evaluate-results

To evaluate model results against business objectives, you align technical performance metrics with strategic goals, map outcomes to success criteria, and document residual risks. This validates whether the deployed model delivers actual business value.

CRISP-DM Phase 5 evaluation is the process of assessing whether a model meets business objectives before deployment. It involves objective alignment, risk assessment, stakeholder readiness checks, and generating formal pass or fail criteria.

You assess deployment readiness and stakeholder risk by capturing residual risks, limitations, and deployment constraints. This evaluation ensures stakeholders are ready and formal pass or fail criteria are met before moving to production.

You can generate a formal evaluation report for stakeholders by loading model results and business objectives into the workflow. It produces notebooks and a formal CRISP-DM evaluation summary for stakeholder review.

The best way to document residual risks and model limitations is to systematically capture deployment constraints during the evaluation phase. This ensures traceability and aligns outcomes with formal success criteria and governance requirements.