{
  "id": "skill-area:synthetic-data-generation",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-expanded.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Synthetic Data Generation",
    "description": "Creating synthetic training and evaluation datasets — LLM-based\ngeneration, augmentation pipelines, privacy-preserving synthesis,\nand quality validation against real-world distributions.\n",
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:synthetic-data-generation",
      "to": "domain:ml-ai",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:synthetic-data-generation",
      "to": "domain:data-science",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:synthetic-data-generation",
      "to": "skill-area:llm-evaluation",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "helpful"
      }
    },
    {
      "from": "skill-area:synthetic-data-generation",
      "to": "skill-area:ml-fine-tuning",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "helpful"
      }
    }
  ],
  "incomingEdges": []
}