Ethical Framework

4.1 Core Principles

• Transparency in decision-making processes

• Fairness in data representation and analysis

• Privacy protection and data security

• Accountability in algorithmic decisions

• Bias mitigation and neutrality

4.2 Governance Structure

• Independent oversight board

• Regular ethical audits

• Transparent reporting mechanisms

• Stakeholder feedback integration

• Continuous ethical review process