{
  "id": "skill-area:data-quality-testing",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/curated-skill-areas.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Data Quality Testing",
    "description": "Checking data assets and pipelines for completeness, validity, drift, and\ncontract conformance before downstream consumers rely on them.\n",
    "domains": [
      "domain:data-science",
      "domain:ml-ops"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:data-quality-testing",
      "to": "domain:data-science",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:data-quality-testing",
      "to": "domain:ml-ops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:model-validation-testing",
      "to": "skill-area:data-quality-testing",
      "kind": "requires_skill_area"
    },
    {
      "from": "skill-area:training-data-testing",
      "to": "skill-area:data-quality-testing",
      "kind": "requires_skill_area"
    },
    {
      "from": "skill-area:data-analysis",
      "to": "skill-area:data-quality-testing",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "lib-agent:data-engineering-analytics--data-quality-engineer",
      "to": "skill-area:data-quality-testing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:qa-testing-automation--quality-metrics-analyst",
      "to": "skill-area:data-quality-testing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:qa-testing-automation--test-data-expert",
      "to": "skill-area:data-quality-testing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:qa-testing-automation--metrics-dashboard",
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      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:qa-testing-automation--test-data-management",
      "to": "skill-area:data-quality-testing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-engineering-analytics--data-quality-profiler",
      "to": "skill-area:data-quality-testing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-engineering-analytics--dimensional-model-validator",
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      "kind": "lib_requires_skill_area",
      "attributes": {
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    },
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    },
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      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    }
  ]
}