{
  "id": "skill-area:data-collection",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-ecosystem-expansion.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Data Collection",
    "description": "Gathering and ingesting data from diverse sources — web scraping, API\nintegrations, event capture, form submissions, and batch ingestion pipelines\nfor analytics, ML training, and operational data stores.\n",
    "domains": [
      "domain:data-engineering"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:data-collection",
      "to": "domain:data-engineering",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:data-analysis",
      "to": "skill-area:data-collection",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "tool:segment",
      "to": "skill-area:data-collection",
      "kind": "used_for"
    },
    {
      "from": "tool:mixpanel",
      "to": "skill-area:data-collection",
      "kind": "used_for"
    },
    {
      "from": "tool:amplitude",
      "to": "skill-area:data-collection",
      "kind": "used_for"
    },
    {
      "from": "tool:posthog",
      "to": "skill-area:data-collection",
      "kind": "used_for"
    },
    {
      "from": "tool:heap",
      "to": "skill-area:data-collection",
      "kind": "used_for"
    },
    {
      "from": "tool:google-analytics",
      "to": "skill-area:data-collection",
      "kind": "used_for"
    },
    {
      "from": "tool:hotjar",
      "to": "skill-area:data-collection",
      "kind": "used_for"
    },
    {
      "from": "tool:fullstory",
      "to": "skill-area:data-collection",
      "kind": "used_for"
    },
    {
      "from": "tool:firecrawl",
      "to": "skill-area:data-collection",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:firecrawl",
      "to": "skill-area:data-collection",
      "kind": "used_for"
    },
    {
      "from": "responsibility:annotation-accuracy",
      "to": "skill-area:data-collection",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "responsibility:data-labeling-consistency",
      "to": "skill-area:data-collection",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ai-trainer",
      "to": "skill-area:data-collection",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:annotation-lead",
      "to": "skill-area:data-collection",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ]
}