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Six Sigma
Some definitions of Six Sigma

                                                                                Process        Critical
                        SIX SIGMA                                                Focus        Variables
    Six Sigma is a methodology that adds value
     by improving process efficiency through use                    Variation                              SPC
     of specific Tools                                                                                    Software
                                                                                     6 Sigma
    Allows to take the current process
                                                                                     Tools &
     performance to its true potential level                                         Methods
    “…Six Sigma consists of developing a                            Facts                              Statistical
     culture that demands perfection and provides                   and Data                              Tools
     executives with the tools to measure
     performance and implement
                                                                                              Quality
     improvements…” Jack Welch 1995                                             DMAIC
                                                                                               Tools



      Define                      Measure                         Analyze               Improve      Control

        Define
                     Determine     Identify      Obtain      Validate                                 Control
       Problem,                                                           Identify     Implement
                      Current      Possible       Root        Cause                                 & Continue
     team, scope,                                                       Opportunities Improvement
                    Performance   Root Cause   Causes Data   & Effect                                Improving
       process




                                                                                                                  3
Continuous Improvement and Six Sigma go hand in hand




  Six Sigma seeks for      Six Sigma ties the results    Six Sigma enables
   excellence based on       of improvement effort to
                             the bottom line                –Capabilities
   measures and
                                                             Development
   structured approach       –Solves issues related
   –Brings wide range of      Customers and Business        –Professional growth
    powerful tools            Strategy

   –Mechanism to manage      –Improves rational fact
    initiatives &             base decision making
    collaboration            –Improves focus &
   –Integrates company        prioritization

   –Solves complex           –Builds on the success of
    problems                  existing initiatives


                                                                 Page 5
                                                                                   5
Six Sigma Basic Concept
 It’s all about Variability                               Statistical Meaning

  Measure the same process many times
   and you will find differences…we call
   that variation

  There is variation between every
   product, every service…everything

  If you don’t believe me, try this
   experiments:

       - Put 6 bottles of beer right next to each
         other and see if they all have exactly
         the same level

       - Close the doors of your car one after
         another and see if they require the
         same effort



       Six Sigma is a measure of performance

       It means 3.4 defects per million products or services delivered


                                                                                7
Some Examples



                        Specification Limits




                  Defects                     Defects




        -6   -5   -4   -3   -2   -1   0   1   2   3   4   5     6

                      US Mail: 1 letter lost per hour
             Water: 3 minutes of non drinkable water per year
                                                                    9
Agenda

   What is Six Sigma
   A closer look at the Methodology
   A few words about control charts
   The Six Sigma Green Belt Training
   How to get certified




                                        11
The DEFINE phase focuses on finding a refined description of the main
problems
                     The DEFINE phase involves the following steps:
                        Identify Team Members
                        Define Project Objective
                        Define Project Scope
                        Obtain an accurate description of the problems
                        Identify ―Customer‖ y its needs
                        Launch project
                        Planning


                     Tools & Techniques used in this phase:
                        Project Charter
                        Project Plan
                        SIPOC Diagram
                        Process Map




                                                                          13
The ANALYZE phase focuses on validating the hypotheses and
suggesting a plan to mitigate the root causes
                                                                                                                               The ANALYZE phase involves the following steps:
                                                                                                                                  Analyze Interaction between potential causes and CTQ
                                                                                                                                   variables based on data collected on previous phase
                                                                                                                                   (Analysis of Variance, Test of Hypothesis, Regression,
                                                                                                                                   etc)
                                                                                                                                  Brainstorming session to identify potential interim and
                                                                                                                                   long term corrective and preventive actions


                                                                                                                               Tools & Techniques used in this phase:
                                                                                                                                  Cause-Effect Statistical Analysis (CTQ vs. Potential
           People/Organization                             Process                     Metrics
                                                                                                                                   Causes)
                                                                                                  Metrics do not allow to




                                                                                                                                   Recommended ―IMPROVE‖ action plan
                                                                                                 predict SLA performance



                                                                                                                               
                                                                 Amount of Data sent
                                                                                                  Frequency of SLA metric
                                                                  is not measured                 monitoring is low (Every 3
                                                                                                           hours)


                                  A significant amount
                                  of additional orders                                                 Percentage of 03-
                                  are sent in the 4th                                                     06 outbound
                                                                          Budget not updated
                                  quarter of the year                                                    transmissions
                                                                          when scope changed



                                                                                                                                   Failure Mode and Effects Analysis (FMEA)
                                                                                                        within SLA has
                                                                                                        decreased from
                                                                                                      92% to 66% and the
                                                                                                      trend shows that is
                                                                                                       keeps decreasing
                                                                                                                               
                                GXS data transmission
                                capacity doesn’t seem to
                                be aligned with the 4th
                                quarter volume




                   Technology                                            Environment
                                                                                                                                  Regression Analysis

                   60
                                Scatterplot of Average Time Y vs Segments (MM)
                                                                                                                                  Multi-Variate Analysis
                   50


                   40
  Average Time Y




                   30


                   20


                   10


                     0

                         0.0             0.5               1.0         1.5                2.0      2.5             3.0
                                                                 Segments (MM)




                                                                                                                                                                                             15
The CONTROL phase focuses on verifying that the improvements were
effective
                                                                                                                                                                     The CONTROL phase involves the following steps:
                                                                                                                                                                        Control process to verify that improvement is sustainable
                                                                                                                                                                        Determine if improvement actions can be replicated in other
                                                                                                                                                                         areas
                                                                                                                                                                        Identify lessons learned


                                                                                                                                                                     Tools & Techniques used in this phase:
                                                                                                                                                                        Project Scorecard
                                                                                                                                                                        Process books
                                              Process Capability Sixpack of On Time Ship
                                                I Chart                                                               Capability Histogram
                                                                                                                                                                        Project Management charts
                                                                                             UCL=112.48
Individual Value




                       100                                                         6
                                                                                             _
                                                                                             X=87.65
                       80


                       60
                                                               5                             LCL=62.82
                             2   4   6    8    10   12    14   16   18        20   22                            70         80        90         100     110

                                         Moving Range Chart                                                             Normal Prob Plot
                                                                                             UCL=30.50                 AD: 1.135, P: < 0.005
                       30
        Moving Range




                       15
                                                                                             __
                                                                                             MR=9.34

                        0                                                                    LCL=0
                             2   4   6    8    10   12    14   16   18        20   22                     50                75             100                 125

                                         Last 23 Observations                                                               Capability Plot
                                                                                                                                 Within
                       95                                                                                     Within                              Overall
                                                                                                          StDev 8.27692                       StDev 11.06137
        Values




                       85                                                                                 Cp            *        Overall
                                                                                                                                              Pp              *
                                                                                                          Cpk       -0.30                     Ppk         -0.22
                       75
                                                                                                          CCpk      -0.30                     Cpm             *
                                                                                                                                 Specs
                             0       5         10         15             20             25
                                               Observation




                                                                                                                                                                                                                                       17
Control charts are line charts that plot a key variable (like EDI
transmission time) over time on a continuous basis
 Control Charts use Control Limits to monitor the process

 Control Limits are Pre-Calculated values that indicate when you need to take actions to
  correct the process

 They help detect when a process is going out of control, before it goes out of spec

 Control Limits are not Specifications
                    2.40
                    2.30
                    2.20
Measured Variable




                    2.10
                                                                                          Process
                    2.00
                                                                                          Average
                    1.90
                    1.80
                    1.70
                    1.60
                    1.50
                           1   6   11   16   21   26   31   36   41   46   51   56   61

                                                   Time
                                                                                                19
The variation within control limits can only be reduced by changing the
fundamentals of the process
Normal Process Variation

      The plots move within the control limits and there are no signs of instability

 The plots vary due to “common” causes; the level of variation is a result of process design

 A process could vary a lot and still be under control


2.40
2.30
2.20                                                                                    Examples to attack
                                                                                        common causes:
2.10
2.00                                                                                      Change process

1.90                                                                                      Improve
                                                                                           infrastructure
1.80
1.70
1.60
1.50
       1     6    11    16    21    26    31     36    41    46    51    56    61

                                                                                                             21
Agenda

   What is Six Sigma
   A closer look at the Methodology
   A few words about control charts
   The Six Sigma Green Belt Training
   How to get certified




                                        23
The consulting approach accelerates results delivery and ensures
sustainable knowledge transfer

                                 Provides organizational and cultural knowledge
                                 Provides reality checks for implementation
                                 Provides access to & mobilization of the organization
                                 Reinforces message for change



Opportunity leadership &                                                                 Project management support
 coordination
                                                                                          Provide leading practices
Drive change management                                  Process                          from relevant industries and
 and overcome obstacles                                    Owner                           integrate into results delivery
Technical and content                                                                    Analytic support
 knowledge
                                                                                          Change management and
6 Sigma method &                                                                          value chain expertise
 experience                                6 Sigma
                                                                         Consult-         3rd party objectivity and
                                            Black
Rigor in results tracking                                                 ing             tenacity…consulting firms
                                             Belt
                                                                                           typically do more than bring
Leverage into business units’
                                                                                           six sigma critical success
 performance
                                                  PROJECT TRIADS MODEL                     factors to clients – we help
                                                                                           you bring them together




The Triad provides an integrated approach to design and implementation, linkage of strategic, tactical and operational
               issues, and overall program management as the umbrella for driving individual projects.


                                                                                                                          25
Flevy.com - Six Sigma Basics
Flevy.com - Six Sigma Basics
Flevy.com - Six Sigma Basics

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Flevy.com - Six Sigma Basics

  • 2. Some definitions of Six Sigma Process Critical SIX SIGMA Focus Variables  Six Sigma is a methodology that adds value by improving process efficiency through use Variation SPC of specific Tools Software 6 Sigma  Allows to take the current process Tools & performance to its true potential level Methods  “…Six Sigma consists of developing a Facts Statistical culture that demands perfection and provides and Data Tools executives with the tools to measure performance and implement Quality improvements…” Jack Welch 1995 DMAIC Tools Define Measure Analyze Improve Control Define Determine Identify Obtain Validate Control Problem, Identify Implement Current Possible Root Cause & Continue team, scope, Opportunities Improvement Performance Root Cause Causes Data & Effect Improving process 3
  • 3. Continuous Improvement and Six Sigma go hand in hand  Six Sigma seeks for  Six Sigma ties the results  Six Sigma enables excellence based on of improvement effort to the bottom line –Capabilities measures and Development structured approach –Solves issues related –Brings wide range of Customers and Business –Professional growth powerful tools Strategy –Mechanism to manage –Improves rational fact initiatives & base decision making collaboration –Improves focus & –Integrates company prioritization –Solves complex –Builds on the success of problems existing initiatives Page 5 5
  • 4. Six Sigma Basic Concept It’s all about Variability Statistical Meaning  Measure the same process many times and you will find differences…we call that variation  There is variation between every product, every service…everything  If you don’t believe me, try this experiments: - Put 6 bottles of beer right next to each other and see if they all have exactly the same level - Close the doors of your car one after another and see if they require the same effort  Six Sigma is a measure of performance  It means 3.4 defects per million products or services delivered 7
  • 5. Some Examples Specification Limits Defects Defects -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 US Mail: 1 letter lost per hour Water: 3 minutes of non drinkable water per year 9
  • 6. Agenda  What is Six Sigma  A closer look at the Methodology  A few words about control charts  The Six Sigma Green Belt Training  How to get certified 11
  • 7. The DEFINE phase focuses on finding a refined description of the main problems The DEFINE phase involves the following steps:  Identify Team Members  Define Project Objective  Define Project Scope  Obtain an accurate description of the problems  Identify ―Customer‖ y its needs  Launch project  Planning Tools & Techniques used in this phase:  Project Charter  Project Plan  SIPOC Diagram  Process Map 13
  • 8. The ANALYZE phase focuses on validating the hypotheses and suggesting a plan to mitigate the root causes The ANALYZE phase involves the following steps:  Analyze Interaction between potential causes and CTQ variables based on data collected on previous phase (Analysis of Variance, Test of Hypothesis, Regression, etc)  Brainstorming session to identify potential interim and long term corrective and preventive actions Tools & Techniques used in this phase:  Cause-Effect Statistical Analysis (CTQ vs. Potential People/Organization Process Metrics Causes) Metrics do not allow to Recommended ―IMPROVE‖ action plan predict SLA performance  Amount of Data sent Frequency of SLA metric is not measured monitoring is low (Every 3 hours) A significant amount of additional orders Percentage of 03- are sent in the 4th 06 outbound Budget not updated quarter of the year transmissions when scope changed Failure Mode and Effects Analysis (FMEA) within SLA has decreased from 92% to 66% and the trend shows that is keeps decreasing  GXS data transmission capacity doesn’t seem to be aligned with the 4th quarter volume Technology Environment  Regression Analysis 60 Scatterplot of Average Time Y vs Segments (MM)  Multi-Variate Analysis 50 40 Average Time Y 30 20 10 0 0.0 0.5 1.0 1.5 2.0 2.5 3.0 Segments (MM) 15
  • 9. The CONTROL phase focuses on verifying that the improvements were effective The CONTROL phase involves the following steps:  Control process to verify that improvement is sustainable  Determine if improvement actions can be replicated in other areas  Identify lessons learned Tools & Techniques used in this phase:  Project Scorecard  Process books Process Capability Sixpack of On Time Ship I Chart Capability Histogram  Project Management charts UCL=112.48 Individual Value 100 6 _ X=87.65 80 60 5 LCL=62.82 2 4 6 8 10 12 14 16 18 20 22 70 80 90 100 110 Moving Range Chart Normal Prob Plot UCL=30.50 AD: 1.135, P: < 0.005 30 Moving Range 15 __ MR=9.34 0 LCL=0 2 4 6 8 10 12 14 16 18 20 22 50 75 100 125 Last 23 Observations Capability Plot Within 95 Within Overall StDev 8.27692 StDev 11.06137 Values 85 Cp * Overall Pp * Cpk -0.30 Ppk -0.22 75 CCpk -0.30 Cpm * Specs 0 5 10 15 20 25 Observation 17
  • 10. Control charts are line charts that plot a key variable (like EDI transmission time) over time on a continuous basis  Control Charts use Control Limits to monitor the process  Control Limits are Pre-Calculated values that indicate when you need to take actions to correct the process  They help detect when a process is going out of control, before it goes out of spec  Control Limits are not Specifications 2.40 2.30 2.20 Measured Variable 2.10 Process 2.00 Average 1.90 1.80 1.70 1.60 1.50 1 6 11 16 21 26 31 36 41 46 51 56 61 Time 19
  • 11. The variation within control limits can only be reduced by changing the fundamentals of the process Normal Process Variation  The plots move within the control limits and there are no signs of instability  The plots vary due to “common” causes; the level of variation is a result of process design  A process could vary a lot and still be under control 2.40 2.30 2.20 Examples to attack common causes: 2.10 2.00  Change process 1.90  Improve infrastructure 1.80 1.70 1.60 1.50 1 6 11 16 21 26 31 36 41 46 51 56 61 21
  • 12. Agenda  What is Six Sigma  A closer look at the Methodology  A few words about control charts  The Six Sigma Green Belt Training  How to get certified 23
  • 13. The consulting approach accelerates results delivery and ensures sustainable knowledge transfer Provides organizational and cultural knowledge Provides reality checks for implementation Provides access to & mobilization of the organization Reinforces message for change Opportunity leadership & Project management support coordination Provide leading practices Drive change management Process from relevant industries and and overcome obstacles Owner integrate into results delivery Technical and content Analytic support knowledge Change management and 6 Sigma method & value chain expertise experience 6 Sigma Consult- 3rd party objectivity and Black Rigor in results tracking ing tenacity…consulting firms Belt typically do more than bring Leverage into business units’ six sigma critical success performance PROJECT TRIADS MODEL factors to clients – we help you bring them together The Triad provides an integrated approach to design and implementation, linkage of strategic, tactical and operational issues, and overall program management as the umbrella for driving individual projects. 25