Human Oversight Quality

human-oversight-quality (E160)

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Page Metadata

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Entity Data

{
  "id": "human-oversight-quality",
  "type": "ai-transition-model-parameter",
  "title": "Human Oversight Quality",
  "description": "Effectiveness of human review, decision authority, and correction capability over AI systems. Essential for maintaining accountability and preventing harmful AI behaviors.",
  "tags": [
    "governance",
    "human-factors",
    "safety"
  ],
  "relatedEntries": [
    {
      "id": "scalable-oversight",
      "type": "safety-agenda",
      "relationship": "related"
    },
    {
      "id": "lab-behavior",
      "type": "ai-transition-model-metric",
      "relationship": "measured-by"
    },
    {
      "id": "expertise-atrophy-progression",
      "type": "model",
      "relationship": "analyzed-by"
    },
    {
      "id": "deceptive-alignment-decomposition",
      "type": "model",
      "relationship": "analyzed-by"
    },
    {
      "id": "corrigibility-failure-pathways",
      "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 (capability gap widening, automation bias increasing)"
    },
    {
      "label": "Measurement",
      "value": "Review effectiveness, decision authority, error detection rates"
    }
  ]
}

Canonical Facts (0)

No facts for this entity

External Links

{
  "lesswrong": "https://www.lesswrong.com/tag/scalable-oversight"
}

Backlinks (10)

id	title	type	relationship
misalignment-potential	Misalignment Potential	ai-transition-model-factor	composed-of
lab-behavior	Lab Behavior	ai-transition-model-metric	measures
alignment-robustness	Alignment Robustness	ai-transition-model-parameter	related
deceptive-alignment-decomposition	Deceptive Alignment Decomposition Model	model	affects
corrigibility-failure-pathways	Corrigibility Failure Pathways	model	affects
expertise-atrophy-progression	Expertise Atrophy Progression Model	model	affects
automation-bias-cascade	Automation Bias Cascade Model	model	models
alignment-robustness-trajectory	Alignment Robustness Trajectory Model	model	affects
interpretability	Interpretability	safety-agenda	increases
scalable-oversight	Scalable Oversight	safety-agenda	increases

Frontmatter

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Raw MDX Source

---
title: Human Oversight Quality
sidebar:
  order: 16
importance: 0
quality: 0
llmSummary: This page contains only a React component placeholder with no actual content rendered. Cannot assess substance, methodology, or conclusions.
ratings:
  novelty: 0
  rigor: 0
  actionability: 0
  completeness: 0
clusters:
  - ai-safety
subcategory: factors-misalignment-potential
---
import {TransitionModelContent} from '@components/wiki/TransitionModelContent';

<TransitionModelContent entityId="E326" />