DMAIC is a data-driven improvement cycle used for improving, optimizing, and stabilizing business processes. The acronyme stands for Define, Measure, Analyze, Improve, and Control. It is the core tool used to drive Six Sigma projects. Each phase has specific tasks and utilizes various statistical tools to identify root causes of problems and implement sustainable solutions.
DMAIC Problem-Solving
The DMAIC methodology provides a structured, five-phase cadre for process improvement. The ‘Define’ phase involves clearly articulating the business problem, goals, scope, and identifying the customer and their requirements. The ‘Measure’ phase focuses on collecting data to establish a baseline for performance des processus and quantify the problem. Key metrics are identified and a data collection plan is executed. In the ‘Analyze’ phase, the collected data is analyzed to identify and verify the root cause(s) of the problem. This often involves statistical analysis, hypothesis testing, and process mapping. The ‘Improve’ phase is where potential solutions are developed, tested, and implemented to address the identified root causes. Techniques like Design of Experiments (DOE) are often used here. Finally, the ‘Control’ phase aims to sustain the gains achieved. This involves implementing monitoring systems, updating standard operating procedures, and creating response plans to ensure the process remains at its improved performance level. This cyclical approach is a refinement of earlier quality improvement cycles like the Plan-Do-Check-Act (PDCA) cycle.
Taper
Perturbation
Usage
Précurseurs
- plan-do-check-act (PDCA) cycle by W. Edwards Deming
- scientific method
- contrôle statistique des processus (SPC)
- total quality management (TQM)
Applications
- reducing fabrication defects
- improving customer service call resolution times
- streamlining hospital patient admission processes
- optimizing supply chain logistics
- reducing errors in financial transaction processing
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