Overall Risk Scenarios
33 / 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-01 Accountability ✕
33 risk scenarios
High-Risk System Not Formally Registered
Accountability and Transparency Risk › Compliance Obligation
IA-01 Accountability·Legal Status and Life Opportunities
Insufficient Regulatory Compliance Preparation
Accountability and Transparency Risk › Compliance Obligation
IA-01 Accountability·Legal Status and Life Opportunities
Missing Personal Data Impact Assessment
Accountability and Transparency Risk › Compliance Obligation
IA-01 Accountability·Physical or Psychological Harm
Conflicting Cross-Border Regulatory Requirements
Accountability and Transparency Risk › Compliance Obligation
IA-01 Accountability·Legal Status and Life Opportunities
Unclear Liability When Harm Occurs
Accountability and Transparency Risk › Compliance Obligation
IA-01 Accountability·Physical or Psychological Harm
Technology Outpacing Regulatory Capacity
Accountability and Transparency Risk › Compliance Obligation
IA-01 Accountability·Legal Status and Life Opportunities
Regulatory Gaps in Specific Sectors
Accountability and Transparency Risk › Compliance Obligation
IA-01 Accountability·Legal Status and Life Opportunities
Grey Areas in Value-Chain Responsibility
Accountability and Transparency Risk › Accountability Deficiency
IA-01 Accountability·Physical or Psychological Harm
Absence of AI Governance Structure
Accountability and Transparency Risk › Accountability Deficiency
IA-01 Accountability·Underachievement of Deployment Objectives
Failure of Pre-Deployment Due Diligence
Accountability and Transparency Risk › Accountability Deficiency
IA-01 Accountability·Underachievement of Deployment Objectives
Broken Accountability Along the Supply Chain
Accountability and Transparency Risk › Accountability Deficiency
IA-01 Accountability·Physical or Psychological Harm
Large-Scale Displacement of Employment
Sustainability and Well-being Risk › Socioeconomic Impact
IA-01 Accountability·Physical or Psychological Harm
Annotator Bias Transferred into the Dataset
Fairness and Discrimination Risk › Algorithmic Discrimination
IA-01 Accountability·Training Data Impact
Crowdsourced Annotation Poisoning
Privacy & Security Risk › Data Poisoning
IA-01 Accountability·Training Data Impact
Manipulation of Human Preference Data
Privacy & Security Risk › Data Poisoning
IA-01 Accountability·Training Data Impact
Tampered Training Records Concealing Problems
Privacy & Security Risk › Model Provenance Tampering
IA-01 Accountability·Training Data Impact
Opaque Model Provenance Chain
Privacy & Security Risk › Model Provenance Tampering
IA-01 Accountability·Training Data Impact
Incomplete Audit Trail
Accountability and Transparency Risk › Accountability Deficiency
IA-01 Accountability·Legal Status and Life Opportunities
Lack of Effective Appeal Channels
Accountability and Transparency Risk › Accountability Deficiency
IA-01 Accountability·Legal Status and Life Opportunities
Untrustworthy Output in Professional Domains
Data & Model Risk › Model Hallucination & Unreliable Output
IA-01 Accountability·Training Data Impact
Bypassing Human Review for Automatic Execution
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Insufficient Human Oversight
Privilege Escalation Through Tool Composition
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Insufficient Human Oversight
Loss of Control in Automated Trading
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Insufficient Human Oversight
Metric Attainment Displacing Goal Attainment
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Underachievement of Deployment Objectives