{
  "name": "Swedish tech skill adoption, monthly posting counts (2016–2026)",
  "description": "Monthly Swedish job-ad counts for 28 tech skills, with national and Stockholm Data/IT denominators — the dataset behind Global Tech Hiring Bulletin No. 1's nine-year skill-adoption study.",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "attribution": "Tarmac — https://gettarmac.com/market/data",
  "publisher": "Tarmac (https://gettarmac.com)",
  "datePublished": "2026-07-16",
  "temporalCoverage": "2016-01/2026-06",
  "sources": [
    {
      "label": "JobTech (Arbetsförmedlingen) historical ads API",
      "url": "https://historical.api.jobtechdev.se/search"
    }
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  "notes": [
    "Skill counts are freetext/concept matches over ad text: consistent over time, not extraction-grade attribution. Constant bias — safe for trends, not for unqualified level claims.",
    "The corpus has collection-regime breaks: a downward level shift during 2020 and a staged upward capture change at 2025-01 and 2025-04. Months from 2025-01 onward are not level-comparable with earlier months; the bulletin's study scores 2016-01 to 2024-12 only.",
    "Denominators are Data/IT-classified ads; skill queries are corpus-wide, so shares are slightly overstated in level (again constant-bias)."
  ],
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}