{
  "version": "V7",
  "generated_at": "2026-04-01T13:22:54.809Z",
  "context_type": "national_ai_context",
  "description": "Official Singapore national AI adoption, workforce, and programme context from IMDA and MOM releases. This artifact supports reports and public context around the structural score.",
  "usage_guidance": {
    "use_for": [
      "homepage and report context",
      "quarterly report framing",
      "sector-level AI adoption context",
      "methodology and data-page source transparency"
    ],
    "do_not_use_for": [
      "occupation-level score multipliers",
      "occupation-level employment estimates",
      "labour monitor replacement",
      "synthetic-role scoring"
    ]
  },
  "metrics": {
    "digital_economy": {
      "value_added_billion_sgd": 128.1,
      "gdp_share_pct": 18.6,
      "year": 2024,
      "source_key": "imda_sgde_2025"
    },
    "enterprises": {
      "sme_ai_adoption_pct": 14.5,
      "non_sme_ai_adoption_pct": 62.5,
      "ai_using_firms_expect_job_redesign_pct": 63,
      "off_the_shelf_genai_usage_pct": 84,
      "domain_specific_ai_solution_usage_pct": 52,
      "custom_or_proprietary_ai_usage_pct": 44,
      "year": 2024,
      "source_key": "imda_sgde_2025"
    },
    "workforce": {
      "workers_using_ai_at_work_pct": 73.8,
      "tech_workforce_count": 214000,
      "tech_role_median_monthly_wage_sgd": 7950,
      "non_tech_role_median_monthly_wage_sgd": 4860,
      "year": 2024,
      "source_key": "imda_sgde_2025"
    },
    "national_programmes": {
      "naiip_enterprises_target_3y": 10000,
      "naiip_workers_target": 100000,
      "announcement_date": "2026-03-02",
      "source_key": "imda_naiip_2026"
    },
    "employer_quality_context": {
      "soi_companies_covered_label": "almost 1,500",
      "soi_residents_covered_label": "close to 1 million",
      "launch_date": "2025-10-14",
      "source_key": "mom_soi_2025"
    }
  },
  "sources": [
    {
      "key": "imda_sgde_2025",
      "agency": "IMDA",
      "title": "Annual Report & Singapore Digital Economy Report 2025",
      "date_published": "2025-10-06",
      "url": "https://www.imda.gov.sg/resources/press-releases-factsheets-and-speeches/factsheets/2024/ar-sgde-2024",
      "metrics_used": [
        "digital economy value added (S$128.1B)",
        "digital economy share of GDP (18.6%)",
        "SME AI adoption (14.5%)",
        "non-SME AI adoption (62.5%)",
        "workers using AI at work (73.8%)",
        "AI-using firms expecting job redesign (63%)",
        "AI tool mix (84% off-the-shelf, 52% domain-specific, 44% customised/proprietary)",
        "tech workforce count (214,000)",
        "tech median monthly wage (S$7,950)",
        "non-tech median monthly wage (S$4,860)"
      ]
    },
    {
      "key": "imda_naiip_2026",
      "agency": "IMDA / MDDI",
      "title": "National AI Impact Programme",
      "date_published": "2026-03-02",
      "url": "https://www.imda.gov.sg/resources/press-releases-factsheets-and-speeches/factsheets/2026/national-ai-impact-programme",
      "metrics_used": [
        "NAIIP support target for enterprises (10,000 over 3 years)",
        "NAIIP target for AI bilingual workers (100,000)"
      ]
    },
    {
      "key": "mom_soi_2025",
      "agency": "MOM",
      "title": "Launch of Singapore Opportunity Index",
      "date_published": "2025-10-14",
      "url": "https://www.mom.gov.sg/newsroom/press-releases/2025/1014-launch-of-soi",
      "metrics_used": [
        "coverage of almost 1,500 companies",
        "coverage of close to 1 million residents"
      ],
      "notes": "SOI is not an AI-adoption dataset. It is included as official employer-quality and career-mobility context around workforce opportunity."
    }
  ]
}