy Understanding.
To get this doc. send me a mail . . . bharath.ispat@gmail.com
It is a technolgy by which we can produce cooling Effect Using MAgnets and Magnetic Materials......
For any other enquiry u can contact me on +919540278218....
and can join my Page www.facebook.com/engineeringindia
CRM at Oracle Series: Marketing Business IntelligencetbOracleCRM
The CRM at Oracle series highlights Oracle's internal implementation of Oracle CRM products such as Siebel CRM and Oracle CRM On Demand. This presentation discusses an overview of Oracle's Enterprise Reporting Architecture and highlights the Marketing Business Intelligence dashboards and reports.
Six Sigma Project Case Study Overview, from the General Electric "At the Customer, For the Customer" Six Sigma Program, led by Lean Six Sigma Master Black Belt and President of the International Standard for Lean Six Sigma (ISLSS) and Owner of the Lean Six Sigma Group
This is complete research and study on the Six sigma and its methodology with case studies of Motorola and GE etc. This will help you a lot in understanding Six Sigma in Detail.
Six Sigma Deployement Plan: A Case StudyAyat A. Saleh
The purpose of this case study is to present a Six Sigma Deployment Plan in a company. This case study was submitted as a part of the 'Quality, Reliability and Maintenance' course in the University of Warwick, United Kingdom, 2015. For more information, you can check this blog post: https://ayatsaleh.com/2017/01/15/six-sigma-journey/
six sigma in strategic Management studies.pptxSheenaAgarwal5
Six Sigma seeks to improve the quality of
process
outputs by identifying
and removing the causes of
defects.
Six Sigma approach is a collection of managerial
and statistical concept and techniques that
focuses on reducing variation in
processes and preventing deficiencies in product.
The concept of Variation states “NO two items
will be perfectly
identical.”
Quality Improvement in Low Pressure Die Casting Of Automobile Cylinder Head U...paperpublications3
Abstract: Six Sigma is one of the best developing methodologies for quality confirmation and administration in Automobile parts manufacturing. In this research, Quality management tools such as Data Analysis, Pareto charts, Cause and Effect diagrams, Process capability study, Failure Mode Effect Analysis(FMEA), Design of Experiments(DOE), Visual and Control charts etc. are used in characterizing the problems to discover the underlying drivers for the problems and doing tests so as to propose improvements, through which the organization could acquire quality and soundness all the while. The project will be focused on the quality improvement of major defect in cylinder head which were produced by low pressure die casting machines in an Auto mobile manufacturing company. In this project the main defect cause this rejection is “Misrun” which is observed in low pressure die casting of cylinder head. Using the Six Sigma method the DPMO reduces from 16400 to 7800. Further improvement in the rejection is expected in the long run after the continous implementation of all the solutions.
Application of Six Sigma in Construction Industryijtsrd
Construction plays an important role in the economic growth of a nation. This project deals with the quality standards and customer satisfaction. The aim is to evaluate the quality of a multi storey building by using six sigma. Six sigma concepts are used to reduce the variation and eliminate the root cause of defects. The data collected from the defect assessment sheets are calculated by study done in a residential building and the quality of brickwork, concreting, plastering, flooring and painting are analyzed. Although Six Sigma has been implemented in the manufacturing and other services industries. This study described the Six Sigma concept as a quality initiative that may be applied in the building industry. The principles, methodology, and metrics of Six Sigma are first discussed. The application of Six Sigma for improving the quality of internal finishes during construction is also explained. For that a case of residential building is done to find out the defects in brickwork, concreting, plastering, painting and flooring. These defects are then evaluated by applying DMAIC methodology of six sigma. Before applying DMAIC, the sigma level is calculated by defects per million opportunities DPMO . It also suggests various improvising methods for quality of building by minimizing the defects. In this paper, DMAIC Define, Measure, Analyze, Improve and Control phase of six sigma is used to improve the quality of the building. The cause and effect diagrams and pareto charts are done in E draw max software and MS Excel. This methodology is applied to enhance the quality of the existing process by analyzing the defects, percentage of occurrence, possible causes, effects of defects and recommendations to overcome them. Hamraz MP | Hameed Faiz NH | Basima Parveen TP "Application of Six Sigma in Construction Industry" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-7 | Issue-1 , February 2023, URL: https://www.ijtsrd.com/papers/ijtsrd52662.pdf Paper URL: https://www.ijtsrd.com/engineering/civil-engineering/52662/application-of-six-sigma-in-construction-industry/hamraz-mp
Six sigma originally developed in 1986 by Motorala, the business
management strategy is now used in many different industries in an effort
to improve the quality of products or services produced by the business
through the removal of effects and errors. The strategy involves creating
groups of people within the business or organisation who have expert
status in various methods, and then each product is carried out according
to a set of steps in an effort to reach specific financial milestones. A six
sigma process is defined as one in which 99.99966% of products created
are expected to be statistically free from defects.
Elimination of rework in V Cap by Using Six Sigma MethodologyIJERD Editor
The purpose of this project was to gain a strong understanding of Six Sigma management philosophy, concepts, and practices and to apply this knowledge to creating a Six Sigma academic course or training program. This was done through three main methods: preliminary research and data collection, the creation of a design model for Six Sigma academic course program establishment, and the creation of a Six Sigma academic course program syllabus. The preliminary research consisted of conducting a Six Sigma knowledge survey with the students of Worcester Polytechnic Institute, interviewing a Six Sigma expert, and examining current Six Sigma educational programs in other universities, businesses, and organizations. As a result of our observations, we determined that Six Sigma has become a large part of many companies and should be implemented into more engineering programs at universities nation-wide, including Worcester Polytechnic Institute. This can be done through a project based course, as well as more Six Sigma based Interactive and Major Qualifying Projects.
Basic overview six sigma, Six Sigma is a production philosophy that uses data, processes, and tools to nearly eliminate defects and bring performance close to perfection. Specifically, achieving Six Sigma means that no more than 3.4 defects occur per one million “opportunities” to create an acceptable output
Similar to new FINAL REPORT -A STUDY OF SIX SIGMA METHODOLOGY (20)
new FINAL REPORT -A STUDY OF SIX SIGMA METHODOLOGY
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Department of Mechanical Engineering AJCE
A STUDY OF SIX SIGMA METHODOLOGY
SEMINAR REPORT
DEPARTMENT OF MECHANICAL ENGINEERING
AMAL JYOTHI COLLEGE OF ENGINEERING
KOOVAPALLY, KANJIRAPALLY, KERALA
SEPTEMBER 2011
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Department of Mechanical Engineering AJCE
A STUDY OF SIX SIGMA METHODOLOGY
SEMINAR REPORT
Submitted by
ALAN KURIEN PUNNOOSE
REGISTER NO: 66893
DEPARTMENT OF MECHANICAL ENGINEERING
AMAL JYOTHI COLLEGE OF ENGINEERING
KOOVAPALLY, KANJIRAPALLY, KERALA
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Department of Mechanical Engineering AJCE
AMAL JYOTHI COLLEGE OF ENGINEERING
KANJIRAPALLY
BONAFIDE CERTIFICATE
This is to certify that the report entitled “A STUDY OF SIX SIGMA
METHODOLOGY” submitted by “ALAN KURIEN PUNNOOSE”, (Reg.No:66893),
in partial fulfilment of the requirements for the award of the degree of Bachelor of Technology
in MECHANICAL ENGINEERING from Mahatma Gandhi University, Kottayam, Kerala
is an authentic report of the seminar presented by him.
Seminar Guide Seminar Coordinator
Mrs.Tina Raju Prof. Binu Skariah
Dept of Automobile Engg. Dept of Mechanical Engg.
Head of the Department
Prof. Jippu Jacob
Dept. of Mechanical Engg.
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Department of Mechanical Engineering AJCE
ACKNOWLEDGMENT
Apart from the efforts on my part, the success of any seminar depends largely on the
encouragement and guidance of many others. I wish to express my sincere thanks to Rev. Fr.
Jose Kannampuzha, Principal of the college, for providing me with all the necessary facilities
and support.
I take immense pleasure in thanking Prof. Jippu Jacob, Head of Mechanical Engineering for
having permitted me to carry out this seminar. I take this opportunity to express my gratitude to
the people who have been instrumental in the successful completion of this seminar.
I wish to express my deep sense of gratitude to my Seminar Guide Mrs.Tina Raju, Department
Of Mechanical Engineering for her able guidance and useful suggestions, which helped me in
completing the seminar work, in time.
Needless to mention that my Seminar Coordinator Prof. Binu Skariah, Department of
Mechanical Engineering had been a source of inspiration and for his timely guidance in the
conduct of the seminar.
I can’t say thank you enough for their tremendous support and help. I feel motivated and
encouraged every time I attended their meetings. Without their encouragement and guidance this
seminar would not have materialized.
The guidance and support received from all the members who contributed and who are
contributing to this seminar, was vital for its success. Finally, yet importantly, I would like to
express my heartfelt thanks to my beloved parents for their blessings, my friends/classmates for
their help and wishes for the successful completion of this seminar.
ALAN KURIEN PUNNOOSE
S7, Mechanical Engineering
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Department of Mechanical Engineering AJCE
ABSTRACT
Six sigma is a highly disciplined approach used to reduce the process variations to the
extent that the level of defects are drastically reduced to less than 3.4 per million process, product
or service opportunities. The approach relies heavily on advanced statistical tools. While these
tools have been known earlier, these were primarily limited to the statisticians and quality
professionals. Sigma is a Greek letter to describe variability. In statistical quality control, this
means "standard deviation".
A short time ago, manufacturing was the only industry that used Six Sigma methodology but
now Six Sigma methodology has taken over the global business market. 80% of all businesses
employ, some form of six sigma methodology. Even Govt. has embraced Six Sigma culture. The
job market is wide open for Six Sigma trained or certified individual. Those who are trained can
raise quickly within their organization or help deploy the Six Sigma c ulture to other part of the
business.
Six Sigma is powerful approach achieve breakthrough improvements in manufacturing,
engineering and business processes. It is the new way of doing business that would eliminate the
existing defects efficiently and would prevent defects from occurring.
..........
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Department of Mechanical Engineering AJCE
CONTENTS
S.No. Page No.
1. Introduction .......................... 1-2
2. Background Work .......................... 2-4
3. Objectives .......................... 5
4. Scope of Six Sigma .......................... 5-6
5. Methodology .......................... 7
6. Literature Survey ......................... 8-14
7. Criticism on Six Sigma .......................... 14
8. Case Study .......................... 15-20
9. Conclusion .......................... 21
10. References .......................... 22
LIST OF FIGURES
Figure ..................... 6.1.1
Figure ..................... 6.2.1
Figure ..................... 6.2.2
Figure ..................... 8.1.1
Figure ..................... 8.3.1
Figure ..................... 8.3.2
xxxxx
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Department of Mechanical Engineering AJCE
1.Introduction
Six Sigma is becoming a proven approach for businesses and
organizations to improve their performance. The spectrum of companies
actively engaging in Six Sigma today is wide from industrials like Celanese,
Caterpillar, GE, Honeywell, and 3M to service/retail organizations like
Starwood Hotels, Sears, and Home Depot. Six Sigma has even started in the
financial industry with Bank of America and JPMorgan Chase initiating major
deployments in the past two years. Probably the most exciting area is in the
public and healthcare sectors with success stories emerging from city
government and John Hopkins Medical.
So what is all this excitement about? Haven’t these quality tools been
around for years? Is it just the fact that people have strange names like
Champion, Green Belt, Black Belt and for the chosen few, Master Black Belt?
Okay, if it is not the names then what? Six Sigma’s success revolves around
the fundamental elements needed for any successful organization. Six Sigma
starts with a vision of delivering products and services to customers with no
defects from the eyes of the customers. For companies it is vital to deliver
these products and services at a profit. Once the organization has created
their own vision of Six Sigma, the business leaders need to define their
organization’s objectives in numerical terms. These “high-level metrics,” often
called big Y’s in Six Sigma, are the foundation for identifying project y’s that
A STUDY
ABOUT
SIX SIGMA
METHODOLOY
September
24
2011
8. SIX SIGMA Page | 2
Department of Mechanical Engineering AJCE
Six Sigma Belts will execute projects on. With big Y’s in hand, business
leaders called Six Sigma “Champions” breakdown these organizational level
Y’s into smaller y’s a project leader called a Green Belt or Black Belt can work
from.
So what’s next, do business leaders take a hands-off management by
objectives (MBO) approach of, “I don’t care how you do it as long as you get
results!”? For Six Sigma organizations the answer is a loud “NO.” Champions
do care how projects are executed and have appointed highly trained Master
Black Belts to assist and mentor project leaders in applying the Six Sigma
method to manage their projects. I believe this is the key to Six Sigma’s
success. In a past life I participated in a high-level meeting with executives
from the world leader in the production of a product we all know. The purpose
of the meeting and visit was to evaluate a critical new product design. All of
the high-tech executives were dressed in dark Italian business suits
complemented with gold and diamonds. I listened closely to each question
these executives asked. I never once heard “how much?”, “when?” or even
“why?” – every question was “by what method?.” Methodology is what Six
Sigma is about.
2. Background Work
The six sigma approach was first introduced and developed at Motorola
in early 1990s. Later in the mid-nineties, General Electric and Allied Signal
adopted it. According to Jack Welch CEO of GE "Six sigma is the most
challenging and potentially rewarding strategy GE have ever undertaken" GE
listed tremendous benefits of the approach in their annual report in 1997.
Since the 1920’s mathematicians and engineers have used the word
‘sigma’ as a symbol for a unit of measurement in product quality variation.
(Note it's sigma with a small 's' because in this context sigma is a generic unit
of measurement.)
In the mid-1980's engineers in Motorola Inc in the USA used 'Six
Sigma' an informal name for an in-house initiative for reducing defects in
production processes, because it represented a suitably high level of quality.
(Note here it's Sigma with a big 'S' because in this context Six Sigma is a
'branded' name for Motorola's initiative.)
(Certain engineers - there are varying opinions as to whether the very first
was Bill Smith or Mikal Harry - felt that measuring defects in terms of
9. SIX SIGMA Page | 3
Department of Mechanical Engineering AJCE
thousands was an insufficiently rigorous standard. Hence they increased the
measurement scale to parts per million, described as 'defects per million',
which prompted the use the the 'six sigma' terminology and adoption of the
capitalized 'Six Sigma' branded name, given that six sigma was deemed to
equate to 3.4 parts - or defects - per million.)
In the late-1980's following the success of the above initiative, Motorola
extended the Six Sigma methods to its critical business processes, and
significantly Six Sigma became a formalized in-house 'branded' name for
a performance improvement methodology, ie., beyond purely 'defect
reduction', in Motorola Inc.
In 1991 Motorola certified its first 'Black Belt' Six Sigma experts, which
indicates the beginnings of the formalization of the accredited training of Six
Sigma methods.
In 1991 also, Allied Signal, (a large avionics company which merged
with Honeywell in 1999), adopted the Six Sigma methods, and claimed
significant improvements and cost savings within six months. It seems that
Allied Signal's new CEO Lawrence Bossidy learned of Motorola's work with
Six Sigma and so approached Motorola's CEO Bob Galvin to learn how it
could be used in Allied Signal.
In 1995, General Electric's CEO Jack Welch (Welch knew Bossidy
since Bossidy once worked for Welch at GE, and Welch was impressed by
Bossidy's achievements using Six Sigma) decided to implement Six Sigma in
GE, and by 1998 GE claimed that Six Sigma had generated over three-
quarters of a billion dollars of cost savings. (Source: George Eckes' book, The
Six Sigma Revolution.)
By the mid-1990's Six Sigma had developed into a transferable
'branded' corporate management initiative and methodology, notably in
General Electric and other large manufacturing corporations, but also in
organizations outside the manufacturing sector.
By the year 2000, Six Sigma was effectively established as an industry
in its own right, involving the training, consultancy and implementation of Six
Sigma methodology in all sorts of organizations around the world.
That is to say, in a little over ten years, Six Sigma quick became not
only a hugely popular methodology used by many corporations for quality and
process improvement, Six Sigma also became the subject of many and
various training and consultancy products and services around which
developed very many Six Sigma support organizations.
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Department of Mechanical Engineering AJCE
Six Sigma and Design of Experiments
Once an organization has decided on the method and the project y’s,
Belts are marched off to training “waves” bringing management-approved
projects to class. DMAIC Green Belt training is normally two one-week
sessions separated by one month. Black Belt training waves are extended by
two additional months with two more weeks of training. The emphasis during
the extended two weeks of Black Belt training is often on learning more details
about advanced tools such as Design of Experiments (DOE).
So where does Design of Experiments fit into Six Sigma? Six Sigma is
about understanding and controlling the variation of key process variables
known as inputs or x’s in order to obtain improved results on project outputs
or y’s. In Design of Experiment terms these inputs or x’s are often referred to
as factors and the outputs are referred to as responses. In nearly all Six
Sigma projects the relationship of the project y’s takes on the form of
y=f(x1,x2,...xn). Wait a minute, isn’t this what Design of Experiments is all
about? Of course, for almost 100 years Design of Experiments has been
proven to be one of the best known methods for validating and discovering
relationships between responses and factors. In Six Sigma terms it is
discovering the relationship between outputs called y’s and inputs called x’s.
Today’s Six Sigma Belts are primarily taught to focus their use of Design of
Experiments in the Improve phase of DMAIC and the Optimize phase of
IDOV. For DMAIC Six Sigma training the most common experimental designs
taught are factorial and fractional factorial designs. Some curriculums
introduce response surface designs and optimization designs at a high level.
DFSS includes the experimental designs taught in all levels of DMAIC training
and often expands to include the concept of robust designs. As an alternative
to the classical approach, there are also a number of consulting companies
teaching Taguchi designs as the preferred method for robust design.
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Department of Mechanical Engineering AJCE
3. Objectives:
We can distinguish three principal objectives of the Six Sigma: higher
profits, rising value and limited variations. The science of Six Sigma focuses
on two mail processes. Each of them consists of three parts:
One of them is characterization of the process. In this sphere we can
distinguish:
1. Diagnosis of the project (define the main idea and measure it),
2. Evaluation of the present Sigma (ability studies),
3. Analysis of the data processes.
The second process is improvement and simulation. In this area we may
notice:
1. Development and optimization of the process,
2. Estimation of the new Sigma (ability studies),
3. Audit and maintenance of the process.
4. Scope of SIX SIGMA:
Following completion of Six Sigma training, it might be beneficial to
look at the larger workplace issues and branch out from there. A short time
ago, manufacturing was the only industry that used Six Sigma
methodology. Larger and more diversified corporations actually limited Six
Sigma practices to the manufacturing and production divisions. But Six Sigma
methodology has taken over the global business market where nearly 80% of
all businesses employ some form of Six Sigma methodology. Even the
government has embraced Six Sigma culture.
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Department of Mechanical Engineering AJCE
Today, listing Six Sigma expertise and certification is viewed as a
career boosting move. Those who are trained can rise quickly within their
organization, or help deploy the Six Sigma culture to other parts of the
business. Should you decide to change careers or industries, your skills and
abilities are easily transferable to the new business. The job market is wide
open for the Six Sigma trained or certified individual.
Companies are in the market for an individual who can come in and
jump start a stalled Six Sigma program, reinvigorating the Six Sigma
methodology and culture. Doing this will enable workers to go back to
streamlining the core processes and improving results, products and services.
No matter what level your Six Sigma training, be it Green Belt, Black Belt, or
Master Black Belt, your training will transfer positively, saving the company
money and resulting in higher bonuses and salaries. Diversifying your work
experience draws you closer to Six Sigma methodology and certification
which is a process that is totally customizable to you, depending on the
training provider you choose, your industry, and the core process being
analyzed and smoothed over at your place of business.
An individual versed in leading the deployment of Six Sigma projects
can literally pick and choose which projects to implement. The best overall Six
Sigma training to enroll in is the Six Sigma Black Belt, as this is the production
floor leadership role. If you are no keen on leading others, and work better as
part of a team, a Six Sigma Green Belt Certification is a better option. The
goal is to work toward Six Sigma certification while still in your present
position. However, regardless of the title you carry, using Six Sigma
methodology will benefit both you and your corporation.
13. SIX SIGMA Page | 7
Department of Mechanical Engineering AJCE
5. Methodology:
Six Sigma Digest: Black Belt Training
Define
• Goal: Problem Statement, Objective, Business Case, Proj. Scope, Team
• Main Tools: Project Charter, Pareto, Process Maps
Measure
• Goal: Brainstorm/Prioritize Possible x’s, Validate measurement, Capability
• Tools: Basic Stat, C&E, XY Matrix, Capability, MSA, P-Map, Control Chart
Analyze
• Goal: Identify critical x’s
• Tools: Hypothesis Tests (Normal/Non Normal) Regression & Correlation
Improve
• Goal: Design, Test & Implement Improvement
• Tools: DOE, Implementation/Change/Communication Plan.
Control
• Goal: Lock in the Improvement
• Tools: Control Plan, Poka-Yoke, SPC, SOP’s, Training Plans etc..
Six Sigma Methodology: DMAIC Roadmap
SixSigmaDigestCopyright2010 NixorLLC
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Department of Mechanical Engineering AJCE
6.Literature Survey
6.1 What is six sigma?
Six sigma is a highly disciplined approach used to reduce the process
variations to the extent that the level of defects are drastically reduced to less
than 3.4 per million process, product or service opportunities (DPMO). The
approach relies heavily on advanced statistical tools. While these tools have
been known earlier, these were primarily limited to the statisticians and quality
professionals. Sigma is a Greek letter to describe variability. In statistical
quality control, this means "standard deviation". Most of us may be familiar
with the normal distribution and its properties. We are aware of the properties
of normal distribution :
99.73% of the area lies within mean m ± 3
95.46% of the area lies within mean m ± 2
68.26% of the area lies within mean m ±
When we proudly mention that our process capability Cp is 1.33, our
process spread is ± 4 and estimated defect rate of 0.0063% or 63 defective
parts per million (PPM). Moreover, when we deploy processes in production,
the mean of the process can shift to the extent of approximately 1.5 defect
rate will increase to a much higher value. This would be about 6200 PPM! If
the process capability is improved to a Cp of 2.0 the PPM level will come
down to 0.002. With a shift of 1.5 and the number of parts defective will be
about 3.4 PPM. A Cp of 2.0 corresponds to the process spread of ± 6 This is
shown in the figures below.
15. SIX SIGMA Page | 9
Department of Mechanical Engineering AJCE
Fig 6.1.1
Let us consider an example of an assembly with 30 parts and 5 steps.
This means that there are 30x5 or 150 opportunities for a defect to occur. If
we find that there are 100 defects in every 100 assemblies. This means one
defect per assembly or 1 million defects in one million assemblies. This can
be converted to 1000000 x (1/150) or 6666 defects per million opportunities
(DPMO). This approximately corresponds to a sigma level of 3.97. The sigma
quality level can be approximately determined using the equation (Schmidt
and Launsby 1997) :
Refer to the following table for relation between sigma quality level and
PPM. The PPM values are calculated considering a shift of 1.5
Quality & Productivity Journal : September 2000 Issue
http://www.symphonytech.com
When we proudly mention that our process capability Cp is 1.33, our process spread is ± 4
and estimated defect rate of 0.0063% or 63 defective parts per million (PPM). Moreover, when we deploy
processes in production, the mean of the process can shift to the extent of approximately 1.5
defect rate will increase to a much higher value. This would be about 6200 PPM! If the process capability is
improved to a Cp of 2.0 the PPM level will come down to 0.002. With a shift of 1.5
and the number of parts defective will be about 3.4 PPM. A Cp of 2.0 corresponds to the process spread of ± 6
This is shown in the figures below.
Let us consider an example of an assembly with 30 parts and 5 steps. This means that there are 30x5 or 150
opportunities for a defect to occur. If we find that there are 100 defects in every 100 assemblies. This means one
defect per assembly or 1 million defects in one million assemblies. This can be converted to 1000000 x (1/150) or
6666 defects per million opportunities (DPMO). This approximately corresponds to a sigma level of 3.97. The
sigma quality level can be approximately determined using the equation (Schmidt and Launsby 1997) :
Refer to the following table for relation between sigma quality level and PPM. The PPM values are calculated
considering a shift of 1.5
PPM
2 308,537
3 66,807
4 6,201
5 233
6 3.4
Quality & Productivity Journal : September 2000 Issue
http://www.symphonytech.com
When we proudly mention that our process capability Cp is 1.33, our process spread is ± 4
and estimated defect rate of 0.0063% or 63 defective parts per million (PPM). Moreover, w
processes in production, the mean of the process can shift to the extent of approximately 1
defect rate will increase to a much higher value. This would be about 6200 PPM! If the proc
improved to a Cp of 2.0 the PPM level will come down to 0.002. With a shift of 1.5
and the number of parts defective will be about 3.4 PPM. A Cp of 2.0 corresponds to the pr
This is shown in the figures below.
Let us consider an example of an assembly with 30 parts and 5 steps. This means tha
opportunities for a defect to occur. If we find that there are 100 defects in every 100 asse
defect per assembly or 1 million defects in one million assemblies. This can be converted
6666 defects per million opportunities (DPMO). This approximately corresponds to a si
sigma quality level can be approximately determined using the equation (Schmidt and Laun
Refer to the following table for relation between sigma quality level and PPM. The PPM
considering a shift of 1.5
PPM
2 308,537
3 66,807
4 6,201
5 233
6 3.4
Quality & Productivity Journal : September 2000 Issue
http://www.symphonytech.com
• 68.26% of the area lies within mean m ±
When we proudly mention that our process capability Cp is 1.33, our process spread is ±
and estimated defect rate of 0.0063% or 63 defective parts per million (PPM). Moreover,
processes in production, the mean of the process can shift to the extent of approximately
defect rate will increase to a much higher value. This would be about 6200 PPM! If the pr
improved to a Cp of 2.0 the PPM level will come down to 0.002. With a shift of 1.5
and the number of parts defective will be about 3.4 PPM. A Cp of 2.0 corresponds to the
This is shown in the figures below.
Let us consider an example of an assembly with 30 parts and 5 steps. This means th
opportunities for a defect to occur. If we find that there are 100 defects in every 100 ass
defect per assembly or 1 million defects in one million assemblies. This can be converte
6666 defects per million opportunities (DPMO). This approximately corresponds to a
sigma quality level can be approximately determined using the equation (Schmidt and La
Refer to the following table for relation between sigma quality level and PPM. The PP
considering a shift of 1.5
PPM
2 308,537
3 66,807
4 6,201
5 233
6 3.4
16. SIX SIGMA Page | 10
Department of Mechanical Engineering AJCE
Another concept that is used as a metric in six sigma is Rolled
Throughput Yield (RTY). Let us assume that a part goes through ten
operations. At each stage 99% parts are good and 1% are reject. It is not very
difficult to calculate that we get good 90.43 % parts at the end of the tenth
stage. This means if we start with a batch of 1000 parts, we get 904 good
parts and scrap or rework 96 part! The RTY of the process is 90.43%.
While we are talking about the statistical basis of the PPM levels, six
sigma is not only about statistical methods. The backbone of a successful six
sigma approach is strong commitment of top management. This is like any
other successful programs. Moreover, all improvements planned through six
sigma projects must have a direct benefit that can be measured in terms of
improvement in the bottom-line.
6.2 Six Sigma Methods
Six Sigma revolves around a few key concepts.
• Critical to Quality: Attributes most important to the customer
• Defect: Failing to deliver what the customer wants
• Process Capability: What your process can deliver
• Variation: What the customer sees and feels
• Stable Operations: Ensuring consistent, predictable processes to
Improve what the customer sees and feels
• Design for Six Sigma: Designing to meet customer needs and process
capability..."
There have evolved two key methods for carrying out Six Sigma projects. The
first method is the most well-defined and works best if you have a problem
with an unknown solution in existing products, processes or services. This
method is called DMAIC or Define, Measure, Analyze, Improve and Control.
The newest method, which is in the developing stages, is called Design for
Six Sigma or DFSS. The goal of DFSS is to develop a new product,process or
service that is defect-free in the eyes of the customer. A number of consulting
companies have invented roadmaps for DFSS like IDOV (Identify, Design,
Optimize and Validate) and DMADV (Design, Measure, Analyze, Design and
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Verify).
The projects having large impact of customer satisfaction and significant
impact on bottom-line are selected. Top management of the organization has
very important role during selection of projects and leaders. The projects are
clearly defined in terms of expected key deliverables. These are typically in
terms of DPMO levels or sigma quality levels, RTY, Quality Cost etc. In the
overall approach, the actual problem is converted in to a statistical problem.
This is done by mapping the process, defining key process input variables
(KPIVs or ‘x’s) and key process output variables (KPOVs or ‘y ’s). The power
of statistical tools is used to determine a statistical solution. This is then
converted in to a practical solution.
Fig 6.2.1
Six sigma projects go through four phases:
The number of ‘x’ s go on getting eliminated using various statistical and
other tools. This is as if the variation is getting reduced as it passes through a
funnel of the six sigma methodology. This is sometimes called the
breakthrough strategy.
Quality & Productivity Journal : September 2000 Issue
http://www.symphonytech.com
Another concept that is used as a metric in six sigma is Rolled Throughput Yield (RTY). Let us assume that
part goes through ten operations. At each stage 99% parts are good and 1% are reject. It is not very difficult
calculate that we get good 90.43 % parts at the end of the tenth stage. This means if we start with a batch of 100
parts, we get 904 good parts and scrap or rework 96 part! The RTY of the process is 90.43%.
While we are talking about the statistical basis of the PPM levels, six sigma is not only about statistical method
The backbone of a successful six sigma approach is strong commitment of top management. This is like a
other successful programs. Moreover, all improvements planned through six sigma projects must have a dire
benefit that can be measured in terms of improvement in the bottom-line.
The Six Sigma Methodology:
The projects having large impact of customer satisfaction and significant impact on bottom-line are selected. To
management of the organization has very important role during selection of projects and leaders. The projects a
clearly defined in terms of expected key deliverables. These are typically in terms of DPMO levels or sigm
quality levels, RTY, Quality Cost etc. In the overall approach, the actual problem is converted in to a statistic
problem. This is done by mapping the process, defining key process input variables (KPIVs or ‘x’s) and k
process output variables (KPOVs or ‘y ’s). The power of statistical tools is used to determine a statistical solutio
This is then converted in to a practical solution.
Six sigma projects go through four phases:
The number of ‘x’ s go on getting eliminated using various statistical and other tools. This is as if the variation
getting reduced as it passes through a funnel of the six sigma methodology. This is sometimes called th
breakthrough strategy.
18. SIX SIGMA Page | 12
Department of Mechanical Engineering AJCE
Fig 6.2.2
The cause and effects relationship between the KPOVs (‘y’s) and KPIVs
(‘x’s) gets clearer as the project goes through the four phases. Control plans
are documented before the closure of the project so that gains are sustained.
The project leaders must demonstrate that the key deliverables of the project
are achieved and demonstrated.
6.3 Strategies for six sigma introduction:
There are three different strategies adopted by different organizations:
1.The six sigma organization
2.The six sigma engineering organization
3.Strategic selection of six sigma projects
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1. The six sigma organization
In this strategy, the whole organization is trained on six sigma
philosophy and methods. The training is of varying depth for various levels.
Six sigma serves as motivational device and also as a metric. Goals are
defined in terms of sigma. While the organization can have a common
language of six sigma, large resources are required for training. All
improvement ideas are likely to be credited to six sigma regardless of the
approach actually used.
2. The Six Sigma Engineering Organization:
Here, the attempt is to develop skills in the Engineering functions. The
project objectives are usually based on new products, product changes or
problem solving. One of the advantages is the relatively higher level of
educational and technical background of the individuals that enables them to
learn at a faster pace. On the other hand, individuals from other functions do
not appreciate the efforts in absence of the awareness of the techniques.
3. Strategic selection of six sigma projects
The senior management sometimes feels that the current quality
processes are generally working well to achieve the overall strategic plan.
Hence six sigma tools and concepts are used to enhance the existing quality
processes and supplement the skills of the key people thereby making
breakthrough improvements. Six sigma projects are identified considering the:
-Strategic direction of the company
-Impact on the bottom-line
-Impact on customer satisfaction
The projects having large impact requires project leaders with high
degree of competence. Full time project leaders (sometimes called the Black
Belts) are selected to execute the project. Selection of candidates is critical for
the success. The project leaders go through in-depth training of six sigma
approach and tools and work full time on the project. The project is expected
to be completed in about six months. Typical savings expected from a black
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Department of Mechanical Engineering AJCE
belt project may be of the order of Rs.100, 00000. Projects of lesser
complexity may not require full time resource. Project leaders of such projects
are chosen from the same functional area. These are sometimes called Green
Belts. They also go through training in the six sigma concepts and tools.
Training duration is usually less than that for black belts.
This approach requires lesser resources for training that can be
customized. The organizations adapting this approach must allocate the best
people as project leaders. Some of the potential failure modes of this
approach –
-Trained engineers tend to get isolated
-Communication barrier due to lack of common
language
-Failure to develop management understanding
7. Criticism on six sigma:
There has been a lot of criticism on six sigma. Many feel that the tools
used in the approach have been existing and in reality there is nothing new in
sigma In short, six sigma is old wine in new bottle. The criticism is true in a
way. However, others feel that while the tools existed earlier, quantification of
the metrics and direct relation to the bottom-line makes it somewhat different.
Another major criticism is about the price tag attached to the six sigma
training. Typical price tag of a four week black belt course is $ 25000! This is
prohibitive for most of the small and medium scale organization. However,
training costs may come down in the near future. Another criticism on six
sigma is it results in to short term improvement projects. This is countered by
its proponents that although one project is of six months duration, the black
belts take up next project also train others in six sigma methodology. As more
black belts are trained and large number of projects are completed; the
organization achieves long term benefits.
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8. Case Study:
Six Sigma Approach to Retail Operational Effectiveness
8.1 Six Sigma DMAIC Approach: Define, Measure, Analyze, Improve, and
Control Focus provided the necessary support for the Six Sigma team to
implement a much more thorough DMAIC methodology than they had
previously been able to conduct.
Fig 8.1.1
www.iontas.com 4
best practices, they configured Event Focus to
limit access to old practices. Activity Focus
continually monitors user activity and ensures
schedule adherence while Process Focus
monitors process execution. Continued
monitoring alerts the team to new or varying
processes and to unusual activities.
Theimproved efficiency in retail operationsdelivered immediatesavings.
Executivemanagement predicts$8.5M savingsthrough productivity improvement
in 12 months.
Results
The Focus suite gave management the tools they needed to understand exactly what was
going on in their retail operations, allowing them to make smart decisions that resulted in
an extreme competitive advantage for their Customer Service group. The level of detail
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Department of Mechanical Engineering AJCE
DEFINE:
Once Focus provided the ability to see how the software applications
were used on the desktops, the Six Sigma team looked for repeating patterns
and defined those as a process. This ability to visually review repetitive
patterns allowed them to effectively recognize 237 unique processes used
within their institution, which would not have been possible without the visual
insight of Activity Focus.
MEASURE
Once the team defined the processes, they analyzed process
performance metrics based on geography, demographics of the workers, and
size of the location. They discovered the best performers and learned how
these workers were more effective than the others. They also uncovered
training issues,unexpected compliance variations, and obsolete software that
exposed previously-hidden costs. The team was then able to define and
profile an ideal worker based on demographic analysis and best practices.
ANALYZE
With facts in hand, the Six Sigma team was able to measure standard
procedures against deviating procedures to determine the root causes for the
workers’ variant execution styles. They implemented Process Focus to
monitor and analyse process execution.
IMPROVE
Once best practices had been defined, the Six Sigma team developed
an improvement plan to reduce the hidden software costs, define standard
policies and procedures, and invest in training initiatives to deploy best
practices throughout the 55,000 workers. Utilizing Event Focus, the process
re-engineering team introduced just-in- time prompts and real-time alerts to
guide users through tasks, not only improving efficiency but also increasing
up-sell and cross sell- opportunities within the organization.
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Department of Mechanical Engineering AJCE
CONTROL
To ensure that the organization remained optimally efficient, the
company wisely invested in ongoing training, including quarterly updates and
refresher training. They motivated workers to follow the new procedures by
offering rewards for achieving best practices. To further enforce best
practices, they configured Event Focus to limit access to old practices. Activity
Focus continually monitors user activity and ensures schedule adherence
while Process Focus monitors process execution.Continued monitoring
alerts the team to new or varying processes and to unusual activities.
Results
The Focus suite gave management the tools they needed to understand
exactly what was going on in their retail operations, allowing them to make
smart decisions that resulted in an extreme competitive advantage for their
Customer Service group. The level of detail and depth of the information
available through the Focus software suite enabled insight into the very root
causes of their problems.
Variation defines the ”sigma” level
Why is variation important ? For example , a customer expecting delivery
“by noon”(the target) might actually be happy if the package arrives anywhere
from 11 a.m. to 1 p.m. A manufacturer that is purchasing 1000 gallons of paint
(the target),might be satisfied if the delivery is 995 to 1005 gallons.(In
manufacturing ,the range of acceptable values is usually called
specifications.).
Anything that does not meet the customer need is a “defect” when you
compare the product process performance against what customer wants ,you
can see that the process with a lot of variation ,your customer will view them
as unpredictable .Sometimes they’ll get what they want , but a lots of times
they won’t.
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Department of Mechanical Engineering AJCE
Fixing the process is what improves sigma level
Now here’s one of the secret of lean six sigma : in order to have an
outcome with very little variation ,everything leading to that point has to work
well, too .This explains why lean six sigma focuses so much on process
improvement .You need to make your work in your area more reliable, more
predictable to reach high levels of quality – which means eliminating
variations .
8.2 FedEx
For a real example of how business can capitalize on reduced variations,
just think about FedEx.It created a new industry because of its ability to
reliably meet promised delivery dates. If their guarantee of 10:00 a.m. delivery
have really meant “anytime tomorrow”, how long do you think they would have
stayed in business ? People keep coming back because they can count on
having their packages delivered by the guarantee time. FedEx’s experience
also shows that reducing variation is something that both service and
manufacturing business should focus on .
8.3 Dhabbawala
Mumbai is a very densely populated city of millions with huge flows
of traffic. Because of this, lengthy commutes to workplaces are common, with
many workers traveling by train.
Instead of going home for lunch or paying for a meal in a café, many office
workers have a cooked meal sent either from their home, or sometimes from
a caterer who essentially cooks and delivers the meal in lunch boxes and then
have the empty lunch boxes collected and re-sent the same day. This is
usually done for a monthly fee. The meal is cooked in the morning and sent in
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Department of Mechanical Engineering AJCE
lunch boxes carried by dabbawalas, who have a complex association and
hierarchy across the city.
Fig 8.3.1
Dabbawalas in action at a Mumbai Suburban Railway station.
A collecting dabbawala, usually on bicycle, collects dabbas either from a
worker's home or from the dabba makers. The dabbas have some sort of
distinguishing mark on them, such as a colour or symbol.
The dabbawala then takes them to a designated sorting place, where he and
other collecting dabbawalas sort (and sometimes bundle) the lunch boxes into
groups. The grouped boxes are put in the coaches of trains, with markings to
identify the destination of the box (usually there is a designated car for the
boxes). The markings include the rail station to unload the boxes and the
building address where the box has to be delivered.
At each station, boxes are handed over to a local dabbawala, who delivers
them. The empty boxes, after lunch, are again collected and sent back to the
respective houses.
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Fig 8.3.2
A collecting Dabbawala on a bicycle
In 2002, Forbes Magazine found its reliability to be that of a six
sigma standard. More than 175,000 or 200,000 lunch boxes get moved every
day by an estimated 4,500 to 5,000 dabbawalas, all with an extremely small
nominal fee and with utmost punctuality. According to a recent survey, they
make less than one mistake in every 6 million deliveries, despite most of the
delivery staff being illiterate.
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9. Concluding Remarks:
Six sigma is powerful approach achieve breakthrough improvements in
manufacturing, engineering and business processes. The approach relies
heavily on advanced statistical methods that complement the process and
product knowledge to reduce variation in processes. It is new way of doing
business that would eliminate the existing defects efficiently and would
prevent defects from occurring. Different strategies are used by organizations
to introduce and deploy six sigma approach. Each of these strategies has
advantages and potential failure modes that must be addressed and avoided.
Six Sigma looks as though it is here to stay and even in today’s slow
economy one of the few areas where there still are a number of new
positions. The Six Sigma process is a great step toward creating learning
organizations with its well-defined roadmaps and management structure. As
with most new methodologies Six Sigma will mature and grow as it expands
into new areas such as DFSS. As Six Sigma professionals learn more about
the power of properly planned experiments, Design of Experiments will be
integrated into most phases of the Six Sigma roadmap and not just
considered an advanced tool for the improvement and optimization phases.
Experienced practitioners of statistical methods like Design of Experiments
should learn the language of Six Sigma and help integrate new methods into
the Six Sigma process to improve its effectiveness.
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10. Reference:
10.1 Journals.
• Quality & Productivity Journal : September 2000 Issue
Mr. Hemant Urdhwareshe, C.Q.Mgr., C.Q.E. (ASQ)
10.2 Books.
• What is LEAN SIX SIGMA?,Mike George,Dave Rowlands,&Bill
Kastle.Tata McGraw-Hill Edition 2004
• Design for Six Sigma-A Roadmap for Product Development by
Kai Yang Basem El-Haik
10.3 Website.
• http://www.symphonytech.com/articles/pdfs/sixsigma.pdf last visited on
15.8.2011
• http://www.iontas.com/documents/Iontas%20Case%20Study-
Six%20Sigma%20Retail.pdf last visited on 24.8.2011
• http://www.sixsigmadigest.com/support-files/six-sigma-methodology-
roadmap.pdf
• http://www.sixsigmaonline.org/six-sigma-training-certification-
information/articles/the-new-scope-and-breadth-of-six-sigma-
methodology.html