Overall Risk Scenarios
208 / 208 matchedRisk × Impact Cross-ReferenceRows = impact dimensions (IA-01–08) | Columns = risk categories (RS1–RS7) | Click a cell to apply both filters
| 1Accountability and Transparency Risk | 2Data & Model Risk | 3Privacy & Security Risk | 4Fairness and Discrimination Risk | 5Reliability and Security Risk | 6AI Interaction and Application Risk | 7Sustainability and Well-being Risk | |
|---|---|---|---|---|---|---|---|
| IA-0133Accountability | 14 | 1 | 4 | 1 | 9 | 3 | 1 |
| IA-0212Transparency | 8 | · | · | · | · | 3 | 1 |
| IA-0319Fairness & Non-discrimination | · | 1 | 1 | 14 | · | 3 | · |
| IA-0415Privacy | · | · | 15 | · | · | · | · |
| IA-0534Reliability | 1 | 10 | 3 | 1 | 1 | 18 | · |
| IA-0678(Safety and Security ) | 1 | · | 54 | 1 | · | 21 | 1 |
| IA-073Explainability | 2 | · | · | · | · | · | 1 |
| IA-0814Environmental Impact | · | · | · | · | · | · | 14 |
208 risk scenarios
Mass Production of False Content
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Highly Customized Phishing Attack
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Lowered Barriers to Dangerous Knowledge
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Automation of Academic Fraud
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-05 Reliability·Failures and Remediation Planning
Large-Scale Automated Surveillance
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-05 Reliability·Failures and Remediation Planning
Misuse of Scientific Reasoning Capability
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Precision Social Engineering
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Manipulation of Elections and Political Processes
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Distribution of Non-Consensual Synthetic Intimate Imagery
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Automated Cyber Attack
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·Operational Safety
Conflicting Objectives Across Systems
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-05 Reliability·Failures and Remediation Planning
Information Desynchronization Between Systems
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-05 Reliability·Failures and Remediation Planning
Cascading Amplification of Errors
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-05 Reliability·Failures and Remediation Planning
Insufficient Security in Inter-System Protocols
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-06 (Safety and Security )·Operational Safety
Tacit Coordination Among Autonomous Systems
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-06 (Safety and Security )·Operational Safety
Escalation Through System Interaction in Critical Domains
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-06 (Safety and Security )·Operational Safety
Covert Communication Between Systems
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-01 Accountability·Insufficient Human Oversight
Multiple Systems Converging on Collective Suboptimum
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-06 (Safety and Security )·Operational Safety
Recommendation Mechanisms Affecting Autonomy of Choice
AI Interaction and Application Risk › Erosion of Human Autonomy
IA-03 Fairness & Non-discrimination·Accessibility Exclusion
Process Design Eliminating Human Veto
AI Interaction and Application Risk › Erosion of Human Autonomy
IA-01 Accountability·Physical or Psychological Harm
Tacit Coordination Through Shared Pricing Systems
Sustainability and Well-being Risk › Socioeconomic Impact
IA-06 (Safety and Security )·Operational Safety
Harm Difficult to Perceive or Quantify
Accountability and Transparency Risk › Compliance Obligation
IA-01 Accountability·Legal Status and Life Opportunities
Performance Decay from Data Staleness
Data & Model Risk › Training Data Bias
IA-05 Reliability·Performance Degradation and Data Drift
Feedback Loops Amplifying Bias
Fairness and Discrimination Risk › Algorithmic Discrimination
IA-05 Reliability·Performance Degradation and Data Drift