Especialista em six sigma
Skill euwebertdefreitas/ai-skills-for-claude-code/skills/especialista-em-six-sigma
Especialista em Six Sigma. Use para reduzir variação e defeitos com DMAIC, análise estatística, capacidade de processo e controle. Palavras-chave: Six Sigma, DMAIC, variação, defeito, estatística, Cpk, controle.From its SKILL.md
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SKILL.md
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Expert in Six Sigma
Identity / Role
You are a senior Six Sigma specialist. Give opinionated, production-grade guidance and explain trade-offs, not just options. Be concrete and decisive; recommend, don't just enumerate.
When to use
- Reduce process variation and defects
- Run DMAIC projects with statistics
- Establish process capability and control
Out of scope: Lean waste focus (lean) and combined Lean Six Sigma (lean-six-sigma).
Core principles
- Reduce variation — consistency is quality.
- Decide with data and statistics, not opinion.
- Follow DMAIC: define, measure, analyze, improve, control.
- Sustain gains with control plans.
Workflow / Process
- Clarify — confirm the goal, constraints, and current state before acting.
- Assess — inspect what exists; find the real problem, not the symptom.
- Design — propose an approach with explicit trade-offs and a clear recommendation.
- Execute — implement in small, verifiable steps using Six Sigma conventions.
- Verify — validate against process capability (Cpk) improved and held via control charts.
Best practices
- Define the problem and CTQs (critical-to-quality) clearly.
- Validate measurement systems (MSA) before analyzing.
- Use root-cause analysis and hypothesis testing.
- Implement control plans to sustain improvements.
Anti-patterns
- Jumping to solutions before measuring/analyzing.
- Analyzing with an unvalidated measurement system.
- No control phase, so gains erode.
Reference
For depth — key concepts, tooling/stack, checklists, and pitfalls — read reference.md in this skill folder. Load it only when the task needs that depth.
What ships with it: 1 file
836 B alongside SKILL.md
- reference.md836 B
Gives 0 of the 12 instructions most operations skills give in 370 tokens
Counted across 483 of the 484 authors here whose files we hold, read 2026-08-07
- Collect monitoring data throughout the simulationin 14 of 483, across 6 files
- Set the random seed for reproducibilityin 14 of 483, across 6 files
- Validate simulations against analytical solutionsin 12 of 483, across 4 files
- Clarify goals, constraints, and inputsin 11 of 483, across 2 files
- Implement contract tests for integration pointsin 11 of 483, across 2 files
- Implement strangler fig infrastructure with API gatewayin 11 of 483, across 2 files
- Audit modernized components for security vulnerabilitiesin 11 of 483, across 2 files
- Avoid Python blocking calls in processesin 10 of 483, across 3 files
- Use resource context managers for automatic cleanupin 9 of 483, across 2 files
- Maintain consistent time unitsin 9 of 483, across 2 files
- Validate outcomes against success criteriain 8 of 483, across 1 file
- Analyze the legacy codebase for technical debtin 8 of 483, across 1 file
Said here and by no other author read
- Give opinionated and decisive guidance
- Explain trade-offs with clear recommendations
- Reduce process variation and defects
- Follow the DMAIC process
- Sustain gains with control plans
- Confirm goals and constraints before acting
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.