These visualizations are experimental and still being refined. Designs and data presentation may change.

Where Datasets Disagree

Each subdomain is ranked across three measures (risks, incidents, governance). The Δ badge shows how much rankings disagree: a high Δ means datasets treat this risk very differently.

Risk

Incident

Governance

Subdomain

24181261

1 Discrimination & Toxicity

Δ6

1.1 Discrimination

Δ4

1.2 Toxic content

Δ14

1.3 Unequal performance

Δ14

2 Privacy & Security

Δ5

2.1 Loss of privacy

Δ3

2.2 AI security vulnerabilities

Δ8

3 Misinformation

Δ9

3.1 False information

Δ13

3.2 Loss of consensus reality

Δ5

4 Malicious Actors & Misuse

Δ3

4.1 Disinformation & influence

Δ4

4.2 AI weapons & cyberattacks

Δ4

4.3 AI fraud & scams

Δ8

5 Human-Computer Interaction

Δ3

5.1 Overreliance & unsafe use

Δ5

5.2 Loss of human agency

Δ3

6 Socioeconomic & Environmental

Δ1

6.1 Power centralization

Δ9

6.2 Inequality & unemployment

Δ6

6.3 Devaluation of human creativity

Δ8

6.4 Competitive dynamics

Δ15

6.5 Governance failure

Δ18

6.6 Environmental harm

Δ8

7 AI System Safety, Failures & Limitations

Δ5

7.1 AI misalignment

Δ16

7.2 Dangerous capabilities

Δ12

7.3 Capability & robustness

Δ2

7.4 Transparency & interpretability

Δ15

7.5 AI welfare

Δ1

7.6 Multi-agent risks

Δ7

Rank 1 = highest value for that metric. The Δ badge shows the difference between the highest and lowest rank across the three metrics. Click any row to view its subdomain detail page.