Which issue arises when the system cannot explain how it arrives at a decision, creating accountability gaps?

Which issue arises when the system cannot explain how it arrives at a decision, creating accountability gaps?

• A. Privacy Threats
• B. Vulnerability
• C. Back-propogation
• D. Lack of Accountability

Answer: (D)

When a system can’t explain how it arrives at a decision, accountability gaps appear because no one can trace the reasoning, challenge the outcome, or verify fairness during audits or regulatory reviews. This lack of explainability makes it difficult to identify biased data, flawed patterns, or errors, and it hampers governance and responsibility for the decision. In risk management, explainability is essential for model risk governance, enabling regulators and stakeholders to understand, challenge, and override when needed. The other options don’t fit this issue as precisely. Privacy threats concern protecting personal data, not the ability to explain decisions. A vulnerability is a broad risk without tying directly to explainability or accountability. Back-propagation is simply a training algorithm and does not describe gaps in accountability.

When a system can’t explain how it arrives at a decision, accountability gaps appear because no one can trace the reasoning, challenge the outcome, or verify fairness during audits or regulatory reviews. This lack of explainability makes it difficult to identify biased data, flawed patterns, or errors, and it hampers governance and responsibility for the decision. In risk management, explainability is essential for model risk governance, enabling regulators and stakeholders to understand, challenge, and override when needed.

The other options don’t fit this issue as precisely. Privacy threats concern protecting personal data, not the ability to explain decisions. A vulnerability is a broad risk without tying directly to explainability or accountability. Back-propagation is simply a training algorithm and does not describe gaps in accountability.