1 - AI Model Auditing
- Fairness Checks: Look for demographic or socioeconomic biases.
- Public Reporting: Publish summaries of auditing outcomes and steps taken to fix imbalances.
- Third-Party Audits: Invite external specialists for impartial review.
2 - Algorithmic Decision Validation
- Human Oversight: Permit educators to override automated recommendations.
- Feedback Mechanisms: Allow students or parents to contest data-based evaluations.
- Continuous Monitoring: Update AI models as new data or patterns emerge.