{
  "id": "role:machine-learning-ops-engineer",
  "_kind": "Role",
  "_file": "role/roles/roles-expanded-2.yaml",
  "_cluster": "role",
  "attributes": {
    "displayName": "Machine Learning Ops Engineer",
    "isAgentic": false,
    "requiredCapabilities": [],
    "requiredDomains": [],
    "description": "Operates ML infrastructure at scale — model registries, training\npipelines, serving infrastructure, A/B testing for models, and\ndrift detection. Distinct from ml-ops-engineer in focusing on\noperational excellence.\n"
  },
  "outgoingEdges": [
    {
      "from": "role:machine-learning-ops-engineer",
      "to": "responsibility:model-drift-monitoring",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:machine-learning-ops-engineer",
      "to": "responsibility:inference-latency-sla",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:machine-learning-ops-engineer",
      "to": "skill-area:model-serving",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:machine-learning-ops-engineer",
      "to": "skill-area:model-monitoring-drift-detection",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:machine-learning-ops-engineer",
      "to": "skill-area:ci-cd-ml-pipelines",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:machine-learning-ops-engineer",
      "to": "domain:ml-ops",
      "kind": "applies_to",
      "attributes": {}
    },
    {
      "from": "role:machine-learning-ops-engineer",
      "to": "domain:ml-ai",
      "kind": "applies_to",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "responsibility:inference-latency-sla",
      "to": "role:machine-learning-ops-engineer",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:model-drift-monitoring",
      "to": "role:machine-learning-ops-engineer",
      "kind": "held_by",
      "attributes": {}
    }
  ]
}