{
  "id": "role:applied-scientist",
  "_kind": "Role",
  "_file": "role/roles/roles-expanded-2.yaml",
  "_cluster": "role",
  "attributes": {
    "displayName": "Applied Scientist",
    "isAgentic": false,
    "requiredCapabilities": [],
    "requiredDomains": [
      "domain:ml-ai"
    ],
    "description": "Bridges research and production — takes ML research findings and adapts\nthem into scalable, production-grade systems. Runs experiments, builds\nprototypes, and collaborates with engineering for deployment.\n"
  },
  "outgoingEdges": [
    {
      "from": "role:applied-scientist",
      "to": "responsibility:model-quality-assurance",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:applied-scientist",
      "to": "responsibility:research-design",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:applied-scientist",
      "to": "skill-area:machine-learning-frameworks",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:applied-scientist",
      "to": "skill-area:deep-learning-libraries",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:applied-scientist",
      "to": "skill-area:feature-engineering",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:applied-scientist",
      "to": "domain:ml-ai",
      "kind": "applies_to",
      "attributes": {}
    },
    {
      "from": "role:applied-scientist",
      "to": "domain:machine-learning",
      "kind": "applies_to",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "responsibility:model-training-quality",
      "to": "role:applied-scientist",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-pipeline",
      "to": "role:applied-scientist",
      "kind": "involves_role",
      "attributes": {}
    }
  ]
}