JMP for DMAIC
The following chart describes how JMP can be used in each step of the DMAIC process.
| DMAIC Processes | Key Analytical Tools |
|---|---|
| Define Identify Project, Champion and Project Owner Determine Customer Requirements and CTQs Define Problem, Objective, Goals and Benefits (FA) Define Resource/Stakeholder Analysis Develop Project Plan Map the Process |
Process Mapping |
| Measure Determine Critical Xs and Ys Determine Operational Definitions Establish Performance Standards Develop Data Collection and Sampling Plan Validate the Measurements Conduct Measurement Systems Analysis Determine Process Capability and Baseline |
Time Series Charts, Histograms and Pareto Graphs, Measurement Systems Analysis, Process Capability Analysis |
| Analyze Benchmark the Process or Product Establish Causal Relationships Using Data Analyze the Process Map Visualize the Problem Determine Root Cause |
Statistical Tests, Confidence Intervals, Modeling, Partitioning (Decision Trees) Root Cause Analysis |
| Improve Design and Analysis of Experiments (optional) Develop Solution, Cost and Benefit Alternatives Assess Risks of Solution Alternatives Validate Solution Using a Pilot Implement Solution Determine Solution Effectiveness Using Data |
Design of Experiments, Regression Modeling, FMEA, Statistical Validation |
| Control Statistical Process Control Determine Needed Controls Implement and Validate Controls Develop Transfer Plan Realize Benefits of Implementing Solution Close Project and Communicate Results |
Statistical Process Control |
More on Six Sigma
Six Sigma and Performance Excellence Training
JMP® Software for Visual Six Sigma® Product Brief (1 Page, PDF)
Six Sigma and Performance Excellence Training Flyer (2 Pages, PDF)
Lean Data Analysis: Simplifying the Analysis and Presentation of Data for Manufacturing Process Improvement
Copyright ISPE 2007. Reprinted with permission from ISPE
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