CMMI Technology Conference and User Group 17-20 November 2003 Experiences with Leveraging Six Sigma to Implement CMMI Levels 4 and 5 Jeff Facemire & Hortensia.

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Presentation transcript:

CMMI Technology Conference and User Group November 2003 Experiences with Leveraging Six Sigma to Implement CMMI Levels 4 and 5 Jeff Facemire & Hortensia Silva Northrop Grumman

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 2 What is the Essence of Level 4?  In our last Peer Review, we: –Reviewed 40 SLOC / Review Hour  Others have been able to review >100 SLOC/hour –Found 15 defects with 1½ hours of prep time and 4 reviewers –Reviewed 75 SLOC As a manager, do I make any changes???

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved SLOC/Prep. Hour (current review) (previous review) What is the Essence of Level 4?  71% reduction in # of SLOC reviewed per prep hour 0 CL =  Average # of SLOC reviewed / hour is about  Run of data from previous 15 reviews LCL = 0 UCL =  Control chart with control limits  This is Level 4 knowledge! As a manager, do I make any changes yet???

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 4 What Kind of Skills are Needed?  To accomplish Levels 4 and 5, you must be capable of: –Statistical thinking –Analyzing causes –Process thinking –Focusing on what is important to the customer –Understanding “capability” –Affecting improvement These skills are essential for successfully implementing Levels 4 and 5 Six Sigma provides the foundation for how to solve relevant problems!!

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 5 CMMI Levels 4 and 5 (Required Skills) Level 4 1) Project’s process capabilities based on process performance baselines 2) Control process variation (removing “assignable causes”) 3) Predict results using process performance models 4) Manage to achieve goals Level 5 1) Improvement goals based on future business needs 2) Eliminate problem and defect causes (“common causes”) 3) Select, predict, and measure improvements to change the process performance baselines - Shift the mean; tighten the variance 4) Manage change C8B 8C8D8F Actual Expected 95% limits UCL _X_X Process variation Process performance Side effects of register usage Can’t keep track Poor documentation Register allocation defect Incorrect processor register usage Lack of processor knowledge Can’t isolate Pass 1 architecture Process knowledge UCL 1 LCL 1 UCL 2 LCL 2 Control Predict Improve ESSENCE OF LEVELS 4 AND 5:

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 6 What is Six Sigma?? Six Sigma: A best-in-class change strategy for accelerating improvements in processes, products, and services What Six Sigma is:  Method/tools  Mindset/way of thinking  A way of doing business

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 7 6  DMAIC Process Develop Charter and Business Case Map Existing Process Collect Voice of the Customer Specify CTQs / Requirements Measure CTQs / Requirements Determine Process Stability Determine Process Capability Calculate Baseline Sigma Refine Problem Statement Identify Root Causes Quantify Root Causes Verify Root Causes Institutionalize Improvement Control Deployment Quantify Financial Results Present Final Project Results and Lessons Learned Close Project Select Solution (Including Trade Studies, Cost/Benefit Analysis) Design Solution Pilot Solution Implement Solution Define Measure Analyze Improve Control DMAIC = Define, Measure, Analyze, Improve and Control

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 8 Aligning the 6  DMAIC Process with the CMMI Define Measure Analyze Improve Control Level 4 Establishing Capability Objectives Data Baselines Models Level 5 Improving Capability Problems Root Causes Improved Processes Improved Capability

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 9 Aligning the 6  DMAIC Process with CMMI Practices for the Project Define Measure Analyze Improve Control QPM SP 1.1 Establish the Project’s Objectives QPM SP 1.3 Select the Subprocesses that Will Be Statistically Managed QPM SP 1.2 Compose the Defined Process QPM SP 1.4 Manage Project Performance QPM SP 2.1 Select Measures and Analytic Techniques QPM CAR QPM SP 2.2 Apply Statistical Methods to Understand Variation QPM SP 2.4 Record Statistical Management Data QPM SP 2.3 Monitor Performance of the Selected Subprocesses CAR SP 1.1 Select Defect Data for Analyses CAR SP 2.1 Implement the Action Proposals CAR SP 1.2 Analyze Causes CAR SP 2.2 Evaluate the Effect of Changes CAR SP 2.3 Record Data 6  technologies (noted in Red) assist with these activities Illustrated examples

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 10 Special Cause Analysis (QPM SP 2.2 ) Example Data

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 11 Control Charts (QPM SP 2.3) Tool: Minitab used across 6  and CMMI projects Example Data

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 12 CAR Watchlist (CAR SP 1.1) Example Data

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 13 CAR Worksheet (CAR SP 2.3) CAR briefing template accompanies this CAR worksheet Can be used in lieu of a Six Sigma tollgate briefing for CAR status Organized by CAR specific practices Example Data

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 14 Six Sigma Training  Excerpts from standard Green Belt Six Sigma training: –Business Case development –Voice of the Customer (Critical to Quality items) –Basic Statistics and Sampling  Data distributions  Representative samples –Patterns in Data – Variation  Special vs common causes  Stratification of data  Run charts, control charts –Organizing Causes –Hypothesis Testing / Regression Analysis Use of statistical analysis tools are included throughout this training!

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 15 Using the Six Sigma Fundamentals  The fundamentals of Six Sigma can be used without running a “formal” Six Sigma project –Statistical analysis and control of Level 3 data  Capability  Statistical control  Regression –Improvement in “capability” can be identified –Root cause analysis techniques can be applied  Regression  Fishbone diagrams  Pareto analysis  Affinity diagrams

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 16 The Bottom Line  Northrop Grumman was able to accelerate achievement of Levels 4 and 5 using Six Sigma  Six Sigma training was essential to changing the culture of process improvement –Six Sigma methodology was institutionalized  5 months after achieving their Level 3 rating, Northrop Grumman achieved their Level 4 rating  4 months after achieving their Level 4 rating, Northrop Grumman achieved their Level 5 rating

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 17 Six Sigma for the Organizational Process Areas  Organizational Process Areas –Level 4: Organizational Process Performance (OPP) –Level 5: Organizational Innovation and Deployment (OID)  The same Six Sigma methodology was used by Northrop Grumman for the OPP and OID process areas

Copyright 2003 Northrop Grumman Space and Mission Systems Corp. All Rights Reserved. 18 Questions?