CCAR-P Governance, Safety, and Risk Management Practice Question
An organization discovers that their AI application is producing biased outputs on certain demographic groups. What is the correct governance step to take first?
⚠ Common exam trap
Candidates often rush to 're-train' the model to fix bias. They ignore the immediate need to halt the harmful output while a root cause analysis is performed.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Suspend the affected functionality to perform a root cause analysis.
The first step in addressing bias is to pause the specific application or feature until a root cause analysis can be performed. Continuing to use an AI that is known to exhibit bias causes ongoing harm and creates legal and reputational risk. Once the system is stabilized, the team can then perform a systematic audit, update the model instructions or data, and re-validate before moving back into a production state.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Immediately delete all historical user data.
Why it's wrong here
Deleting data without analysis prevents the organization from investigating why the bias occurred. It makes it impossible to identify the root cause or evaluate the scale of the issue. A proper governance approach involves data retention and auditing to understand and fix the problem systematically.
- ✓
Suspend the affected functionality to perform a root cause analysis.
Why this is correct
Suspending the affected functionality is the responsible governance action to mitigate immediate harm. It allows the team to perform a thorough root cause analysis, identify the source of the bias, and ensure that appropriate fixes are in place before the service is resumed for the users.
- ✗
Publish a press release explaining the bias.
Why it's wrong here
Publishing a press release before fixing the issue is premature and potentially damaging. Governance requires addressing the technical and policy failures first. Transparency is important, but it should follow an internal assessment and a remediation plan, rather than serving as a substitute for actual safety improvements.
- ✗
Ignore the bias if the system is highly profitable.
Why it's wrong here
Profitability never justifies the perpetuation of harm or bias. Ignoring such issues is a major governance failure that violates ethical standards, risks severe regulatory consequences, and can cause long-term damage to the organization's reputation and trust with its user base. Safety must always be prioritized over revenue.
About these practice questions
This CCAR-P question is part of Courseiva's 262-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →
JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed September 2026 · checked against the official Anthropic exam blueprint
This CCAR-P practice question is part of Courseiva's free Anthropic certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the CCAR-P exam.