AI Risk Public Education

{
  "id": "public-education",
  "numericId": null,
  "path": "/knowledge-base/responses/public-education/",
  "filePath": "knowledge-base/responses/public-education.mdx",
  "title": "AI Risk Public Education",
  "quality": 51,
  "readerImportance": 61.5,
  "researchImportance": 26,
  "tacticalValue": null,
  "contentFormat": "article",
  "tractability": null,
  "neglectedness": null,
  "uncertainty": null,
  "causalLevel": null,
  "lastUpdated": "2026-03-13",
  "dateCreated": "2026-02-15",
  "llmSummary": "Public education initiatives show measurable but modest impacts: MIT programs increased accurate AI risk perception by 34%, while 67% of Americans and 73% of policymakers still lack sufficient AI understanding. Research-backed communication strategies (Yale framing research showing 28% concern increase) demonstrate effectiveness varies significantly by audience, with policymaker education ranking highest priority for governance impact.",
  "description": "Strategic efforts to educate the public and policymakers about AI risks through research-backed communication, media outreach, and curriculum development. Critical for building informed governance and social license for safety measures.",
  "ratings": {
    "novelty": 3.5,
    "rigor": 5,
    "actionability": 5.5,
    "completeness": 6
  },
  "category": "responses",
  "subcategory": "field-building",
  "clusters": [
    "ai-safety",
    "governance"
  ],
  "metrics": {
    "wordCount": 2024,
    "tableCount": 13,
    "diagramCount": 1,
    "internalLinks": 31,
    "externalLinks": 40,
    "footnoteCount": 0,
    "bulletRatio": 0.15,
    "sectionCount": 23,
    "hasOverview": true,
    "structuralScore": 15
  },
  "suggestedQuality": 100,
  "updateFrequency": 21,
  "evergreen": true,
  "wordCount": 2024,
  "unconvertedLinks": [
    {
      "text": "Pew 2024",
      "url": "https://www.pewresearch.org/internet/2025/04/03/how-the-us-public-and-ai-experts-view-artificial-intelligence/",
      "resourceId": "40fcdcc3ffba5188",
      "resourceTitle": "Pew Research: Public and AI Experts"
    },
    {
      "text": "NewsGuard 2024",
      "url": "https://www.newsguardtech.com/ai-monitor/december-2024-ai-misinformation-monitor/",
      "resourceId": "0a62bd00fc79c681",
      "resourceTitle": "NewsGuard's December 2024 AI Misinformation Monitor"
    },
    {
      "text": "Pew 2025",
      "url": "https://www.pewresearch.org/internet/2025/04/03/views-of-risks-opportunities-and-regulation-of-ai/",
      "resourceId": "5f14da1ccd4f1678",
      "resourceTitle": "Pew Research AI Survey 2025"
    },
    {
      "text": "Pew Research 2025 study",
      "url": "https://www.pewresearch.org/internet/2025/04/03/how-the-us-public-and-ai-experts-view-artificial-intelligence/",
      "resourceId": "40fcdcc3ffba5188",
      "resourceTitle": "Pew Research: Public and AI Experts"
    },
    {
      "text": "Stanford HAI's 2025 AI Index",
      "url": "https://hai.stanford.edu/ai-index/2025-ai-index-report",
      "resourceId": "da87f2b213eb9272",
      "resourceTitle": "Stanford AI Index 2025"
    },
    {
      "text": "62% of Americans believe the government is not doing enough to regulate AI",
      "url": "https://www.pewresearch.org/internet/2025/04/03/views-of-risks-opportunities-and-regulation-of-ai/",
      "resourceId": "5f14da1ccd4f1678",
      "resourceTitle": "Pew Research AI Survey 2025"
    },
    {
      "text": "YouGov 2025",
      "url": "https://today.yougov.com/politics/articles/52615-americans-increasingly-likely-say-ai-artificial-intelligence-negatively-affect-society-poll",
      "resourceId": "f36d4b20ce95472c",
      "resourceTitle": "YouGov"
    },
    {
      "text": "Quinnipiac 2025",
      "url": "https://www.pewresearch.org/internet/2025/04/03/views-of-risks-opportunities-and-regulation-of-ai/",
      "resourceId": "5f14da1ccd4f1678",
      "resourceTitle": "Pew Research AI Survey 2025"
    },
    {
      "text": "NewsGuard 2024",
      "url": "https://www.newsguardtech.com/ai-monitor/december-2024-ai-misinformation-monitor/",
      "resourceId": "0a62bd00fc79c681",
      "resourceTitle": "NewsGuard's December 2024 AI Misinformation Monitor"
    },
    {
      "text": "Pew 2025",
      "url": "https://www.pewresearch.org/internet/2025/04/03/how-the-us-public-and-ai-experts-view-artificial-intelligence/",
      "resourceId": "40fcdcc3ffba5188",
      "resourceTitle": "Pew Research: Public and AI Experts"
    },
    {
      "text": "Stanford HAI/Ipsos",
      "url": "https://hai.stanford.edu/ai-index/2025-ai-index-report/public-opinion",
      "resourceId": "d2b4293d703f4451",
      "resourceTitle": "Stanford HAI AI Index"
    },
    {
      "text": "Stanford HAI/Ipsos",
      "url": "https://hai.stanford.edu/ai-index/2025-ai-index-report/public-opinion",
      "resourceId": "d2b4293d703f4451",
      "resourceTitle": "Stanford HAI AI Index"
    },
    {
      "text": "Stanford HAI/Ipsos",
      "url": "https://hai.stanford.edu/ai-index/2025-ai-index-report/public-opinion",
      "resourceId": "d2b4293d703f4451",
      "resourceTitle": "Stanford HAI AI Index"
    },
    {
      "text": "YouGov",
      "url": "https://today.yougov.com/politics/articles/52615-americans-increasingly-likely-say-ai-artificial-intelligence-negatively-affect-society-poll",
      "resourceId": "f36d4b20ce95472c",
      "resourceTitle": "YouGov"
    },
    {
      "text": "Quinnipiac/Pew",
      "url": "https://www.pewresearch.org/internet/2025/04/03/views-of-risks-opportunities-and-regulation-of-ai/",
      "resourceId": "5f14da1ccd4f1678",
      "resourceTitle": "Pew Research AI Survey 2025"
    },
    {
      "text": "NewsGuard's December 2024 audit",
      "url": "https://www.newsguardtech.com/ai-monitor/december-2024-ai-misinformation-monitor/",
      "resourceId": "0a62bd00fc79c681",
      "resourceTitle": "NewsGuard's December 2024 AI Misinformation Monitor"
    },
    {
      "text": "NewsGuard 2024",
      "url": "https://www.newsguardtech.com/ai-monitor/december-2024-ai-misinformation-monitor/",
      "resourceId": "0a62bd00fc79c681",
      "resourceTitle": "NewsGuard's December 2024 AI Misinformation Monitor"
    },
    {
      "text": "Pew 2025",
      "url": "https://www.pewresearch.org/internet/2025/04/03/how-the-us-public-and-ai-experts-view-artificial-intelligence/",
      "resourceId": "40fcdcc3ffba5188",
      "resourceTitle": "Pew Research: Public and AI Experts"
    },
    {
      "text": "Future of Life Institute",
      "url": "https://futureoflife.org/",
      "resourceId": "786a68a91a7d5712",
      "resourceTitle": "Future of Life Institute"
    },
    {
      "text": "Center for AI Safety",
      "url": "https://www.safe.ai/",
      "resourceId": "a306e0b63bdedbd5",
      "resourceTitle": "CAIS Surveys"
    },
    {
      "text": "Stanford HAI",
      "url": "https://hai.stanford.edu/",
      "resourceId": "c0a5858881a7ac1c",
      "resourceTitle": "Stanford HAI: AI Companions and Mental Health"
    },
    {
      "text": "9+ countries",
      "url": "https://alltechishuman.org/all-tech-is-human-blog/the-global-landscape-of-ai-safety-institutes",
      "resourceId": "48668fbbdd965679",
      "resourceTitle": "The Global Landscape of AI Safety Institutes"
    },
    {
      "text": "International AI Safety Report",
      "url": "https://internationalaisafetyreport.org/publication/international-ai-safety-report-2025",
      "resourceId": "b163447fdc804872",
      "resourceTitle": "International AI Safety Report 2025"
    },
    {
      "text": "International Network of AI Safety Institutes",
      "url": "https://www.commerce.gov/news/fact-sheets/2024/11/fact-sheet-us-department-commerce-us-department-state-launch-international",
      "resourceId": "3705a6ea6864e940",
      "resourceTitle": "International Network of AI Safety Institutes"
    }
  ],
  "unconvertedLinkCount": 24,
  "convertedLinkCount": 30,
  "backlinkCount": 4,
  "hallucinationRisk": {
    "level": "medium",
    "score": 45,
    "factors": [
      "no-citations",
      "conceptual-content"
    ]
  },
  "entityType": "approach",
  "redundancy": {
    "maxSimilarity": 11,
    "similarPages": [
      {
        "id": "structural-risks",
        "title": "AI Structural Risk Cruxes",
        "path": "/knowledge-base/cruxes/structural-risks/",
        "similarity": 11
      },
      {
        "id": "critical-uncertainties",
        "title": "AI Risk Critical Uncertainties Model",
        "path": "/knowledge-base/models/critical-uncertainties/",
        "similarity": 11
      },
      {
        "id": "intervention-effectiveness-matrix",
        "title": "Intervention Effectiveness Matrix",
        "path": "/knowledge-base/models/intervention-effectiveness-matrix/",
        "similarity": 11
      },
      {
        "id": "societal-response",
        "title": "Societal Response & Adaptation Model",
        "path": "/knowledge-base/models/societal-response/",
        "similarity": 11
      },
      {
        "id": "cset",
        "title": "CSET (Center for Security and Emerging Technology)",
        "path": "/knowledge-base/organizations/cset/",
        "similarity": 11
      }
    ]
  },
  "coverage": {
    "passing": 9,
    "total": 13,
    "targets": {
      "tables": 8,
      "diagrams": 1,
      "internalLinks": 16,
      "externalLinks": 10,
      "footnotes": 6,
      "references": 6
    },
    "actuals": {
      "tables": 13,
      "diagrams": 1,
      "internalLinks": 31,
      "externalLinks": 40,
      "footnotes": 0,
      "references": 37,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "llmSummary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "green",
      "diagrams": "green",
      "internalLinks": "green",
      "externalLinks": "green",
      "footnotes": "red",
      "references": "green",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:3.5 R:5 A:5.5 C:6"
  },
  "readerRank": 227,
  "researchRank": 445,
  "recommendedScore": 154.41
}

{
  "lesswrong": "https://www.lesswrong.com/tag/education",
  "eaForum": "https://forum.effectivealtruism.org/topics/education"
}