Harms
- Invading people right’s to privacy
- Making biased or unfair decisions or recommendations
- Make decisions in a way that can’t be explained in plain language
- Making unreliable decisions or delivering poor quality outcomes
- Denying people their right to accountability for the decisions
The Seven European Union Principles
- Human agency and oversight
- Technical robustness and safety
- Privacy and data governance
- Transparency
- Diversity, non-discrimination and fairness
- Societal and environmental well-being
- Accountability
Problems with Principles
- Can be interpreted in different ways
- Conflict with each other in concrete cases
- Come into conflict in practice
Reasons for Unfairness
- Skewed sample
- Tainted examples
- Limited features
- Sample size disparity