CRISP-DM phases, tasks, outputs
Figure 3: Generic tasks (bold) and outputs (italic) of the CRISP-DM reference model (CRISP-DM, p. 12)
| 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 |