Business Understanding |
Determine Business Objectives |
Background |
Business Objectives |
Business Success Criteria |
Assess Situation |
Inventory of Resources |
Requirements, Assumptions, and Constraints |
Risks and Contingencies |
Terminology |
Costs and Benefits |
Determine Data Mining Goals |
Data Mining Goals |
Data Mining Success Criteria |
Data Understanding |
Collect Initial Data |
Initial Data Collection Report |
Describe Data |
Data Description Report |
Explore Data |
Data Exploration Report |
Verify Data Quality |
Data Quality Report |
Data Preparation |
Select Data |
Rationale for Inclusion/ Exclusion |
Clean Data |
Data Cleaning Report |
Construct Data |
Derived Attributes |
Generated Records |
Integrate Data |
Merged Data |
Format Data |
Reformatted Data |
Dataset |
Dataset Description |
Modeling |
Select Modeling Techniques |
Modeling Technique |
Modeling Assumptions |
Generate Test Design |
Test Design |
Build Model |
Parameter Settings |
Models |
Model Descriptions |
Assess Model |
Model Assessment |
Revised Parameter Settings |
Evaluation |
Evaluate Results |
Assessment of Data Mining Results w.r.t. Business Success Criteria |
Approved Models |
Review Process |
Review of Process |
Determine Next Steps |
List of Possible Actions |
Decision |
Deployment |
Plan Deployment |
Deployment Plan |
Plan Monitoring and Maintenance |
Monitoring and Maintenance Plan |
Produce Final Report |
Final Report |
Final Presentation |
Review Project |
Experience Documentation |