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
Metric Attainment Displacing Goal Attainment
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Underachievement of Deployment Objectives
Divergence Between Evaluation and Actual Behavior
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Underachievement of Deployment Objectives
Risks Arising from System Situational Awareness
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Underachievement of Deployment Objectives
Instrumental Pursuit of Resources and Permissions
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Underachievement of Deployment Objectives
Self-Replication and Proliferation
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Insufficient Human Oversight
Generation of Hate Content Targeting Groups
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Generation of Virtual Content Harmful to Minors
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Generated Content Reinforcing Stereotypes
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-02 Transparency·Undisclosed AI Interaction
Non-Consensual Synthetic Intimate Imagery
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Automated Generation of Harassment Content
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Production of Extremist Content
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-06 (Safety and Security )·System Security Vulnerabilities
Operational Guidance for Illegal Activity
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Inappropriate Content and Guidance for Minors
Fairness and Discrimination Risk › Algorithmic Discrimination
IA-06 (Safety and Security )·System Security Vulnerabilities
Large-Scale Contamination by False Information
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Professional Over-Reliance on System Judgment
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Over-Reliance on Risk Assessment Tools
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Generated Code Adopted Without Developer Review
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Over-Reliance on Tools in Learning
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Failure of Human-Machine Handover
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-01 Accountability·Insufficient Human Oversight
System Guiding Users Toward Improper Conduct
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Anthropomorphism Producing Misplaced Trust
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-02 Transparency·Undisclosed AI Interaction
Harm from Health and Psychological Advice
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Automation Bias Causing Anomalies to Be Overlooked
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Synthetic Identity Fraud
AI Interaction and Application Risk › Output Misuse & Malicious Use
IA-06 (Safety and Security )·System Security Vulnerabilities