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Explore

Cross-dataset visualizations, comparative analyses, and dataset-specific charts.

Where Datasets Disagree

Each domain ranked across four measures (risks, incidents, governance, expert concern). The Δ badge shows how much rankings disagree.

Risk

Incident

Governance

Expert Concern

Subdomain

24181261

1 Discrimination & Toxicity

Δ10

2 Privacy & Security

Δ8

3 Misinformation

Δ10

4 Malicious Actors & Misuse

Δ3

5 Human-Computer Interaction

Δ8

6 Socioeconomic & Environmental

Δ1

7 AI System Safety, Failures & Limitations

Δ6

Governance Breakdown

Full view

How AI governance documents break down by authority level, legal category, and status — revealing the structure of the emerging regulatory landscape.

Showing 1069 governance documents (filtered) across authority level, legal category, and status. Click any node or flow for recent documents.

Cross-Dataset Analysis

Visualizations that draw on multiple datasets to surface patterns, gaps, and divergences across the AI risk landscape.

Where Datasets Disagree

How dataset rankings disagree

Risks vs Incidents: Cause Mismatch

Risk vs incident causal taxonomy divergence

Responsibility vs Regulation Gap

Expert responsibility vs governance targeting gap

Governance Response Time

Incident spikes vs governance adoption over time

Dataset Coverage

Record counts by subdomain across all domain-taxonomy datasets

Expert Survey

Rankings, ratings, and assessments from 272 AI experts on risk severity, likelihood, and concern.

Concern Rankings

What risks do experts worry about most? Ranked by top-3 concern selections.

Severity × Likelihood Scatter

BAU and mitigated severity vs likelihood with 3-way toggle.

Severity × Likelihood Heatmap

Severity probability distributions per subdomain with IQR drill-down.

Severity Distributions

Joy plot of severity distributions comparing BAU vs Pragmatic Mitigations.

Severity Rankings: BAU vs Mitigated

Per-subdomain severity distributions for BAU vs Pragmatic Mitigations, ranked by mitigation gap.

Actor × Risk Responsibility

How responsible is each actor type for each risk? Heatmap with consensus filtering.

Actor × Risk Vulnerability

How vulnerable is each actor type to each risk? Heatmap with consensus filtering.

Vulnerability vs Responsibility

Scatter comparing vulnerability and responsibility for a selected actor type.

Actor Vulnerability vs Responsibility

For each actor, how do responsibility and vulnerability ratings compare across subdomains?

Actor × Subdomain Vuln/Resp Matrix

How do experts rate every actor's responsibility and vulnerability across every subdomain at once?

Moral Hazard Scatter

Which actors are vulnerable to AI risks but not responsible for managing them?

Sector × Subdomain Matrix

How vulnerable is each of 14 sectors to each risk? Heatmap with consensus filtering.

Single-Sector Profile

All subdomains ranked by vulnerability for a selected sector.

Governance

Breakdowns of AI governance documents by jurisdiction, authority level, status, sector, and lifecycle stage.

Governance Breakdown

Authority level, legal category, and status breakdown

Governance by Sector

Sector governance coverage across risk domains

Governance Actor Roles

Who proposes, enforces, monitors, and must comply

Governance Lifecycle

Governance attention across AI lifecycle stages

Subdomain Coverage

Governance document counts by subdomain with multi-dimensional filtering

Governance Status Flow

How documents flow from proposal to enacted, defunct, or still proposed

Incidents

Analyses of real-world AI incidents by severity, developer, affected population, and classification dimensions.

Incidents Over Time

Incident counts over time, colored by subdomain or causal taxonomy (entity, intent, timing) with domain cross-filter

Incident Breakdown

Explore incidents by domain, causal taxonomy, EU AI Act risk level, purpose, and more with cross-dimensional filtering

High Severity Incidents

Incidents filtered by harm severity threshold across 10 categories

Multi-Harm Incidents

Incidents scoring high across multiple harm categories simultaneously

People Affected

Large-scale incidents filtered by population impact and severity

Alleged Developers

Top 10 developers cited in incident reports with severity filtering

National Security Impact

National security impact scores and threat classification dimensions

Risks

Explorations of the AI Risk Repository's 1,595 entries — causal breakdowns, source coverage, and domain distributions.

Risk Taxonomy Map

Radial hierarchical risk visualization

Causes by Domain

How causal taxonomy values distribute across the 7 risk domains, with domain filtering

Causes by Subdomain (Heatmap)

Causal taxonomy percentages per subdomain in a heatmap table

Mitigations

Coverage and composition of 831 mitigation actions across 4 control categories and 13 source frameworks.

Framework Coverage

Source framework coverage across mitigation subcategories

Mitigation Taxonomy

Nested ring chart of categories and subcategories by mitigation count

Subcategory Coverage

Mitigation counts per subcategory with source framework breakdown