AAIA Practice #5: Data Quality Bias, ISO 42001 Gaps & Drift Detection

ISACA Advanced in AI Audit practice exam walkthrough. Theme: Data Quality Bias & AI Governance Compliance Gaps In this session we walk through 10 questions with answer reveals and explanations for ISACA AAIA certification candidates (IT auditors moving into AI audit). Topics in this batch: data quality dimensions, CRISP-ML(Q) robustness, NIST AI RMF GOVERN, data poisoning types, IEEE 7010 well-being domains, ISO 42001 impact assessment, EU AI Act Article 14 human oversight, covariate shift detection. Keywords: ISACA AAIA, Advanced in AI Audit, AAIA exam prep, AI audit framework, AI governance, AI risk management, AI control objectives, AI ethics, AI compliance, AI assurance, AI data governance, AI model lifecycle, AI regulatory landscape, AAIA certification. Chapters: 0:00 Question 1 1:23 What this session covers 1:46 Question 2 3:16 Question 3 5:06 Question 4 6:54 Question 5 8:29 Question 6 + extra explanation 11:37 Question 7 13:30 Question 8 15:39 Question 9 + extra explanation 19:08 Question 10 + extra explanation 22:11 Takeaways 22:44 Wrap-up Use this as an active practice session: pause during each countdown, choose your answer, then compare your reasoning with the explanation. If you need more practice questions, visit https://certcompanion.com/exams #ISACA #AAIA #AIAudit