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
Environmental Impact of Critical Mineral Extraction
Sustainability and Well-being Risk › Environmental Impact
IA-08 Environmental Impact·Direct Environmental Impact
Societal Bias Embedded in Historical Data
Fairness and Discrimination Risk › Algorithmic Discrimination
IA-03 Fairness & Non-discrimination·Inequitable Allocation of Opportunities
Insufficient Representation in Training Data
Fairness and Discrimination Risk › Algorithmic Discrimination
IA-03 Fairness & Non-discrimination·Stereotype Reinforcement
Annotator Bias Transferred into the Dataset
Fairness and Discrimination Risk › Algorithmic Discrimination
IA-01 Accountability·Training Data Impact
Synthetic Data Amplifying Existing Bias
Fairness and Discrimination Risk › Algorithmic Discrimination
IA-03 Fairness & Non-discrimination·Stereotype Reinforcement
Imbalanced Multilingual Data Distribution
Fairness and Discrimination Risk › Algorithmic Discrimination
IA-03 Fairness & Non-discrimination·Stereotype Reinforcement
Stereotypes Learned and Reinforced
Fairness and Discrimination Risk › Algorithmic Discrimination
IA-03 Fairness & Non-discrimination·Stereotype Reinforcement
Training on Personal Data Without Consent
Privacy & Security Risk › Unauthorized Data Use
IA-04 Privacy·PII Collection Impact
Copyright Disputes Over Web-Scraped Content
Privacy & Security Risk › Unauthorized Data Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Secondary Use Beyond Collection Purpose
Privacy & Security Risk › Unauthorized Data Use
IA-04 Privacy·PII Collection Impact
Implicit Collection and Opaque Consent
Privacy & Security Risk › Unauthorized Data Use
IA-04 Privacy·PII Collection Impact
Label Tampering Attack
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Backdoor Trigger Sample Implantation
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Crowdsourced Annotation Poisoning
Privacy & Security Risk › Data Poisoning
IA-01 Accountability·Training Data Impact
Poisoning of the Retrieval Knowledge Base
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Safety Alignment Broken During Fine-Tuning
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Gradient Poisoning in Distributed Training
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Manipulation of Human Preference Data
Privacy & Security Risk › Data Poisoning
IA-01 Accountability·Training Data Impact
Upstream Contamination of Automated Data Pipelines
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Violation of Open-Source Model License Terms
Accountability and Transparency Risk › Compliance Obligation
IA-06 (Safety and Security )·System Security Vulnerabilities
Malicious Packages Entering the Development Environment
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Backdoored Models on Public Platforms
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Vulnerabilities in the Training Framework Itself
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Blind Spots from Missing Component Inventory
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities