20+ practice questions focused on AI Governance and Ethics — one of the most tested topics on the CompTIA AI+ AI0-001 exam. Each question includes a detailed explanation so you learn why the right answer is correct.
Start AI Governance and Ethics PracticeA data scientist is using SHAP to explain a complex ensemble model's predictions. A business stakeholder asks why a particular prediction was made. The data scientist wants to show the most influential features for that single prediction. Which SHAP visualisation is most appropriate?
Explanation: A SHAP force plot is specifically designed to visualize the contribution of each feature to a single prediction, showing how features push the prediction from the base value (average model output) to the final prediction. This makes it the ideal choice for explaining an individual prediction to a business stakeholder, as it provides a clear, localized explanation of feature impacts.
A company deploys an AI resume screening tool. It learns from historical hiring data where most successful hires were male, leading the model to favour male candidates. Which type of bias is this primarily?
Explanation: The model learned from historical hiring data that already contained a gender imbalance, where most successful hires were male. This is a classic case of historical bias, where the training data reflects past societal or organizational biases, and the AI system perpetuates those biases in its predictions. The bias originates in the data, not in the model's algorithm or the sampling method.
A healthcare AI startup is developing a model to predict patient readmission risk. The model will be used to allocate post-discharge resources. Which regulatory framework primarily governs the use of patient data in this scenario?
Explanation: HIPAA (Health Insurance Portability and Accountability Act) is the correct regulatory framework because the scenario involves a healthcare AI startup using protected health information (PHI) to predict patient readmission risk. HIPAA governs the use, disclosure, and safeguarding of PHI by covered entities and their business associates, which includes AI models processing patient data for post-discharge resource allocation.
A company is developing an AI policy. Which of the following should be included to ensure accountability for AI-driven decisions?
Explanation: Accountability for AI-driven decisions requires clear assignment of human roles with oversight and decision authority. This ensures that there is a responsible party who can review, override, or be held liable for the AI's outputs, which is a core principle of AI governance frameworks such as the NIST AI Risk Management Framework.
An AI system is being deployed to detect deepfakes in video content. To comply with transparency obligations, what should the company implement?
Explanation: Transparency obligations under AI governance frameworks (e.g., EU AI Act) require clear disclosure when content is AI-generated. A visible or invisible watermark directly informs viewers that the video is synthetic, fulfilling this requirement without over-blocking legitimate content. Option B is correct because it provides a verifiable, non-disruptive method of labeling AI-generated media.
+15 more AI Governance and Ethics questions available
Practice all AI Governance and Ethics questions1. Baseline your knowledge
Start with 10 questions to gauge your current understanding of AI Governance and Ethics. This tells you whether you need a concept refresher or just practice.
2. Review every explanation
For each question — right or wrong — read the full explanation. Understanding why an answer is correct is more valuable than knowing the answer itself.
3. Focus on exam traps
AI Governance and Ethics questions on the AI0-001 frequently use trap wording. Look for subtle differences in answers that test your precision, not just general knowledge.
4. Reach 80% consistently
Do repeated sessions until you score 80%+ three times in a row. Then move to mixed-mode practice to test cross-topic recall under realistic conditions.
The exact number varies per candidate. AI Governance and Ethics is tested as part of the CompTIA AI+ AI0-001 blueprint. Practicing with targeted AI Governance and Ethics questions ensures you can handle any format or difficulty that appears.
Yes. Courseiva provides free AI0-001 practice questions across all exam topics and domains. The platform includes topic-based practice, mock exams, missed-question review, bookmarked questions, and readiness tracking — no account required.
Difficulty is subjective, but AI Governance and Ethics is a high-priority exam concept tested in multiple ways — direct recall, scenario analysis, and command-output interpretation. Consistent practice is the best way to build confidence.
Launch a full AI Governance and Ethics practice session with instant scoring and detailed explanations.
Start AI Governance and Ethics Practice →