# DMAIC Framework
DMAIC is a data-drive [[quality]] strategy used to drive improvement in
processes.
```mermaid
flowchart LR
Define --> Measure --> Analyze --> Improve --> Control --> Define
```
- **Define:** Define and quantify customers' needs and improvement objectives.
- **Measure:** Measure the process and determine its performance and capability
against the customer needs.
- **Analyze:** Analyze the data to identify key process performance drivers.
- **Improve:** Identify and statistically validate improvement opportunities.
- **Control:** Set the appropriate controls to ensure improvements'
sustainability.
## Define Toolkit
- [[project-charter|Project Charter]]
- [[stakeholder|Stakeholder Analysis]]
- SIPOC
- Rolled Throughput Yield = product of the yields of each step in a process
- Voice of Customer
- Affinity Diagram
- [[kano|Kano Model]]
- [[ctq|Critical to Quality (CTQ) Tree]]
- [[benchmark|Benchmarking]]
## Measure Toolkit
- [[fmea|FMEA]]
- Control Charts
- Process Capability
- [[process-sigma|Process Sigma]]
- Frequency plots - Stratification
- Gage R&R
- [[pareto|Pareto charts]]
- Sampling
- Time Series Plots (Run Charts)
## Analyze Toolkit
- Affinity Diagrams
- [[brainstorm|Brainstorming]]
- [[fishbone|Cause & Effect diagrams]]
- Control Charts
- Data Collection Forms
- Design of Experiments
- Flow Diagrams
- Frequency Plots
- Hypothesis Tests
- [[pareto|Pareto Charts]]
- Regression Analysis
- Response Surface Methodology
- Sampling
- Scatter Plots
- Stratified Frequency Plots
## Improve Toolkit
- [[brainstorm|Brainstorming]]
- Consensus
- Creativity techniques
- [[poka-yoke|Poka-Yoke]]
- Data collection
- Design of Experiments
- Flow diagrams
- [[fmea|FMEA]]
- Hypothesis tests
- Planning tools ([[project-management|Project Management]])
- [[stakeholder|Stakeholder Analysis]]
## Control Toolkit
- [[control-chart|Control Charts]]
- Data Collection
- Flow Diagrams
- Standardization