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DMAIC Components Six Sigma Improvement Focus Anand Subramaniam
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Highlights ,[object Object],[object Object],[object Object]
DMAIC Components
Requirements for Six Sigma.. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Strategic Goal Alignment  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Six Sigma – Improvement Focus  Define Focus What is the problem? Measure Focus What are we doing, and how well are we doing it? Analyse Focus What is the root cause? Improve Focus Get from the problem statement to the goal statement Control Focus Sustain the gain
Define Opportunities Measure Performance Define Opportunities Analyse Opportunity Improve Performance Control Performance Objective Main Activities Potential Tools and Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Output
Measure Performance ,[object Object],Objective Main Activities Potential Tools and Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Output Define Opportunities Measure Performance Analyse Opportunity Improve Performance Control Performance
Analyse Opportunity Objective Main Activities Potential Tools and Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Output Hypothesis Testing Regression Modelling ANOVA Define Opportunities Analyse Opportunity Measure Performance Improve Performance Control Performance
Improve Performance Objective Main Activities Potential Tools and Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Output Design of Experiment Analysis / Screening Response Surface Define Opportunities Improve Performance Measure Performance Analyse Opportunity Control Performance
Control Performance Objective Main Activities Potential Tools and Techniques To understand the importance of planning and executing against the plan and determine the approach to be taken to assure achievement of the targeted results. To understand how to disseminate lessons learned, identify replication and standardisation opportunities/ processes, and develop related plans. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Output Define Opportunities Control Performance Measure Performance Improve Performance Analyse Opportunity
DMAIC Roadmap
Define Project Charter Problem Statement: Goal: Business Case: Scope: Cost Benefit Projection: Milestones: VOC Key Issue CTQ Delighters More Is Better Must Be Voice of the Customer Business Case Initial Process Mapping Outputs Process Inputs Yield: 60% Yield: 90% Yield: 45% Yield: 98% CUSTOMERS SUPPLIERS
Measure Col # 1 2 3 4 5 6 Inspector A B Sample # 1st Trial 2nd Trial Diff 1st Trial 2nd Trial Diff 1 2.0 1.0 1.0 1.5 1.5 0.0 2 2.0 3.0 1.0 2.5 2.5 0.0 3 1.5 1.0 0.5 2.0 1.5 0.5 4 3.0 3.0 0.0 2.0 2.5 0.5 5 2.0 1.5 0.5 1.5 0.5 1.0 Totals 10.5 9.5 3.0 9.5 8.5 2.0 Averages 2.1 1.9 0.6 1.9 1.7 0.4 Sum 4.0 Sum 3.6 X A 2.0 X B 1.8 R A R B Validate Measurement Systems Display Data 0 1000 -1000 10 20 30 UCL X LCL D B F A C E Other Identify the Metrics Data Collection Plan Operational Definition and Procedures Data Collection Plan What questions do you want to answer? Data What Measure type/  Data type How  measured Related  conditions  Sampling  notes How/ where  How will you ensure  consistency and stability? What is your plan for  starting data collection? How will the data be displayed?  Prioritise the Metrics I1 I2 I3 I4 O1 O2 O3 O4 FMEA Identify Process Capability LSL USL Cp = 0.4 s =  2.7 Measure the process I P O Input Measures Process Measures Output Measures
Analyse VA NVA Process Door Regression Analysis Chi-Square c ² Regression t-test ANOVA X 1 Y Hypothesis-Testing Design of Experiments Cause & Effect Data Door 22 21 20 19 18 17 16 15 14 13 12 1 2 3 4 5 6 7 8 9 10 X O n X O n X O n X O n X O n X O n X O n X O n O n X O n .
Improve Perform Cost-Benefit Analysis Generate  Solutions A B C D 4 1 3 2 Assess Risks Run Pilot  Test  Full scale  Original 2 4 8 6 10 G 1 3 5 7 9 A B C D F E J I H G Plan  Implementation  Select  the Solution FMEA
Control Evaluate Project Results . Ownership & Monitoring Process Change Management Key Learnings QC Process Chart Document & Standardise . Closure Process Owner UCL LCL Before After Step 4 changes  implemented } Improvement Target } Remaining Gap Good } Improvement Before After A1 A2 A3 A4 A2 A1 A3 A4 Learnings Recommendations Results • • • next Work  Instructions Control/Check Points Response to Abnormality Notes Code # Charac- teristics Control Limits Method Who Immediate Fix  Permanent  Fix Who Flowchart 2 12 Product Name Process Name Process Code # Date of Issue: Issued by: Approved by: Revision Date Reason Signature 1 Operating  Procedures  Training Curriculum Training Manual Manual Fill to here LSL USL s =  3.7 Cp = 1.4 s = 2.7 Cp = 0.4
Management & Statistical Tools
Management Tools ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Analyse Measure Define Improve Control
Statistical Tools  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Analyse Measure Define Improve Control
Statistical Tools (Contd) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Analyse Measure Define Improve Control
Statistical Tools (Contd) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Analyse Measure Define Improve Control
[object Object],[object Object]
[object Object],[object Object]

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DMAIC Components

  • 1. DMAIC Components Six Sigma Improvement Focus Anand Subramaniam
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  • 7. Six Sigma – Improvement Focus Define Focus What is the problem? Measure Focus What are we doing, and how well are we doing it? Analyse Focus What is the root cause? Improve Focus Get from the problem statement to the goal statement Control Focus Sustain the gain
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  • 14. Define Project Charter Problem Statement: Goal: Business Case: Scope: Cost Benefit Projection: Milestones: VOC Key Issue CTQ Delighters More Is Better Must Be Voice of the Customer Business Case Initial Process Mapping Outputs Process Inputs Yield: 60% Yield: 90% Yield: 45% Yield: 98% CUSTOMERS SUPPLIERS
  • 15. Measure Col # 1 2 3 4 5 6 Inspector A B Sample # 1st Trial 2nd Trial Diff 1st Trial 2nd Trial Diff 1 2.0 1.0 1.0 1.5 1.5 0.0 2 2.0 3.0 1.0 2.5 2.5 0.0 3 1.5 1.0 0.5 2.0 1.5 0.5 4 3.0 3.0 0.0 2.0 2.5 0.5 5 2.0 1.5 0.5 1.5 0.5 1.0 Totals 10.5 9.5 3.0 9.5 8.5 2.0 Averages 2.1 1.9 0.6 1.9 1.7 0.4 Sum 4.0 Sum 3.6 X A 2.0 X B 1.8 R A R B Validate Measurement Systems Display Data 0 1000 -1000 10 20 30 UCL X LCL D B F A C E Other Identify the Metrics Data Collection Plan Operational Definition and Procedures Data Collection Plan What questions do you want to answer? Data What Measure type/ Data type How measured Related conditions Sampling notes How/ where How will you ensure consistency and stability? What is your plan for starting data collection? How will the data be displayed? Prioritise the Metrics I1 I2 I3 I4 O1 O2 O3 O4 FMEA Identify Process Capability LSL USL Cp = 0.4 s = 2.7 Measure the process I P O Input Measures Process Measures Output Measures
  • 16. Analyse VA NVA Process Door Regression Analysis Chi-Square c ² Regression t-test ANOVA X 1 Y Hypothesis-Testing Design of Experiments Cause & Effect Data Door 22 21 20 19 18 17 16 15 14 13 12 1 2 3 4 5 6 7 8 9 10 X O n X O n X O n X O n X O n X O n X O n X O n O n X O n .
  • 17. Improve Perform Cost-Benefit Analysis Generate Solutions A B C D 4 1 3 2 Assess Risks Run Pilot Test Full scale Original 2 4 8 6 10 G 1 3 5 7 9 A B C D F E J I H G Plan Implementation Select the Solution FMEA
  • 18. Control Evaluate Project Results . Ownership & Monitoring Process Change Management Key Learnings QC Process Chart Document & Standardise . Closure Process Owner UCL LCL Before After Step 4 changes implemented } Improvement Target } Remaining Gap Good } Improvement Before After A1 A2 A3 A4 A2 A1 A3 A4 Learnings Recommendations Results • • • next Work Instructions Control/Check Points Response to Abnormality Notes Code # Charac- teristics Control Limits Method Who Immediate Fix Permanent Fix Who Flowchart 2 12 Product Name Process Name Process Code # Date of Issue: Issued by: Approved by: Revision Date Reason Signature 1 Operating Procedures Training Curriculum Training Manual Manual Fill to here LSL USL s = 3.7 Cp = 1.4 s = 2.7 Cp = 0.4
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