{
  "name": "telephone-switchboard-operator",
  "title": "telephone switchboard operator",
  "version": "0.1.0",
  "layer": "core",
  "language": "en",
  "generated": "2026-07-07",
  "ids": {
    "esco_uri": "http://data.europa.eu/esco/occupation/0bf68df5-e808-4c27-abf2-6f85440f2d7f",
    "esco_code": "4223.1",
    "isco_group": "4223",
    "onet_soc": "43-2011.00",
    "crosswalk_match": "exactMatch"
  },
  "sources": [
    {
      "name": "ESCO",
      "version": "1.2.1",
      "url": "https://esco.ec.europa.eu/"
    },
    {
      "name": "O*NET",
      "version": "30.3",
      "url": "https://www.onetcenter.org/",
      "license": "CC BY 4.0"
    }
  ],
  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
  "counts": {
    "tasks": 19,
    "dwas": 20,
    "skills_essential": 7,
    "skills_optional": 8,
    "software": 10
  },
  "enrichment_ai_skills": {
    "generated": "2026-07-14",
    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
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        "repo": "https://github.com/anthropics/skills",
        "commit": "f6656c1",
        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
        "skills": 2
      },
      "wshobson/agents": {
        "repo": "https://github.com/wshobson/agents",
        "commit": "6fd3247",
        "license": "MIT (c) Seth Hobson",
        "skills": 1
      },
      "mukul975/Anthropic-Cybersecurity-Skills": {
        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
        "commit": "673da1f",
        "license": "Apache-2.0",
        "skills": 12
      },
      "affaan-m/everything-claude-code": {
        "repo": "https://github.com/affaan-m/everything-claude-code",
        "commit": "ed38744",
        "license": "MIT",
        "skills": 3
      },
      "mohitagw15856/pm-claude-skills": {
        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
        "commit": "876fa30",
        "license": "MIT",
        "skills": 4
      },
      "davila7/claude-code-templates": {
        "repo": "https://github.com/davila7/claude-code-templates",
        "commit": "fa79251",
        "license": "MIT",
        "skills": 5
      },
      "ruvnet/claude-code-flow": {
        "repo": "https://github.com/ruvnet/claude-code-flow",
        "commit": "73914bd",
        "license": "MIT",
        "skills": 4
      },
      "ruvnet/ruflo": {
        "repo": "https://github.com/ruvnet/ruflo",
        "commit": "73914bd",
        "license": "MIT",
        "skills": 4
      },
      "basicmachines-co/basic-memory": {
        "repo": "https://github.com/basicmachines-co/basic-memory",
        "commit": "53da71c",
        "license": "custom (see upstream LICENSE)",
        "skills": 2
      },
      "jeremylongshore/claude-code-plugins-plus-skills": {
        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
        "commit": "e112938a",
        "license": "MIT",
        "skills": 6
      },
      "a5c-ai/babysitter": {
        "repo": "https://github.com/a5c-ai/babysitter",
        "commit": "44a5d58b",
        "license": "MIT",
        "skills": 5
      },
      "nexscope-ai/eCommerce-Skills": {
        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
        "commit": "56f3288",
        "license": "MIT",
        "skills": 2
      },
      "ahacker-1/cre-agent-skills": {
        "repo": "https://github.com/ahacker-1/cre-agent-skills",
        "commit": "618734e",
        "license": "Apache-2.0",
        "skills": 1
      },
      "rockscy/solo-skills": {
        "repo": "https://github.com/rockscy/solo-skills",
        "commit": "80ec4cf",
        "license": "MIT",
        "skills": 1
      },
      "raintree-technology/apple-hig-skills": {
        "repo": "https://github.com/raintree-technology/apple-hig-skills",
        "commit": "431fd30",
        "license": "MIT",
        "skills": 1
      },
      "pedrohcgs/claude-code-my-workflow": {
        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
        "commit": "be53c12",
        "license": "MIT",
        "skills": 1
      },
      "foryourhealth111-pixel/Vibe-Skills": {
        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
        "commit": "34429a8",
        "license": "Apache-2.0",
        "skills": 2
      },
      "coreyhaines31/makerskills": {
        "repo": "https://github.com/coreyhaines31/makerskills",
        "commit": "17218de",
        "license": "MIT",
        "skills": 1
      },
      "brycewang-stanford/Auto-Empirical-Research-Skills": {
        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
        "commit": "85bf545",
        "license": "CC-BY-4.0",
        "skills": 2
      },
      "jabrena/plinth": {
        "repo": "https://github.com/jabrena/plinth",
        "commit": "065eae8",
        "license": "Apache-2.0",
        "skills": 1
      },
      "egorfedorov/claude-context-optimizer": {
        "repo": "https://github.com/egorfedorov/claude-context-optimizer",
        "commit": "c604d3a",
        "license": "MIT",
        "skills": 1
      },
      "K-Dense-AI/claude-scientific-skills": {
        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
        "commit": "4d97e29",
        "license": "MIT",
        "skills": 1
      },
      "K-Dense-AI/scientific-agent-skills": {
        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
        "commit": "4d97e29",
        "license": "MIT",
        "skills": 1
      },
      "davepoon/buildwithclaude": {
        "repo": "https://github.com/davepoon/buildwithclaude",
        "commit": "3c94e0c",
        "license": "MIT",
        "skills": 1
      },
      "gooseworks-ai/goose-skills": {
        "repo": "https://github.com/gooseworks-ai/goose-skills",
        "commit": "94ec916",
        "license": "no explicit license \u2014 referenced by link only",
        "skills": 1
      },
      "parcadei/Continuous-Claude-v3": {
        "repo": "https://github.com/parcadei/Continuous-Claude-v3",
        "commit": "d07ff4b",
        "license": "MIT",
        "skills": 4
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      "vibeeval/vibecosystem": {
        "repo": "https://github.com/vibeeval/vibecosystem",
        "commit": "cea9462",
        "license": "MIT",
        "skills": 3
      },
      "shanraisshan/claude-code-best-practice": {
        "repo": "https://github.com/shanraisshan/claude-code-best-practice",
        "commit": "67c2696",
        "license": "MIT",
        "skills": 1
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      "nexu-io/open-design": {
        "repo": "https://github.com/nexu-io/open-design",
        "commit": "4b66023",
        "license": "Apache-2.0",
        "skills": 1
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      "JasonColapietro/suede-creator-skills": {
        "repo": "https://github.com/JasonColapietro/suede-creator-skills",
        "commit": "0dc2aef",
        "license": "MIT",
        "skills": 1
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      "wanshuiyin/Auto-claude-code-research-in-sleep": {
        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
        "commit": "eb5c9d7",
        "license": "MIT",
        "skills": 1
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      "awrshift/claude-memory-kit": {
        "repo": "https://github.com/awrshift/claude-memory-kit",
        "commit": "4039315",
        "license": "MIT",
        "skills": 1
      },
      "microsoft/power-platform-skills": {
        "repo": "https://github.com/microsoft/power-platform-skills",
        "commit": "0d7ed9a",
        "license": "MIT",
        "skills": 1
      },
      "rampstackco/claude-skills": {
        "repo": "https://github.com/rampstackco/claude-skills",
        "commit": "bc6d961",
        "license": "MIT",
        "skills": 1
      },
      "dotnet/skills": {
        "repo": "https://github.com/dotnet/skills",
        "commit": "79a2ada",
        "license": "MIT",
        "skills": 1
      }
    },
    "total_skills": 80,
    "tiers": {
      "core": 20,
      "adjacent": 60
    }
  },
  "provenance": {
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      "onet": 50,
      "jobads": 85,
      "wiki_ai": 0,
      "anthropic": 5,
      "ai_skills": 180,
      "stackx": 0
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    "share_percent": {
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      "onet": 14.9,
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      "ai_skills": 53.6,
      "stackx": 0.0
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    "method": "content items per source category"
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  "collar": "white",
  "computer_work": true
}