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Chapter 1 1 Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John Wiley & Sons, Inc.

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Page 1: Chapter 1 Introduction to Statistical Quality Control, 6th ...libvolume6.xyz/mechanical/btech/semester6/statisticalqualitycontrol/... · 1-1 Definitions and Meaning of Quality 1-1.1

Chapter 1 1Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 2Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 3Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Learning ObjectivesLearning Objectives

Chapter 1 4Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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1-1 Definitions and Meaning of Quality1-1.1 The Eight Dimensions of Quality

1. Performance (will the product do the intended job ?)2. Reliability (how often does the product fail ?)3 Durability (how long does the product last ?)3. Durability (how long does the product last ?)4. Serviceability (how easy is it to repair the product ?)5. Aesthetics (what does the product look like ?)5. Aesthetics (what does the product look like ?)6. Features (what does the product do ?) 7. Perceived Quality (what is the reputation of the

company or its product ?)8. Conformance to Standards (is the product made

exactly as the designer intended ?)

Chapter 1 5Introduction to Statistical Quality Control, 5th Edition by Douglas C. Montgomery.Copyright (c) 2005 John Wiley & Sons, Inc.

exactly as the designer intended ?)

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A further 3 dimensions are added for service andtransactional business organization

• Responsiveness• Professionalism• Attentiveness

Chapter 1 6Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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•This is a traditional definition

•Quality of designQuality of design

•Quality of conformance

This is a modern definition of quality

Chapter 1 7Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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The Transmission Example

• The transmission example illustrates the utility of this definition

• An equivalent definition is that quality improvement is the li i ti f t Thi i f l i i t ti l

Chapter 1 8Introduction to Statistical Quality Control, 5th Edition by Douglas C. Montgomery.Copyright (c) 2005 John Wiley & Sons, Inc.

elimination of waste. This is useful in service or transactional businesses.

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1-1.2 Terminology

Quality engineering is a set of operational, managerial and engineering activities that acompany uses to ensure that the quality characteristics of a product are at the nominal levels.

Chapter 1 9Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Terminology cont’dTerminology cont d• Quality characteristics are often evaluated relative to

specificationsspecifications.• Specifications

– Lower specification limitp– Upper specification limit– Target or nominal values

• A nonconforming product is considered defective if it has oneor more defects.D f t f it i bt i d h th lit• Defect or nonconformity is obtained when the qualitycharacteristic fail to meet the specification.

• However not all products containing a defect are necessarily

Chapter 1 10Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

p g ydefective.

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1.2. History of Quality Improvement

Chapter 1 11Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 12Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 13Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 14Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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1.3 Statistical Methods for Quality Control and Improvement

Chapter 1 15Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Statistical Methods

• Statistical process control (SPC)

3 major areas:

p ( )– Control charts, plus other problem-solving tools– Useful in monitoring processes, reducing variability

th h li i ti f i blthrough elimination of assignable causes– On-line technique

• Designed experiments (DOX)Designed experiments (DOX)– Discovering the key factors that influence process

performancei i i– Process optimization

– Off-line technique• Acceptance Sampling

Chapter 1 16Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

• Acceptance Sampling

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W lt A Sh t (1891 1967)Walter A. Shewart (1891-1967)• Trained in engineering and physics

• Long career at Bell Labs• Long career at Bell Labs

• Developed the first control chart about 1924

Chapter 1 17Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 18Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 19Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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1.4 Management Aspects of Quality Improvement

Effective management of quality requires the

1.4 Management Aspects of Quality Improvement

Effective management of quality requires the execution of three activities:

1 Quality Planning1. Quality Planning2. Quality Assurance3. Quality Control and Improvement

Chapter 1 20Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 21Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 22Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 23Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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1.4.1 Quality Philosophy and Management Strategy

W. Edwards Demingg

• Taught engineering, physics in the 1920s, finished PhD in 1928

• Met Walter Shewhart at Western Electric

• Long career in government statistics, USDA, Bureau of the Census

• During WWII, he worked with US defense contractors deployingUS defense contractors, deploying statistical methods

• Sent to Japan after WWII to work on the census

Chapter 1 24Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

on the census

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DemingDeming• Deming was asked by JUSE to lecture on

i i l li lstatistical quality control to management• Japanese adopted many aspects of Deming’s

t hil hmanagement philosophy• Deming stressed “continual never-ending

i t”improvement”• Deming lectured widely in North America

d i th 1980 h di d 24 D b 1993during the 1980s; he died 24 December 1993

Chapter 1 25Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Deming’s 14 Pointsg1. Create constancy of purpose toward improvement 2 Adopt a new philosophy recognize that we are in a time of2. Adopt a new philosophy, recognize that we are in a time of

change, a new economic age3. Cease reliance on mass inspection to improve quality4 End the practice of awarding business on the basis of price4. End the practice of awarding business on the basis of price

alone5. Improve constantly and forever the system of production and

serviceservice6. Institute training7. Improve leadership, recognize that the aim of supervision is

help people and equipment to do a better jobhelp people and equipment to do a better job8. Drive out fear9. Break down barriers between departments

Chapter 1 26Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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14 Points cont’d14 Points cont d10. Eliminate slogans and targets for the workforce such as zero g g

defects11. Eliminate work standards12 Remove barriers that rob workers of the right to pride in the12. Remove barriers that rob workers of the right to pride in the

quality of their work13. Institute a vigorous program of education and self-

iimprovement14. Put everyone to work to accomplish the transformation

Note that the 14 points are about change

Chapter 1 27Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Deming’s Deadly DiseasesDeming s Deadly Diseases1. Lack of constancy of purpose2. Emphasis on short-term profits3. Performance evaluation, merit rating, annual

reviews4. Mobility of management5. Running a company on visible figures alone6. Excessive medical costs for employee health care7. Excessive costs of warrantees

Chapter 1 28Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 29Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Deming’s Obstacles to Success

Chapter 1 30Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 31Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Joseph M JuranJoseph M. Juran• Born in Romania (1904-

2008) i i d h US2008), immigrated to the US• Worked at Western Electric,

influenced by Walter Sh h tShewhart

• Emphasizes a more strategic and planning oriented approach to quality thanapproach to quality than does Deming

• Juran Institute is still an active organizationactive organization promoting the Juran philosophy and quality improvement practices

Chapter 1 32Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

improvement practices

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The Juran TrilogyThe Juran Trilogy

1 Planning1. Planning2. Control33. Improvement

• These three processes are interrelated• Control versus breakthroughControl versus breakthrough• Project-by-project improvement

Chapter 1 33Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Some of the Other “Gurus”Some of the Other Gurus

• Kaoru IshikawaKaoru Ishikawa– Son of the founder of JUSE, promoted widespread use of

basic tools

• Armand Feigenbaum– Author of Total Quality Control, promoted overall

i i l i l i liorganizational involvement in quality,– Three-step approach emphasized quality leadership, quality

technology and organizational commitmenttechnology, and organizational commitment

• Lesser gods, false prophets

Chapter 1 34Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Total Quality Management (TQM)Total Quality Management (TQM)

• Started in the early 1980s, Deming/JuranStarted in the early 1980s, Deming/Juran philosophy as the focal point

• Emphasis on widespread training, qualityEmphasis on widespread training, quality awareness

• Training often turned over to HR functionTraining often turned over to HR function• Not enough emphasis on quality control and

improvement tools, poor follow-through, noimprovement tools, poor follow through, no project-by-project implementation strategy

• TQM was largely unsuccessful

Chapter 1 35Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

TQM was largely unsuccessful

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Total Quality Management (TQM)Total Quality Management (TQM)

• TQM is “just another program”TQM is just another program • Value engineering

d f• Zero defects• “Quality is free”

Recipe for Ineffectiveness and maybe DisasterRecipe for Ineffectiveness and maybe Disaster

Chapter 1 36Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Quality Systems and StandardsQuality Systems and Standards

Chapter 1 37Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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• The ISO certification process focuses heavily on quality assurance, without sufficient weight given to quality planning and

Chapter 1 38Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

, g g q y p gquality control and improvement

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Chapter 1 39Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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The Malcolm Baldrige National Quality Award

• The MBNQA process is a valuable assessment tool

• See Table 1-3 for Performance Excellence Criteria and point values

Chapter 1 40Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 41Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 42Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Six SigmaSix Sigma

• Use of statistics & other analytical tools has grownUse of statistics & other analytical tools has grown steadily for over 80 years – Statistical quality control (origins in 1920, explosive

growth during WW II, 1950s)– Operations research (1940s)

FDA EPA i h 1970’– FDA, EPA in the 1970’s– TQM (Total Quality Management) movement in the 1980’s

Reengineering of business processes (late 1980’s)– Reengineering of business processes (late 1980 s)– Six-Sigma (origins at Motorola in 1987, expanded impact

during 1990s to present)

Chapter 1 43Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Focus of Six Sigma is on Process Improvement with an Emphasis on Achieving Significantwith an Emphasis on Achieving Significant

Business ImpactA i i d f ti iti th t• A process is an organized sequence of activities that produces an output that adds value to the organization

• All work is performed in (interconnected) processes• All work is performed in (interconnected) processes– Easy to see in some situations (manufacturing)

H d i th– Harder in others• Any process can be improved

A i d h i i• An organized approach to improvement is necessary• The process focus is essential to Six Sigma

Chapter 1 44Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 45Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Why “Quality Improvement” is Important: A Si l lA Simple Example

• A visit to a fast-food store: Hamburger (bun, meat, special sauce,A visit to a fast food store: Hamburger (bun, meat, special sauce, cheese, pickle, onion, lettuce, tomato), fries, and drink.

• This product has 10 components - is 99% good okay?

10

4

{Single meal good} (0.99) 0.9044Family of four once a month: {All meals good} (0 9044) 0 6690P

P

12

Family of four, once a month: {All meals good} (0.9044) 0.6690{All visits during the year good} (0.6690) 0.0080

PP

10 4

12

{single meal good} (0.999) 0.9900, {Monthly visit good} (0.99) 0.9607{All visits in the year good} (0.9607) 0.6186

P PP

Chapter 1 46Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Six Sigma FocusSix Sigma Focus• Initially in manufacturing y g• Commercial applications

– BankingFinance– Finance

– Public sector – Services

• DFSS – Design for Six Sigma– Only so much improvement can be wrung out of an

existing systemg y– New process design– New product design (engineering)

Chapter 1 47Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Some Commercial ApplicationsSome Commercial Applications• Reducing average and variation of days outstanding on g g y g

accounts receivable• Managing costs of consultants (public accountants, lawyers)• Skip tracing• Skip tracing• Credit scoring• Closing the books (faster, less variation)• Audit accuracy, account reconciliation • Forecasting

I t t• Inventory management• Tax filing• Payroll accuracy

Chapter 1 48Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

y y

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Six SigmaSix Sigma• A disciplined and analytical approach to process and product

iimprovement• Specialized roles for people; Champions, Master Black belts,

Black Belts, Green Belts• Top-down driven (Champions from each business)• BBs and MBBs have responsibility (project definition,

leadership, training/mentoring, team facilitation)• Involves a five-step process (DMAIC) :

– Define – Measure– Analyze– Improve– Control

Chapter 1 49Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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What Makes it Work?What Makes it Work?

• Successful implementations characterized by:Successful implementations characterized by:– Committed leadership– Use of top talentUse of top talent– Supporting infrastructure

• Formal project selection process• Formal project review process• Dedicated resources• Financial system integration• Financial system integration

• Project-by-project improvement strategy (borrowed from Juran)

Chapter 1 50Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

(borrowed from Juran)

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Chapter 1 51Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Design for Six Sigma (DFSS)Taking variability reduction upstream from manufacturing (or operational six sigma) into product design and development

E d i d i i i b i d i iEvery design decision is a business decision

Chapter 1 52Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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DFSS Matches Customer Needswith Capability

• Mean and variability affects product performance and costy p p– Designers can predict costs and yields in the design phase

• Consider mean and variability in the design phase– Establish top level mean variability and failure rate targets forEstablish top level mean, variability and failure rate targets for

a design– Rationally allocate mean, variability, and failure rate targets to

subsystem and component levelsy p– Match requirements against process capability and identify gaps – Close gaps to optimize a producible design– Identify variability drivers and optimize designs or make designs robust y y p g g

to variability• Process capability impact design decisions

Chapter 1 53Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

DFSS enhances product design methods.

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Chapter 1 54Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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DMAIC Solves Problems by UsingSix Sigma Tools

• DMAIC is a problem solving methodologyDMAIC is a problem solving methodology• Closely related to the Shewhart Cycle• Use this method to solve problems:• Use this method to solve problems:

– Define problems in processesMeasure performance– Measure performance

– Analyze causes of problems– Improve processes remove variations and non-Improve processes remove variations and non

value-added activities– Control processes so problems do not recur

Chapter 1 55Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc. 11

p p

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Lean SystemsLean Systems

• Focuses on elimination of wasteFocuses on elimination of waste– Long cycle times

Long queues in process inventory– Long queues – in-process inventory– Inadequate throughput

R k– Rework– Non-value-added work activities

• Makes use of many of the tools of operations research and industrial engineering

Chapter 1 56Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 57Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Little’s LawLittle’s Law

Chapter 1 58Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Lean Focuses on Waste EliminationLean Focuses on Waste Elimination• Definition• A set of methods and tools used to eliminate waste in

a processLean helps identif an thing not absol tel req ired• Lean helps identify anything not absolutely required to deliver a quality product on time.

• Benefits of using Lean• Lean methods help reduce inventory, lead time, and

tcost• Lean methods increase productivity, quality, on time

delivery, capacity, and sales

Chapter 1 59Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

y, p y,

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Chapter 1 60Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Quality Costs

Chapter 1 61Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Legal Aspects of QualityLegal Aspects of Quality

• Product liability exposureProduct liability exposure

C f i i i i• Concept of strict liability1. Responsibility of both manufacturer and

ll /di ibseller/distributor2. Advertising must be supported by valid data

Chapter 1 62Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Implementing Quality Improvement

•A strategic management process focused along the

Implementing Quality Improvement

•A strategic management process, focused along the eight dimension of quality

•Suppliers and supply chain management must be involved

•Must focus on all three components: Quality Planning, Quality Assurance, and Quality Control and Improvement

Chapter 1 63Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Chapter 1 64Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.

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Learning ObjectivesLearning Objectives

Chapter 1 65Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009 John Wiley & Sons, Inc.