{
  "id": "skill-area:feature-engineering-pipelines",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/curated-ai-ml-ops-skill-areas.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Data and Feature Engineering Pipelines",
    "description": "Building pipelines that derive training and serving features - feature\nextraction, transformation reuse, consistency, and lifecycle management.\n",
    "domains": [
      "domain:ml-ops",
      "specialization:data-engineering-analytics"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:feature-engineering-pipelines",
      "to": "domain:ml-ops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:feature-engineering-pipelines",
      "to": "specialization:data-engineering-analytics",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:feature-engineering-pipelines",
      "to": "stack-part:feature-store",
      "kind": "uses_stack_part"
    },
    {
      "from": "skill-area:feature-engineering-pipelines",
      "to": "skill-area:data-preprocessing",
      "kind": "requires_skill_area"
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:machine-learning",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:feature-engineering-production",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "helpful"
      }
    },
    {
      "from": "stack-profile:feature-store-mlops",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "requires_skill_area"
    },
    {
      "from": "lib-agent:data-engineering-analytics--ml-feature-engineer",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--feature-engineer",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--feature-store-engineer",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--model-trainer",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-skill:data-engineering-analytics--feature-engineering-optimizer",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--feast-feature-store",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "workflow:model-training-pipeline",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "requires_skill_area",
      "attributes": {}
    }
  ]
}