Which attribute of AI ethics emphasizes stakeholder understanding of how decisions are made?

Which attribute of AI ethics emphasizes stakeholder understanding of how decisions are made?

• A. Transparency
• B. Fairness
• C. Accountability
• D. Safety

Answer: (A)

Transparency focuses on making how decisions are made visible to people affected by the system and other stakeholders. When a model’s inputs, features, training data, and reasoning steps can be examined or explained, users can see why a particular outcome happened. This clarity builds trust, supports auditing, and enables governance because the system is no longer a mysterious black box. For example, showing which features most influenced a decision or providing a clear rationale helps people understand the process and assess whether it’s fair, accurate, and reliable. While fairness, accountability, and safety are essential aspects of AI ethics, they address different concerns—outcome equity, responsibility, and harm avoidance—whereas transparency directly ensures stakeholders understand how decisions are made.

Transparency focuses on making how decisions are made visible to people affected by the system and other stakeholders. When a model’s inputs, features, training data, and reasoning steps can be examined or explained, users can see why a particular outcome happened. This clarity builds trust, supports auditing, and enables governance because the system is no longer a mysterious black box. For example, showing which features most influenced a decision or providing a clear rationale helps people understand the process and assess whether it’s fair, accurate, and reliable. While fairness, accountability, and safety are essential aspects of AI ethics, they address different concerns—outcome equity, responsibility, and harm avoidance—whereas transparency directly ensures stakeholders understand how decisions are made.