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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Introduction to ABIand
Statgraphics Centurion
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Statg
raphi
cs
Centu
rion
Enabled Teams
$
Statgraphics Centurion includes theframework for Accelerated Six Sigma
Statgraphics Centurion /ABI the perfectlink for Six Sigma Training & Application
ABI applies Statgraphics Centurion withproven methods for your business
ABI applies Over 50 years of combined
Engineering / Management Expertise
Nobody gives a hoot about profits. DemingSuccessful Businesses Disagree..
Statgraphics CenturionTM and ABI can HELP your business
INCREASE PROFIT
Six
Sigma
Accelerated
ActiveLeadership
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
What is Six Sigma?
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
What is Six Sigma?
Sigma represents a unit of measurement that
designates the distribution or spread about theaverage of a process to represent how well aprocess is performing.
The higher the sigma value, the less variation andfewer defects will reach the customer
When a company has achieved a six sigma rate ofimprovement, it has limited defects to 3.4 per million
opportunities virtual defect-free performance. The DMAIC Six Sigma Process of Problem Solution
is a natural fit for Statgraphics Centurion
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Six Sigma is .
.an Improvement System Focusedon Driving Business Success
Customer focused business strategy
A disciplined data-driven approach for eliminating defects
A statistical measurement - 3.4 DPMO
A dedication to meeting customer requirements
A philosophy, culture change for greater customer
satisfaction
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
How does Six Sigma work?
An approach and set oftools for the Teamto follow when improving/designing a processor product based on Statistical Data from the
Voice of the Customer
Key to successful Implementation:Statgraphics Centurion
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
The Customer
What bothers your
customer? Will this take time
away from mycustomer?
Who really is the
customer?
The Team
Time
Resources Expertise
Motivation
Management
Buy in
Genuine buy in
Payback / Benefit
To Customer
To
management To my Team
Self actualization
Culture
Savings
Student Growth
Program designed to reduce
training doubts & fears Resistance
Nurturing
Driving out statistical horror
Making problem solving fun
J ob enrichment / advancement
Savings Calculate following
Control Phase
Indirect , Direct
Productivity
Opportunity
Profit
Applied Learning
You learn by doing the thingSophocles
The importance ofThe Project DMAIC: Scientific method 101
Process Understanding
Statgraphics Centurion
Profit = Customer + Process + Employee
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
The Process for Six Sigma Projects (DMAIC)Define -Listening to the Voice of the
Customer
Prerequisites
(Philosophy, Mgmt buy-in)Y=f(X) Concept & Strategy
ID Team / Key Constituents
Project Statement (4 Boxer.ppt)
Process Mapping/ Risk AssessmentQuality Function Deployment (QFD)
Financial Analysis
MeasureMeasuring Current Process
Health
Define Performance Standards
The Ys (CTQs) & the Zs7 Basic Tools (Pareto Analysis, Run
Chart, Scatter Diagrams etc.)Fishbone DiagramsValidate the Measurement SystemEstablish SPC and Process Capability
Establish Tolerance Limits
AnalyzeIdentifying important causes of
the defects
Multiple Box-Whisker
Regression Analysis (y vs x)ANOVA / Components of Variance
Hypothesis (Ho/Ha) Testing
Chi Square TestingScreening Designs
ImproveRemoving the causes of the
defects
Fishbone Revisited
Sequential Design of Experiments(DoE)
Error ProofingRevisit Tolerance Limits
ControlMaintaining the improvements
Statistical Process Control(reduced inspection)Capability Monitoring Failure Mode Effects
Analysis Action Plans
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Lets look at a sampling of Six Sigma toolsfound in Statgraphics Centurion
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Cost of Quality for a Six Sigma Project
Cost of Quality History
COQ
Prevention
Appraisal
Int. Failure
Total COQ
Total Failure
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
0
20
40
60
80
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Quality Function Deployment - The House of QualityListening to the Voice of the Customer
LowCost
Reproducible
FactoryImplementation/Demo.
Process Verification (Proof)
High Reliability(>85,000) hrs.
Small Size - Light Weight
Performance ExpandableMeets Module Elect. Performance
SystemMaintainability
Yield
49.0
438.0
Proc
ess
Cap
ability
60.0
504.0
Rate
56.0
500.0
Mod
uleCost
48.0
428.0
MTB
F
22.0
123.0
Fail
Free
Op.
Period
22.0
123.0
Size
15.0
113.0
Weight
11.0
88.0
Proc
ess
Flex
ibility
16.0
122.0
Costto
Main
tain
21.0
113.0
Availability
ofA
rray
19.0
95.0
Priority
10.0
10.0
10.0
10.0
9.0
8.0
6.05.0
1.0
69.0
345.0
Ours
2.7
2.9
2.1
3.1
2.6
2.4
3.53.6
3.5
26.4
193.1
Theirs
4.0
5.0
3.2
3.0
3.3
2.8
1.82.1
3.5
28.7
228.9
80%
1.3
3
1000/day
$200
85,00
0hrs.
10,00
0hrs.
4"x.4
6"x0.2
"
1OZ.
TBD
TBD
TBD
Absolute weight
Relative weight
InteractionsStrong PositivePositive
NegativeStrong Negative
CustomerDemands
Design Requirements
RelationshipStrong =9.0Medium =3.0Weak =1.0
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
The Process Map to Understand your ProcessEarly in Six Sigma
FlowChartProcess
1
AuditProcess
2
Problems?3Correct
Problems
4
Collect Data5
Analyze Data6
In Control?7
Plot
Histogram
8
Estimate ProcessCapability
9
Capable?10
Sort Product11
Improve
Capability
12
Meeting13
No
Yes
Yes
Yes
No
No
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Brainstorming over a Fishbone Diagram
Defects
Raw card
Short circuit
Shroud
Moisture contentTime
Temperature
Solder process
SplatterChain speed
Wave pumpHeight
FlowFlux
TemperatureSetup
Control
Inspection
Measurement
Test coverage
Inspector
Components
Wrong part
Functional failure
Missing from reelVendor
Setup
Component insertion
Wrong component
Missing component
AlignmentAutoposition
Operator
Crimp
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Statgraphics & Six Sigma can take failure to meetminimum to a 6 sigma process
Bad Process Good Process
LSL Nominal
0 10 20 30 40 50
0
2
6
8
4
10
0 10 20 30 40 50
0
2
6
8
4
10
LSL Nominal
frequency
Response Variable
6 sigma process-3s
100%Defective(failure to meetminimum)
-3s
Response Variable
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Plot of Fitted Model
Diastolic80
Systolic1
40
Systolic140 = 3.97694 + 1.57601*Diastolic80
R^2 = 66% fair-good correlation
Systolic140 = -0.663584 + 1.6165*Diastolic80 Outlier removed
82 86 90 94 98 102 106
120
130
140
150
160
170
Control Ellipse
Diastolic80
Systolic140
72 82 92 102 112
100
120
140
160
180
200Alpha = 0.1 %
Statgraphics & Six Sigma enable understanding
Cause & Effect Relationships Y=f(x)
1 2 3 4 5 6
Box-and-Whisker Plot
17
18
19
20
21
22
MPG_
20_
1
Driver
Plot of Fitted Model
weeks
chlorine
0 10 20 30 40 50
0.38
0.4
0.42
0.44
0.46
0.48
0.5
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
SnapStat: Capability Assessment (Individuals)
Data variable: strengthSample size =100 Mean =254.64
Specifications Beyond Spec. Z-ScoreUSL =300 0.000000% 4.25Nom =250LSL =200 0.000000% -5.12
Long-Term Capability Short-Term CapabilitySigma =10.6823 Sigma =10.1637Pp =1.56 Cp =1.64
Ppk =1.42 Cpk =1.49DPM =11.03 DPM =4.08
X Chart
Observation
strength
0 20 40 60 80 100220
240
260
280
300
254.64
285.13
224.15
Capability Histogram
strength
frequency
200.00 250.00 300.00
200 220 240 260 280 3000
5
10
15
20
25
Range Chart
Observation
MR(2)
0 20 40 60 80 1000
10
20
30
40
50
11.46
37.46
0.00
Probability Plot
strength
Norma
lDistribution
200 220 240 260 280 300200
220
240
260
280
300
Tolerance Chart
Observation
strength
0 20 40 60 80 100200
220
240
260
280
300
250.00
300.00
200.00
Snapstats:A Special Feature in
Statgraphics Centurion forQuick Process Capability
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Process Development Using
Sequential Experimentation
0
10
20
30
1 2 3 4 5 6 7
Experiment No.
Response
Variable
ResponseSurface
Factorials
Screening Designs
Climbing to the peak of themountain in the fewest
number of trials
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
0 5 10 15 20 25 30 35 40 45
1
2
3
4
Fat (gms) UGH!
Cost/Volu
me(cents)
Orville
Pillsbury
Betty Crocker
Kohls
Regular (plain)
Reg+1 tbspReg+2 tbsp
Reg+3 tbsp
Reg+4 tbsp
Regular =Non-Microwave Old Capitol Popcorn
Six Sigma Enters the World of a Science Project Maybe Microwave Popcorn aint so Hot !
X2-
X1X3
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Class Exercise
To Demo DoE
Class Exercise
To Demo DoE
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
You are put in Charge ofthis Six Sigma Project
Customers of OTI (Optimum Travel, Inc.) have beencomplaining about the limited Travel Distance of itsmain Product, the 6 Sigma Golf Ball.
Management wants to increase the travel distance to
improve customer satisfaction and beat the competition.
How Would Your Team Begin ?
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Course Offerings
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
ABI Six Sigma Company Offeringsusing Statgraphics CenturionTM
Executive Overview (1/2 Day)Six Sigma Overview (1 Day or 2 Day)Six Sigma Accelerated (6 Day)
(2 Day and 3 Day Sessions with Project/ Mentoring)Six Sigma Green Belt (10 Day)(Four 2 Day Sessions with Project/ Mentoring)
Six Sigma Black Belt (14 Day)
(Five 2-3 Day Sessions with Project/ Mentoring)
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ABI Six Sigma Overview.ppt
_________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2003
Six Sigma Executive Overview
Outline
What is Six Sigma?
- Definition and Organization Infrastructure
How Does Six Sigma Improve Business Performance?
Who is Using Six Sigma? What have been the Benefits?
Where can Six Sigma be Used? (In My Business?)
Six Sigma Methods and Tools using Statgraphics
How do I Implement Six Sigma?
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Six Sigma Overview
Define / Measure / Analyze (Day 1)
What is Six Sigma?DMAIC Model
Project SelectionProject CharterTeam Roles and ResponsibilitiesVoice of the Customer
Concept EngineeringQuality Function DeploymentUsing SIPOC for Process Identif icationProcess MappingMeasurement System Analysis
Data Collection MethodsUnderstanding VariationFundamentals of Statistical Process Control (SPC)Defining Process Capability
Calculating Sigma Levels /DPMO
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Six Sigma Overview
Analyze / Improve / Control (Day 2)
Seven Basic Quality Tools for Analyzing Data
Basic Regression
Design of Experiments (DoE)
Analysis of Variance (ANOVA)
Failure Mode & Effects Analysis (FMEA) Error Proofing
SPC for Process Control
Piloting and Implementing a Solution Process Control Plan
Reporting Project Benefits / Financial Impact
Leveraging Best Practices
Summary and Lessons Learned
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A li d B i I t
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Session 1 Define (1 Day)1.1 Six Sigma Overview
1.2 DMAIC Model
1.3 Project Selection / Charter
1.4 Team Roles and Responsibilities
1.5 Voice of the Customer / Concept Engineering
1.6 Quality Function Deployment (QFD) STATGRAPHICS Centurion TM
1.7 Process Map STATGRAPHICS Centurion TM
1.8 Cause & Effect STATGRAPHICS Centurion TM
1.9 Cost of Quality Trend Analysis STATGRAPHICS Centurion TM
1.10 StatReporter STATGRAPHICS Centurion TM
Session 2 - Measure (1 Day)
2.1 Data Collection Methods2.2 Understanding Variation
2.3 Calculating Sigma Levels/ dpu/ DPMO STATGRAPHICS Centurion TM (Tools)
2.4 Sample Size Determination STATGRAPHICS Centurion TM
2.5 Scatter plots/ Exploritory Plots /Time Sequence Plots STATGRAPHICS Centurion TM
2.6 Gage Studies STATGRAPHICS Centurion TM
2.7 Basic Statistical Process Control (SPC) STATGRAPHICS Centurion TM
2.8 Process Capability STATGRAPHICS Centurion TM
2.9 SnapStats/ StatAdvisorSTATGRAPHICS Centurion TM
Session 3 - Analyze (1 Day)
3.1 Variable Data STATGRAPHICS Centurion TM
3.2 Att ribute Data STATGRAPHICS Centurion TM
3.3 Hypothesis Tests STATGRAPHICS Centurion TM
3.4 Reliability Analysis STATGRAPHICS Centurion TM
3.5 SnapStats STATGRAPHICS Centurion TM
Six Sigma Accelerated (SSA) Course Outline
A li d B i I t
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Session 4 - Improve (1 Day)
4.1 Analys is of Variance (ANOVA) STATGRAPHICS Centurion TM
4.2 Curve Fitt ing Made Easy STATGRAPHICS Centurion TM
4.3 Regression STATGRAPHICS CenturionTM
4.4 Experimental Design Creation / Analysis STATGRAPHICS Centurion TM
4.5 ix Sigma Golf Exercise
Session 5 - Control (1 Day)
5.1 Variable / Att ribute Control Charts STATGRAPHICS Centurion TM
5.2 Acceptance Sampling STATGRAPHICS Centurion TM
5.3 Classification Methods (optional) STATGRAPHICS CenturionTM
5.4 Pilot ing / Implementing Process Improvement / Assessment
5.5 Process Control Plan / Documentation
5.6 Report ing Project Benefits / Financial Impact
Session 6 Project Presentations (1 Day)
6.1 Team Project Presentations
6.2 Leveraging Best Practices / Lessons Learned6.3 Celebration
SSA Outline
Statgraph
icsCe
nturio
nPe
rmits
Learning
Six
Sig
main5
Day
s
Applied Business Improvement
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Six Sigma Green Belt Training
Session 1Define/Measure
2 Days
Six Sigma Overview
Whats In It for Me?
DMAIC Model
Project Selection
Project Charter
Team Roles and Responsibili ties
Voice of the Customer
Quality Function Deployment (QFD)
Cost Benefit Analysis
SIPOC for Process Identification
Process Mapping
Basic Statist ics Summary
Statgraphics Tutorial
Applied Business Improvement
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Six Sigma Green Belt TrainingSession 2
Measure/Analyze
2 Days
Project Presentation - Define/Measure
Measurement System Analysis
Data Collection Methods
Understanding Variation
Using Statistical Process Control (SPC)
Defining Process Capability
Calculating Sigma Levels/DPMO
Seven Basic Quality Tools for Analyzing Data
Regression Made Easy
Applied Business Improvement
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Six Sigma Green Belt Training
Session 3Analyze/Improve
2 DaysProject Presentation - Measure/Analyze
Hypothesis Testing
Design of Experiments (DoE)
Six Sigma Golf Exercise
Analysis of Variance (ANOVA)
Failure Modes and Effects Analysis FMEA)
Error ProofingSPC for Process Control
Applied Business Improvement
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Six Sigma Green Belt Training
Session 4Improve/Control
2 DaysProject Presentation - Analyze/Improve
Piloting Process Improvement
Process Improvement Assessment
Implementing a Process Improvement
Process Control Plan
Process Documentation
Reporting Project Benefits/Financial Impact
Leveraging Best Practices
Summary and Lessons Learned
Green Belt Knowledge Assessment (Optional)
Applied Business Improvement
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_________________________________________________Applied Business Improvement
All Rights Reserved , ABI Associates, 2005
Six Sigma Black Belt Training
Session 1Define
2 Days
Six Sigma Overview
Whats In It for Me?
DMAIC ModelProject Selection
Project Charter
Team Roles and ResponsibilitiesSIPOC for Process Identi fication
Voice of the Customer
Quality Function Deployment (QFD)
Cost Benefit Analysis
Basic Statistics Summary
Statgraphics Training
Appl ied Business Improvement
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_________________________________________________ pp p
All Rights Reserved , ABI Associates, 2005
Six Sigma Black Belt Training
Session 2Measure
2 Days
Project Reviews
Process Mapping
Measurement System Analysis
Data Collection Methods
Understanding Variation
Statistical Process Control (SPC)
Process Capability
Calculating Sigma Levels / DPMO
Measure Statistics
Statgraphics Training
Appl ied Business Improvement
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_________________________________________________ pp p
All Rights Reserved , ABI Associates, 2005
Six Sigma Black Belt TrainingSession 3
Analyze
3 Days
Project Reviews
Seven Basic Quality Tools for Analyzing DataLinear and Multiple Regression
Hypothesis Testing
Design of Experiments (DoE)Six Sigma Golf Exercise
Analysis of Variance (ANOVA)
Analyze Statistics
Statgraphics Training
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36All Rights Reserved , ABI Associates, 2005
Six Sigma Black Belt Training
Session 4
Improve3 Days
Project Reviews
Failure Modes and Effects Analysis (FMEA)
Error Proofing
Design for Six Sigma (DFSS)
Piloting Process Improvement
Process Improvement Assessment
Implementing Process Improvement
Improve Statistics
Statgraphics Training
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37All Rights Reserved , ABI Associates, 2005
Six Sigma Black Belt Training
Session 5Control
2 Days
Project Reviews
Lean Enterprise
SPC for Process Control
Process Control Plan
Process Documentation
Reporting Project Benefits/Financial Impact
Leveraging Best Practices
Summary and Lessons Learned
Black Belt Knowledge Assessment (Optional)
Statgraphics Training
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38All Rights Reserved , ABI Associates, 2005
ABI Six Sigma Company Offerings using
Statgraphics CenturionTM
Six Sigma Executive Overview (1/2 Day) $ 2,500Six Sigma Overview (2 Day) (1 Day also available) $ 5,000Six Sigma Accelerated (6 Day) (Under Development) $ 15,000
(2 Day and 3 Day sessions with Project/Mentoring)Six Sigma Green Belt (10 Day) $ 25,000
(Four 2 Day sessions with Project/Mentoring)Six Sigma Black Belt (14 Day) $ 35,000
(Five 2-3 Day sessions with Project/Mentoring)
Design for Six Sigma (DFSS) (Under Development)(3 Days following Six Sigma Training)
Add T&L plus course material / books to each course cost(assuming meeting room / meals/ refreshments provided)
Maximum Class size 25Additional Consulting Available
Public and Private Courses available. ABI willing to customize training to specificcustomer needs based on Needs Assessment with sponsoring management.
_________________________________________________Applied Business Improvement
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39All Rights Reserved , ABI Associates, 2005
Process Understanding and Improvement
Course Objective: Provide a working knowledge of Statistical
Process Control (SPC) and Process Capabili ty and introduce
the Basic Quality Tools for Process Improvement
PAGES DELIVERABLES
3-8 Working with Data
9-14 Understanding Variation
15-35 Principles of SPC 36-42 Introduction to Control Charts
43-72 Variables Control Charts (X-MR ; Xbar-R)
73-98 Attributes Control Charts (c ; u ; np ; p)
99-110 Process Capability - Variables 111-115 Process Capability Discrete
116-122 Tolerance Intervals (optional)
123-137 Tools to Understand and Improve the Process
_________________________________________________Applied Business Improvement
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40All Rights Reserved , ABI Associates, 2005
Introduction to Design of Experiments
Session Topics
Common Approaches to ExperimentationWhat is Design of Experiments (DoE)?Factorial DesignsThe Process of ExperimentationDemo: Catapult Experiment Using Statgraphics
- Analysis of Variance (ANOVA)Detectable EffectsFractional Factorial DesignsConfounding
Screening DesignsResponse Surface OptimizationTaguchi Methods
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Introduction to Design of Experiments
Process of Experimentation
Define Project- Identify Response Variables
Understand Current SituationPerform Designed Experiment
- Identify Factors
- Choose Factor Levels
- Select Design (Replication)- Randomize Experiment Runs
- Collect Data
- Analyze Data
- Form Conclusions
- Verify ResultsDefine and Implement SolutionsRecord ResultsStandardize ResultsDetermine Future Plans
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ABI Introductory Company Offerings usingStatgraphics CenturionTM
Process Understanding and Improvement (1/2 Day) $ 2,500(1 Day also available)
Design of Experiment Executive Overview (1/2 Day) $ 2,500(1 Day also available)
Design of Experiments Introduction (1 Day) $ 2,500
Add Travel & Living Expense plus course material / books to each course cost(assuming meeting room / meals/ refreshments provided)
Maximum Class size 25Additional Consulting Available
Public and Private Courses available. ABI willing to customize training to specificcustomer needs based on Needs Assessment with sponsoring management.
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