{
  "id": "skill-area:ab-testing-experimentation",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/curated-testing-data-ml-skill-areas.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "A/B Testing and Experimentation",
    "description": "Designing controlled experiments in product surfaces - variant delivery,\nexposure tracking, statistical interpretation, and rollout decisions.\n",
    "domains": [
      "specialization:web-development",
      "domain:data-science"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:ab-testing-experimentation",
      "to": "specialization:web-development",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:ab-testing-experimentation",
      "to": "domain:data-science",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:ab-testing-experimentation",
      "to": "stack-part:experiment-platform",
      "kind": "uses_stack_part"
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:component-testing",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "specialization:recommendation-infrastructure",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "contains"
    },
    {
      "from": "stack-profile:feature-flag-service",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:ab-testing-platform",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "requires_skill_area"
    },
    {
      "from": "lib-agent:data-science-ml--ab-test-analyst",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:decision-intelligence--experimentation-manager",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-agent:ux-ui-design--ab-testing",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:project-management--agile-metrics-calculator",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-skill:game-development--ab-testing",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:product-management--feature-flags",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "responsibility:recommendation-quality",
      "to": "skill-area:ab-testing-experimentation",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ]
}