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
Erosion of Professional Skills
AI Interaction and Application Risk › Erosion of Human Autonomy
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Emotional Attachment and Psychological Impact
AI Interaction and Application Risk › Erosion of Human Autonomy
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Echo Chamber Effects and Polarization
AI Interaction and Application Risk › Erosion of Human Autonomy
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Obstruction of Capability Development
AI Interaction and Application Risk › Erosion of Human Autonomy
IA-03 Fairness & Non-discrimination·Accessibility Exclusion
Impact on Cultural Expression and Identity
AI Interaction and Application Risk › Erosion of Human Autonomy
IA-03 Fairness & Non-discrimination·Stereotype Reinforcement
Changing Patterns of Interpersonal Interaction
AI Interaction and Application Risk › Erosion of Human Autonomy
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Persuasive Capability and Behavioral Manipulation
AI Interaction and Application Risk › Erosion of Human Autonomy
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Blurred Authenticity and Cognitive Disorientation
AI Interaction and Application Risk › Erosion of Human Autonomy
IA-02 Transparency·Undisclosed AI Interaction
Content Homogenization and Declining Diversity
Sustainability and Well-being Risk › Socioeconomic Impact
IA-02 Transparency·Undisclosed AI Interaction
Fine-Tuning Breaking Safety Alignment
Reliability and Security Risk › Uncontrolled Behavior
IA-05 Reliability·Performance Degradation and Data Drift
Objective Drift Over Time
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Underachievement of Deployment Objectives
Rebound Effect Offsetting Efficiency Gains
Sustainability and Well-being Risk › Environmental Impact
IA-08 Environmental Impact·Indirect Environmental Impact
Data Persisting in Models Beyond Retention Limits
Privacy & Security Risk › Unauthorized Data Use
IA-04 Privacy·PII Processing Obligations and Rights Exercise
Electronic Waste from Hardware Replacement
Sustainability and Well-being Risk › Environmental Impact
IA-08 Environmental Impact·Indirect Environmental Impact
Premature Retirement Worsening Waste
Sustainability and Well-being Risk › Environmental Impact
IA-08 Environmental Impact·Indirect Environmental Impact
Environmental Costs Transferred to Vulnerable Regions
Sustainability and Well-being Risk › Environmental Impact
IA-08 Environmental Impact·Indirect Environmental Impact