AI Safety Field Building Analysis

{
  "id": "field-building-analysis",
  "numericId": null,
  "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",
  "tractability": null,
  "neglectedness": null,
  "uncertainty": null,
  "causalLevel": null,
  "lastUpdated": "2026-03-13",
  "dateCreated": "2026-02-15",
  "llmSummary": "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). It finds the field grew from approximately 400 FTEs in 2022 to 1,100 FTEs in 2025 (21-30% annual growth), with training programs achieving 37% career conversion rates and costs of \\$5,000-40,000 per career change.",
  "ratings": {
    "novelty": 4.2,
    "rigor": 6.8,
    "actionability": 6.5,
    "completeness": 7.1
  },
  "category": "responses",
  "subcategory": "field-building",
  "clusters": [
    "community",
    "ai-safety"
  ],
  "metrics": {
    "wordCount": 3602,
    "tableCount": 6,
    "diagramCount": 1,
    "internalLinks": 54,
    "externalLinks": 0,
    "footnoteCount": 0,
    "bulletRatio": 0.56,
    "sectionCount": 50,
    "hasOverview": true,
    "structuralScore": 10
  },
  "suggestedQuality": 67,
  "updateFrequency": 45,
  "evergreen": true,
  "wordCount": 3602,
  "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": 7,
    "total": 13,
    "targets": {
      "tables": 14,
      "diagrams": 1,
      "internalLinks": 29,
      "externalLinks": 18,
      "footnotes": 11,
      "references": 11
    },
    "actuals": {
      "tables": 6,
      "diagrams": 1,
      "internalLinks": 54,
      "externalLinks": 0,
      "footnotes": 0,
      "references": 30,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "llmSummary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "amber",
      "diagrams": "green",
      "internalLinks": "green",
      "externalLinks": "red",
      "footnotes": "red",
      "references": "green",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:4.2 R:6.8 A:6.5 C:7.1"
  },
  "readerRank": 370,
  "researchRank": 397,
  "recommendedScore": 172.36
}

{
  "eaForum": "https://forum.effectivealtruism.org/topics/field-building"
}