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DMAIC
A structured, five-step problem-solving procedure used to solve root causes of quality and process problems.
Goal of DMAIC
To solve root causes of quality and process problems and establish best practices for long-lasting and replicable solutions.
Symptoms
Visible outcomes of a problem that indicate an underlying issue.
The Problem
The gap between the current performance and the desired goal or standard.
Root Causes
Underlying issues that are not immediately obvious and contribute to the problem.
DMAIC
A methodology associated with Six Sigma, applicable in lean projects to identify opportunities, analyze data, develop solutions, and manage improvement.
Tollgates
Checkpoints for project teams to present findings to stakeholders during the DMAIC process.
Six Sigma Organizational Structure
Includes roles such as Leadership Team, Project Champion, Black Belts, Green Belts, and Master Black Belt.
Key Tools in DMAIC
Project charter, process maps, cause-and-effect analysis, hypothesis tests, and control plans.
Project Characteristics in Six Sigma
Must drive significant improvements and align with corporate goals, often targeting current problems.
Define
Identify valuable project opportunities and ensure alignment with customer needs, resulting in a project charter.
SIPOC Diagram
A visual mapping tool that outlines Suppliers, Inputs, Process, Outputs, and Customers.
Measure
Establish current baseline performance through data collection, focusing on KPIVs and KPOVs.
Data Collection Strategies
Utilize historical data and observational studies to gather relevant information.
Analyze
Determine cause-and-effect relationships and sources of variability, distinguishing between common and special causes.
Key Tools in Analyze Step
Control charts, statistical hypothesis testing, regression analysis, and FMEA (Failure Mode and Effects Analysis).
Improve
Develop and implement solutions to address identified root causes through process redesign and mistake-proofing.
Control
Ensure that improvements are sustained over time by developing a control plan and scheduling follow-up validations.
Key Process Input Variables
Critical inputs that directly impact the process’e performance and outcomes
Key Process Output Variables
Measurable results that reflect the process’s effectiveness
Common causes
Inherent variability within the process stemming from design or operation; these are systemic in nature and difficult to isolate
Specific Causes
Identifiable factors or events disrupting normal process flow; traceable to particular issues or external conditions
Poka-Yoke
The other term for mistake proofing in the improve step of the DMAIC process