Predict Failure and Plan Intervention — Human-Accountable Lens

Maintenance Planner starts with Assess Prognostic Data Quality, then performs Predict Asset Failure Probability. The role reviews the resulting Asset Lifecycle Record context before Estimate Remaining Useful Life, continues with Generate Predictive Maintenance Recommendation, and completes the situation through Optimize Intervention Timing.