Assess graduate-level ability to evaluate the impact and ethical trade-offs of AI-driven recruitment and promotion systems on diversity, organizational performance, and legal compliance in multinational corporations. Scope includes algorithmic bias detection and mitigation, fairness metrics, performance trade-offs, cross-jurisdictional regulatory frameworks, governance and audit practices, stakeholder analysis, and policy recommendations grounded in statistical and legal evidence.