No | Label | Action | Includes |
1 | Business Understanding | Business Objectives | Background Business objectives Business Success Criteria |
Assess Situation | List of requirements Assumption and constraints Risks and contingencies Terminology Cost and benefit | ||
Data Mining Outcomes | Data mining goals Data mining success criteria | ||
Project Plan | A project plan Assessment of likely tools and techniques | ||
2 | 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 | ||
3 | Data Preparation | Select Data | Rational for inclusion/ exclusion |
Clean Data | Data cleaning report | ||
Construct Data | Derived attributes Generates report | ||
Integrate Data | Merge Data | ||
Format Data | Reformat data Revised parameter settings | ||
4 | Modeling | Select Modeling Techniques | Modeling technique Modeling assumptions |
Generate Test Design | Test Design | ||
Build Model | Parameter Settings Models Model Description | ||
Assess Model | Model assessment Revised parameter settings | ||
5 | Evaluation | Evaluate Results | Assessment of data Approve model |
Review Process | Review process | ||
Determine Next Step | List of future actions decisions | ||
6 | Deployment | Plan Deployment | Deployment plan |
Plan Monitoring & Maintenance | Monitoring and maintenance plan | ||
Produce Final Report | Final reportFinal presentation | ||
Review Project | Document experience |