AI Ethics Risk Assessment

Comprehensive risk assessment framework for AI systems

Risk Assessment Tool

AI System Risk Analysis

Privacy and Data Protection

Unauthorized access to sensitive personal data

High
Severity: critical Likelihood: medium
Controls:
  • End-to-end encryption
  • Access control mechanisms
  • Regular security audits
  • Data minimization practices

Data retention beyond necessary period

High
Severity: high Likelihood: high
Controls:
  • Automated data deletion
  • Retention policy enforcement
  • Regular data audits

Algorithmic Fairness

Discriminatory outcomes for protected groups

Critical
Severity: critical Likelihood: high
Controls:
  • Fairness metrics monitoring
  • Regular bias audits
  • Diverse training data
  • Model validation procedures

Unintended proxy discrimination

Medium
Severity: high Likelihood: medium
Controls:
  • Feature correlation analysis
  • Protected attribute identification
  • Impact assessment

Transparency and Explainability

Black box decision-making

High
Severity: high Likelihood: high
Controls:
  • Explainable AI techniques
  • Decision logging
  • User-friendly explanations
  • Audit trail maintenance

Insufficient documentation

Medium
Severity: medium Likelihood: medium
Controls:
  • Documentation standards
  • Version control
  • Knowledge management
  • Regular reviews

Security and Robustness

Adversarial attacks on AI models

High
Severity: critical Likelihood: medium
Controls:
  • Adversarial training
  • Input validation
  • Model hardening
  • Security testing

Model performance degradation

Medium
Severity: high Likelihood: medium
Controls:
  • Performance monitoring
  • Regular retraining
  • Data drift detection
  • Backup models

Accountability and Governance

Unclear responsibility for AI decisions

Medium
Severity: high Likelihood: medium
Controls:
  • Clear ownership structure
  • Decision responsibility matrix
  • Escalation procedures
  • Regular governance reviews

Non-compliance with regulations

High
Severity: critical Likelihood: medium
Controls:
  • Regulatory monitoring
  • Compliance assessments
  • Policy updates
  • Staff training

Social Impact and Ethics

Negative societal consequences

High
Severity: critical Likelihood: medium
Controls:
  • Impact assessments
  • Stakeholder engagement
  • Ethical guidelines
  • Regular reviews

Misuse of AI capabilities

Medium
Severity: high Likelihood: medium
Controls:
  • Usage monitoring
  • Access controls
  • Ethics training
  • Incident response