COMPEL Glossary / dmaic
DMAIC
DMAIC (Define, Measure, Analyze, Improve, Control) is the five-phase improvement cycle from Lean Six Sigma methodology.
What this means in practice
DMAIC shares direct structural parallels with COMPEL: Define maps to Calibrate (understanding current state), Measure maps to Calibrate plus Evaluate (rigorous measurement), Analyze maps to Model (determining the best path forward), Improve maps to Produce (executing improvements), and Control maps to Learn plus Governance (sustaining improvements). Where DMAIC typically addresses specific process problems, COMPEL addresses organizational transformation at enterprise scale -- a broader scope that may encompass multiple DMAIC-style improvements within a single COMPEL cycle. Organizations with Lean Six Sigma expertise can deploy certified practitioners within COMPEL, particularly during the Evaluate stage where their measurement and analysis skills add significant value.
Why it matters
Organizations with existing Lean Six Sigma capabilities possess measurement and analysis skills directly transferable to AI transformation. DMAIC's structured approach to defining problems, measuring baselines, analyzing root causes, implementing improvements, and sustaining results aligns naturally with AI governance disciplines. Leveraging this existing expertise accelerates transformation by building on proven organizational capabilities rather than starting from scratch.
How COMPEL uses it
COMPEL shares direct structural parallels with DMAIC: Define maps to Calibrate, Measure to Calibrate plus Evaluate, Analyze to Model, Improve to Produce, and Control to Learn plus ongoing Governance. Organizations with certified Lean Six Sigma practitioners can deploy them within COMPEL, particularly during the Evaluate stage where their measurement skills add significant value. Module 4.2, Article 6 details formal integration patterns.
Related Terms
Other glossary terms mentioned in this entry's definition and context.