{
  "id": "workflow:model-monitoring-drift-detection",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-ml-data.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Model Monitoring and Drift Detection",
    "workflowKind": "operational",
    "triggerType": "continuous",
    "typicalCadence": "continuous",
    "complexity": "single-team",
    "description": "Continuously monitors deployed model performance for data drift, concept\ndrift, and prediction quality degradation — alerting on threshold violations\nand triggering retraining workflows. Excludes initial model training.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "role:ml-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "role:data-scientist",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "skill-area:ml-fine-tuning",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "skill-area:observability-pipeline",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "skill-area:sli-slo-management",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "domain:ml-ops",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "domain:observability",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "responsibility:data-quality-monitoring",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "responsibility:respond-incidents",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "org-unit:ml-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:model-monitoring-drift-detection",
      "to": "org-unit:ml-platform-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": []
}