This is a research prototype. The data and analyses are preliminary and not yet validated — we'd welcome your .

Vulnerability vs Responsibility

Data on this page is preliminary and may change. Please do not share or cite these figures publicly.

Scatter plot comparing how vulnerable vs responsible each actor type is rated across risk subdomains. Toggle between actor types to see different perspectives.

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Data sourced from the Delphi expert elicitation study. Severity and likelihood ratings reflect expert consensus under Business as Usual (BAU) and Pragmatic Mitigations (PM) scenarios. Actor and sector ratings use weighted means of 5-point Likert distributions. About this data & methodology →

Vulnerability vs Responsibility

Data on this page is preliminary and may change. Please do not share or cite these figures publicly.

Scatter plot comparing how vulnerable vs responsible each actor type is rated across risk subdomains. Toggle between actor types to see different perspectives.

Click any point to view subdomain details.

1. Discrimination & Toxicity:

1.1 Unfair discrimination and misrepresentation

1.2 Exposure to toxic content

1.3 Unequal performance across groups

2. Privacy & Security:

2.1 Compromise of privacy by leaking or correctly inferring sensitive information

2.2 AI system security vulnerabilities and attacks

3. Misinformation:

3.1 False or misleading information

3.2 Pollution of information ecosystem and loss of consensus reality

4. Malicious Actors & Misuse:

4.1 Disinformation, surveillance, and influence at scale

4.2 Cyberattacks, weapon development or use, and mass harm

4.3 Fraud, scams, and targeted manipulation

5. Human-Computer Interaction:

5.1 Overreliance and unsafe use

5.2 Loss of human agency and autonomy

6. Socioeconomic & Environmental:

6.1 Power centralization and unfair distribution of benefits

6.2 Increased inequality and decline in employment quality

6.3 Economic and cultural devaluation of human effort

6.4 Competitive dynamics

6.5 Governance failure

6.6 Environmental harm

7. AI System Safety, Failures & Limitations:

7.1 AI pursuing its own goals in conflict with human goals or values

7.2 AI possessing dangerous capabilities

7.3 Lack of capability or robustness

7.4 Lack of transparency or interpretability

7.6 Multi-agent risks

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