{
  "id": "responsibility:recommendation-quality",
  "_kind": "Responsibility",
  "_file": "role/responsibilities/responsibilities-expanded-2.yaml",
  "_cluster": "role",
  "attributes": {
    "displayName": "Recommendation quality",
    "cadence": "continuous",
    "description": "Ensure recommendation systems deliver relevant, diverse, and fair\nresults — monitor click-through and engagement metrics, evaluate\ncoverage and novelty, and prevent filter bubbles.\n"
  },
  "outgoingEdges": [
    {
      "from": "responsibility:recommendation-quality",
      "to": "role:recommendation-engineer",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:recommendation-quality",
      "to": "role:data-scientist",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:recommendation-quality",
      "to": "skill-area:machine-learning-frameworks",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "responsibility:recommendation-quality",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "role:recommendation-engineer",
      "to": "responsibility:recommendation-quality",
      "kind": "holds_responsibility"
    }
  ]
}