Electoral Impact Assessment Model

{
  "id": "disinformation-electoral-impact",
  "wikiId": "E104",
  "path": "/knowledge-base/models/disinformation-electoral-impact/",
  "filePath": "knowledge-base/models/disinformation-electoral-impact.mdx",
  "title": "Electoral Impact Assessment Model",
  "quality": 65,
  "readerImportance": 50,
  "researchImportance": 74,
  "tacticalValue": null,
  "contentFormat": "article",
  "causalLevel": null,
  "lastUpdated": "2026-03-20",
  "dateCreated": "2026-02-15",
  "summary": "This model estimates AI's marginal electoral impact across three vectors — disinformation influence, infrastructure attacks, and voter suppression. Analysis finds 0.2-5% probability of flipping individual elections via influence alone (1-3 elections globally per year), with AI-powered voter roll manipulation, targeted demobilization, and election infrastructure cyberattacks creating compounding risks. Romania 2024 provides the first case of election annulment due to AI-enhanced interference. Systemic trust erosion (2-5% annual decline) may matter more than specific election outcomes.",
  "description": "This model estimates AI's marginal impact on elections across three vectors — disinformation influence, infrastructure attacks, and voter suppression. Includes the Romania 2024 annulment case study, AI-enhanced election cyberattacks, voter roll manipulation, and targeted demobilization campaigns.",
  "ratings": {
    "focus": 8.5,
    "novelty": 4.5,
    "rigor": 6,
    "completeness": 7.5,
    "concreteness": 7,
    "actionability": 6.5
  },
  "category": "models",
  "subcategory": "impact-models",
  "clusters": [
    "ai-safety",
    "governance"
  ],
  "metrics": {
    "wordCount": 4708,
    "tableCount": 9,
    "diagramCount": 2,
    "internalLinks": 3,
    "externalLinks": 31,
    "footnoteCount": 0,
    "bulletRatio": 0.38,
    "sectionCount": 48,
    "hasOverview": true,
    "structuralScore": 13
  },
  "suggestedQuality": 87,
  "updateFrequency": 90,
  "evergreen": true,
  "wordCount": 4708,
  "unconvertedLinks": [
    {
      "text": "Harvard Kennedy School Misinformation Review",
      "url": "https://misinforeview.hks.harvard.edu/article/the-origin-of-public-concerns-over-ai-supercharging-misinformation-in-the-2024-u-s-presidential-election/",
      "resourceId": "742a2119cf8d25da",
      "resourceTitle": "World Economic Forum's 2024 Global Risks Report"
    }
  ],
  "unconvertedLinkCount": 1,
  "convertedLinkCount": 0,
  "backlinkCount": 5,
  "hallucinationRisk": {
    "level": "medium",
    "score": 55,
    "factors": [
      "no-citations"
    ]
  },
  "entityType": "analysis",
  "redundancy": {
    "maxSimilarity": 20,
    "similarPages": [
      {
        "id": "us-ai-surveillance-democratic-erosion",
        "title": "AI Surveillance and US Democratic Erosion",
        "path": "/knowledge-base/risks/us-ai-surveillance-democratic-erosion/",
        "similarity": 20
      },
      {
        "id": "epistemic-security",
        "title": "AI-Era Epistemic Security",
        "path": "/knowledge-base/responses/epistemic-security/",
        "similarity": 18
      },
      {
        "id": "disinformation",
        "title": "Disinformation",
        "path": "/knowledge-base/risks/disinformation/",
        "similarity": 18
      },
      {
        "id": "deepfakes-authentication-crisis",
        "title": "Deepfakes Authentication Crisis Model",
        "path": "/knowledge-base/models/deepfakes-authentication-crisis/",
        "similarity": 17
      },
      {
        "id": "ai-enabled-political-polarization",
        "title": "AI-Enabled Political Polarization",
        "path": "/knowledge-base/risks/ai-enabled-political-polarization/",
        "similarity": 17
      }
    ]
  },
  "coverage": {
    "passing": 6,
    "total": 13,
    "targets": {
      "tables": 19,
      "diagrams": 2,
      "internalLinks": 38,
      "externalLinks": 24,
      "footnotes": 14,
      "references": 14
    },
    "actuals": {
      "tables": 9,
      "diagrams": 2,
      "internalLinks": 3,
      "externalLinks": 31,
      "footnotes": 0,
      "references": 1,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "summary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "amber",
      "diagrams": "green",
      "internalLinks": "amber",
      "externalLinks": "green",
      "footnotes": "red",
      "references": "amber",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:4.5 R:6 A:6.5 C:7.5"
  },
  "readerRank": 302,
  "researchRank": 125,
  "recommendedScore": 174.48
}

No external links