{
  "id": "skill-area:model-monitoring-drift-detection",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-ai-ml.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Model Monitoring and Drift Detection",
    "description": "Monitoring deployed models for data drift, concept drift, output quality\nregressions, alert thresholds, and retraining triggers.\n",
    "domains": [
      "specialization:ml-inference-serving",
      "domain:observability"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:model-monitoring-drift-detection",
      "to": "specialization:ml-inference-serving",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:model-monitoring-drift-detection",
      "to": "domain:observability",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:model-monitoring-drift-detection",
      "to": "skill-area:observability-pipeline",
      "kind": "requires_skill_area"
    },
    {
      "from": "skill-area:model-monitoring-drift-detection",
      "to": "skill-area:sli-slo-management",
      "kind": "requires_skill_area"
    },
    {
      "from": "skill-area:model-monitoring-drift-detection",
      "to": "tool:prometheus",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:model-monitoring-drift-detection",
      "to": "tool:grafana",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:model-monitoring-drift-detection",
      "to": "tool:mlflow",
      "kind": "uses_tool"
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:automated-retraining",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "requires_skill_area"
    },
    {
      "from": "skill-area:machine-learning",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "stack-profile:feature-store-mlops",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:ml-pipeline-stack",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "requires_skill_area"
    },
    {
      "from": "lib-agent:ai-agents-conversational--cost-optimizer",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--drift-detective",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:data-science-ml--incident-responder",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--retraining-orchestrator",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langfuse-integration",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--arize-observability",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--evidently-drift-detector",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--whylabs-monitor",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "responsibility:model-drift-monitoring",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:machine-learning-ops-engineer",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ]
}