{
  "id": "role:recommendation-engineer",
  "_kind": "Role",
  "_file": "role/roles/roles-expanded-2.yaml",
  "_cluster": "role",
  "attributes": {
    "displayName": "Recommendation Engineer",
    "isAgentic": false,
    "requiredCapabilities": [],
    "requiredDomains": [],
    "description": "Builds recommendation and personalization systems — collaborative\nfiltering, content-based ranking, real-time feature serving, and\nonline learning for content, product, and media recommendations.\n"
  },
  "outgoingEdges": [
    {
      "from": "role:recommendation-engineer",
      "to": "responsibility:recommendation-quality",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:recommendation-engineer",
      "to": "responsibility:a-b-test-integrity",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:recommendation-engineer",
      "to": "skill-area:machine-learning-frameworks",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:recommendation-engineer",
      "to": "skill-area:feature-engineering-production",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:recommendation-engineer",
      "to": "domain:recommendation-systems",
      "kind": "applies_to",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "responsibility:recommendation-quality",
      "to": "role:recommendation-engineer",
      "kind": "held_by",
      "attributes": {}
    }
  ]
}