Skip to content
Longterm Wiki has not been actively maintained since May 2026. Some data is still updated occasionally, but please don't rely on this site being current or accurate.
Longterm Wiki

AI Safety Field Building Analysis

field-building-analysisapproachPath: /knowledge-base/responses/field-building-analysis/
E476Entity ID (EID)
← Back to page3 backlinksQuality: 65Updated: 2026-01-29
Page Recorddatabase.json — merged from MDX frontmatter + Entity YAML + computed metrics at build time
{
  "id": "field-building-analysis",
  "wikiId": "E476",
  "path": "/knowledge-base/responses/field-building-analysis/",
  "filePath": "knowledge-base/responses/field-building-analysis.mdx",
  "title": "AI Safety Field Building Analysis",
  "quality": 65,
  "readerImportance": 41,
  "researchImportance": 32.5,
  "tacticalValue": null,
  "contentFormat": "article",
  "causalLevel": null,
  "lastUpdated": "2026-01-29",
  "dateCreated": "2026-02-15",
  "summary": "Comprehensive analysis of AI safety field-building showing growth from 400 to 1,100 FTEs (2022-2025) at 21-30% annual growth rates, with training programs achieving 37% career conversion at costs of \\$5,000-40,000 per career change. Identifies critical bottleneck: talent pipeline over-optimized for researchers while neglecting operations, policy, and organizational roles.",
  "description": "This analysis examines AI safety field-building interventions including education programs (ARENA, MATS, BlueDot).",
  "ratings": {
    "novelty": 4.2,
    "rigor": 6.8,
    "completeness": 7.1,
    "actionability": 6.5
  },
  "category": "responses",
  "subcategory": "field-building",
  "clusters": [
    "community",
    "ai-safety"
  ],
  "metrics": {
    "wordCount": 3600,
    "tableCount": 6,
    "diagramCount": 1,
    "internalLinks": 55,
    "externalLinks": 0,
    "footnoteCount": 0,
    "bulletRatio": 0.56,
    "sectionCount": 50,
    "hasOverview": true,
    "structuralScore": 10
  },
  "suggestedQuality": 67,
  "updateFrequency": 45,
  "evergreen": true,
  "wordCount": 3600,
  "unconvertedLinks": [],
  "unconvertedLinkCount": 0,
  "convertedLinkCount": 46,
  "backlinkCount": 3,
  "hallucinationRisk": {
    "level": "medium",
    "score": 50,
    "factors": [
      "no-citations",
      "few-external-sources",
      "conceptual-content"
    ]
  },
  "entityType": "approach",
  "redundancy": {
    "maxSimilarity": 16,
    "similarPages": [
      {
        "id": "ai-talent-market-dynamics",
        "title": "AI Talent Market Dynamics",
        "path": "/knowledge-base/models/ai-talent-market-dynamics/",
        "similarity": 16
      },
      {
        "id": "coefficient-giving",
        "title": "Coefficient Giving",
        "path": "/knowledge-base/organizations/coefficient-giving/",
        "similarity": 16
      },
      {
        "id": "ea-global",
        "title": "EA Global",
        "path": "/knowledge-base/organizations/ea-global/",
        "similarity": 16
      },
      {
        "id": "uk-aisi",
        "title": "UK AI Safety Institute",
        "path": "/knowledge-base/organizations/uk-aisi/",
        "similarity": 16
      },
      {
        "id": "technical-research",
        "title": "Technical AI Safety Research",
        "path": "/knowledge-base/responses/technical-research/",
        "similarity": 16
      }
    ]
  },
  "coverage": {
    "passing": 6,
    "total": 13,
    "targets": {
      "tables": 14,
      "diagrams": 1,
      "internalLinks": 29,
      "externalLinks": 18,
      "footnotes": 11,
      "references": 11
    },
    "actuals": {
      "tables": 6,
      "diagrams": 1,
      "internalLinks": 55,
      "externalLinks": 0,
      "footnotes": 0,
      "references": 0,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "summary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "amber",
      "diagrams": "green",
      "internalLinks": "green",
      "externalLinks": "red",
      "footnotes": "red",
      "references": "red",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:4.2 R:6.8 A:6.5 C:7.1"
  },
  "readerRank": 370,
  "researchRank": 392,
  "recommendedScore": 154.66
}
External Links
{
  "eaForum": "https://forum.effectivealtruism.org/topics/field-building"
}
Backlinks (3)
idtitletyperelationship
safety-spending-at-scaleSafety Spending at Scaleanalysis—
ai-talent-market-dynamicsAI Talent Market Dynamicsanalysis—
training-programsAI Safety Training Programsapproach—