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IAPP AIGP Exam Syllabus Topics:

Section	Objectives
AI Risk Management and Impact Assessment	- Risk identification and mitigation 1. AI risk categories and classification 2. Bias, fairness, and transparency risks
AI Lifecycle Governance Implementation	- Operational governance controls 1. Model development oversight 2. Deployment and monitoring controls
Regulatory and Legal Frameworks for AI	- Global AI governance regulations 1. NIST AI Risk Management Framework 2. EU AI Act principles
Foundations of AI Systems and Governance	- AI system concepts, lifecycle, and terminology 1. AI definitions and taxonomy 2. AI system lifecycle overview - Governance principles and accountability 1. Organizational governance roles 2. Responsible AI principles

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IAPP Certified Artificial Intelligence Governance Professional Sample Questions (Q94-Q99):

NEW QUESTION # 94
Your company is developing an AI system for global markets. This system involves personal data processing and some decision making that may affect rights of the individuals. Part of your role as an AI governance professional is to ensure the AI system complies with various international regulatory requirements. Which of the following approaches best aligns with a comprehensive understanding of and compliance with AI regulatory requirements in this scenario?

A. Consider that if the AI system complies with local regulations of the country where the company is based, it is not necessary to comply with international regulations as AI is adaptable globally.
B. Develop a compliance strategy based on the strictest requirements in various regulations, including the EU AI Act, GDPR and HIPAA, and harmonize into a unified compliance framework.
C. Adopt a region-specific compliance strategy where the AI is modified to meet regulatory requirements of each region independently, disregarding commonalities or overlaps in international regulations.
D. Focus on the EU AI Act as it is the most comprehensive regulation and its likely compliance with the act will ensure compliance with other international regulations that apply to AI.

Answer: B

NEW QUESTION # 95
Scenario:
An organization wants to leverage its existing compliance structures to identify AI-specific risks as part of an ongoing data governance audit.
Which of the following compliance-related controls within an organization ismost easily adaptedto identify AI risks?

A. Privacy impact assessments
B. Transfer risk assessments
C. Privacy training
D. Penetration testing

Answer: A

Explanation:
The correct answer isD - Privacy impact assessments (PIAs). These aredirectly adaptablefor identifying risks in AI systems, particularly around data usage, bias, and individual impacts.
From the AIGP ILT Guide - Risk Management Module:
"PIAs and DPIAs are existing tools used in privacy compliance that can be extended to evaluate the risks of AI, including fairness, explainability, and legality." AI Governance in Practice Report2025further explains:
"Organizations can adapt privacy impact assessments to evaluate the ethical, legal, and technical risks posed by AI systems. They provide a structured and recognized method." PIAs are preferable over general security practices (like pen testing) which do not address algorithmic bias or legal compliance directly.

NEW QUESTION # 96
A company deploys an AI model for fraud detection in online transactions. During its operation, the model begins to exhibit high rates of false positives, flagging legitimate transactions as fraudulent.
Which is the best step the company should take to address this development?

A. Conduct training for customer service teams to handle flagged transactions.
B. Maintain records of all false positives.
C. Deactivate the model until an assessment is made.
D. Dedicate more resources to monitor the model.

Answer: C

Explanation:
When an AI system causessignificant false positives, especially in sensitive contexts likefraud detection, the priority is tohalt harmful activityand perform a full assessment. Continued use without understanding the fault may cause furthercustomer harmand legal exposure.
From theAI Governance in Practice Report2025:
"Incident management plans should enable identification, escalation, and system rollback to prevent continued harm from malfunctioning AI systems." (p. 12, 35)

NEW QUESTION # 97
What is the technique to remove the effects of improperly used data from an ML system?

A. Model inversion.
B. Data de-duplication.
C. Data cleansing.
D. Model disgorgement.

Answer: D

Explanation:
Model disgorgement is the technique used to remove the influence of improperly used or problematic data from a trained machine learning model.

NEW QUESTION # 98
What is the primary objective of continuous monitoring in the lifecycle of an AI tool?

A. To track and adjust the tool's performance in order to ensure that it meets its goals.
B. To ensure that the AI tool's algorithm evolves independently to adapt to new data without human intervention.
C. To restrict the AI tool from accessing external data sources to maintain data privacy.
D. To periodically upgrade the AI tool's computational resources to maintain processing efficiency.

Answer: A

Explanation:
The correct answer is B because continuous monitoring is a core component of AI governance that ensures systems remain effective, reliable, and aligned with their intended objectives over time. AI systems can degrade due to data drift, model drift, or changing real-world conditions, making ongoing performance tracking essential. Monitoring allows organizations to detect anomalies, biases, or performance issues and take corrective actions such as retraining or recalibration. Governance frameworks emphasize post-deployment oversight to ensure systems continue to operate safely and within acceptable risk thresholds. Option A incorrectly suggests fully autonomous evolution without oversight, which contradicts governance principles. Options C and D address specific operational concerns but do not capture the primary purpose of continuous monitoring, which is maintaining performance, accountability, and alignment with defined goals.

NEW QUESTION # 99
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