Lean Six Sigma Master
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About this skill
Problem It Solves
Enterprise quality projects often get stuck when goals are vague, baseline data is weak, root causes scatter, and improvements fail to stick. Lean Six Sigma Master structures LSS work into executable stage tasks, helping teams close the loop from problem definition and measurement baseline to root cause analysis, improvement, and control without relying only on intuition.
How It Works
The skill centers on two methods:
- DMAIC: for optimizing existing processes, running Define, Measure, Analyze, Improve, and Control.
- DMADV: for new process or product design, focusing on design requirements, capability risk, design alternatives, and verification.
Each stage includes concrete actions: definition produces a problem statement, project charter, and SIPOC; measurement covers KPIs, MSA, and Cp/Cpk; analysis uses fishbone diagrams, 5 Why, hypothesis testing, and regression; improvement applies FMEA, cost-benefit review, and PDCA; control establishes SOPs, control charts, and alerting. It also indexes assets/templates/, references/, and scripts/generate_plan.py for standardized project planning.
Scope and Cautions
It fits engineering or operations projects with clear processes, metrics, or quality problems. Use DMAIC for improving existing processes and DMADV for new design. Tool choices and case references still need adaptation to the business context.
Use Cases
- When production defects rise, define scope, charter, and SIPOC with DMAIC.
- After data collection, use MSA and Cp/Cpk to set baseline and identify gaps.
- Use fishbone, 5 Why, and hypothesis tests to narrow key factors and output causes.
- For new process design, apply DMADV to clarify needs, design options, and verify.
Best For
- Quality engineers who need to turn high defect rates into actionable DMAIC projects.
- Operations or product leads who must plan new process or product design with risk control.
- Black Belts who need to coach teams using SIPOC, MSA, and FMEA in quality projects.
- Project leads who must capture improvements as templates, charters, and control plans.
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