Which CPMAI principle addresses fairness, accountability, transparency, and user privacy in AI systems?

• A. Regulatory compliance and data privacy.
• B. Technical performance and scalability.
• C. Ethical AI and governance principles, including fairness, accountability, transparency, and privacy.
• D. Data governance and security.

Answer: (C)

This CPMAI principle centers on ensuring AI systems are developed and operated in an ethical, governed manner that respects people and society. It explicitly covers fairness by addressing bias and disparate impact, accountability through clear roles, responsibilities, and auditability, transparency via explainability and disclosure of how decisions are made, and privacy by protecting user data and applying privacy-preserving practices. This holistic governance perspective is the best fit because it directly includes all four elements—fairness, accountability, transparency, and privacy—within one framework. Other areas focus on important aspects like regulatory compliance and data privacy, technical performance and scalability, or data governance and security, but they don’t integrate these four foundational considerations into a single ethical governance principle.