Example Concept: Model drift detection in fairness-critical systems involves monitoring key fairness metrics (e.g., demographic parity, equal opportunity) alongside performance metrics. Implementing a fairness dashboard that tracks these metrics over time can help identify shifts in data distribution or model behavior, triggering alerts when significant changes occur. This allows for timely interventions to recalibrate or retrain the model as needed.