Human Expertise

human-expertise (E159)

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Page Metadata

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  "id": "human-expertise",
  "numericId": null,
  "path": "/ai-transition-model/human-expertise/",
  "filePath": "ai-transition-model/human-expertise.mdx",
  "title": "Human Expertise",
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  "llmSummary": "This page contains only a React component placeholder with no actual content, making it impossible to evaluate for expertise on human capabilities during AI transition.",
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Entity Data

{
  "id": "human-expertise",
  "type": "ai-transition-model-parameter",
  "title": "Human Expertise",
  "description": "Maintenance of human skills, knowledge, and cognitive capabilities in an AI-augmented world. Tracks skill retention, domain mastery, and ability to function without AI assistance.",
  "tags": [
    "epistemic",
    "human-factors",
    "cognitive"
  ],
  "relatedEntries": [
    {
      "id": "learned-helplessness",
      "type": "risk",
      "relationship": "related"
    },
    {
      "id": "economic-labor",
      "type": "ai-transition-model-metric",
      "relationship": "measured-by"
    },
    {
      "id": "expertise-atrophy-progression",
      "type": "model",
      "relationship": "analyzed-by"
    },
    {
      "id": "expertise-atrophy-cascade",
      "type": "model",
      "relationship": "analyzed-by"
    },
    {
      "id": "automation-bias-cascade",
      "type": "model",
      "relationship": "analyzed-by"
    }
  ],
  "sources": [],
  "lastUpdated": "2025-12",
  "customFields": [
    {
      "label": "Direction",
      "value": "Higher is better"
    },
    {
      "label": "Current Trend",
      "value": "Declining (36% news avoidance, rising deskilling concerns)"
    },
    {
      "label": "Measurement",
      "value": "Skill retention, cognitive engagement, domain knowledge depth"
    }
  ]
}

Canonical Facts (0)

No facts for this entity

External Links

{
  "eaForum": "https://forum.effectivealtruism.org/topics/expertise",
  "eightyK": "https://80000hours.org/problem-profiles/gradual-disempowerment/"
}

Backlinks (6)

id	title	type	relationship
ai-uses	AI Uses	ai-transition-model-factor	affects
transition-turbulence	Transition Turbulence	ai-transition-model-factor	composed-of
economic-labor	Economic & Labor	ai-transition-model-metric	measures
expertise-atrophy-progression	Expertise Atrophy Progression Model	model	models
expertise-atrophy-cascade	Expertise Atrophy Cascade Model	model	models
automation-bias-cascade	Automation Bias Cascade Model	model	affects

Frontmatter

{
  "title": "Human Expertise",
  "sidebar": {
    "order": 15
  },
  "importance": 0,
  "quality": 0,
  "llmSummary": "This page contains only a React component placeholder with no actual content, making it impossible to evaluate for expertise on human capabilities during AI transition.",
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  "clusters": [
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  "subcategory": "factors-civilizational-competence"
}

Raw MDX Source

---
title: Human Expertise
sidebar:
  order: 15
importance: 0
quality: 0
llmSummary: This page contains only a React component placeholder with no actual content, making it impossible to evaluate for expertise on human capabilities during AI transition.
ratings:
  novelty: 0
  rigor: 0
  actionability: 0
  completeness: 0
clusters:
  - ai-safety
subcategory: factors-civilizational-competence
---
import {TransitionModelContent} from '@components/wiki/TransitionModelContent';

<TransitionModelContent entityId="E325" />