| 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 |