Overall Risk Scenarios
34 / 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 |
Active filters:IA-05 Reliability ✕
34 risk scenarios
Absence of Model Validation
Accountability and Transparency Risk › Compliance Obligation
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Generation of Non-Existent Factual Content
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Breakdown in Multi-Step Reasoning
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Failures and Remediation Planning
Security Defects in Generated Code
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Confidence Miscalibration
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Degenerate Output from Improper Decoding Settings
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Failures and Remediation Planning
Sycophantic Response Bias
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Failure of Ethical Judgment
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Distortion of Mid-Document Content
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Failures and Remediation Planning
Errors Extended to Maintain Consistency
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Failures and Remediation Planning
Difficulty of Multi-System Safety Validation
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Autonomous Process Entering an Infinite Loop
Privacy & Security Risk › Resource Abuse & Denial of Service
IA-05 Reliability·Failures and Remediation Planning
Node Failure Triggering Cascading Collapse
Privacy & Security Risk › Resource Abuse & Denial of Service
IA-05 Reliability·Failures and Remediation Planning
Single-Supplier Dependency as a Point of Failure
Privacy & Security Risk › Resource Abuse & Denial of Service
IA-05 Reliability·Failures and Remediation Planning
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
System Guiding Users Toward Improper Conduct
AI Interaction and Application Risk › Overreliance & Automation Bias
IA-05 Reliability·Monitoring, Feedback, and Evaluation
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
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
Conflicting Objectives Across Systems
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-05 Reliability·Failures and Remediation Planning