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NEW QUESTION # 250
Which of the following strategies used by modelers to enhance data accuracy has the GREATEST risk of bias and information loss?
Answer: B
Explanation:
Imputing missing values using the mean, median, or mode is a common technique to fill blanks in datasets. However, according to the AAIATM Study Guide, this method introduces a significant risk of information distortion, especially if the data is not normally distributed or if imputed values disproportionately impact underrepresented groups.
"Simple imputation can reduce data variability and reinforce existing biases. It may also misrepresent the true distribution of the data, leading to skewed model outputs."
NEW QUESTION # 251
Which of the following is MOST important to consider when auditing an organization's AI procedures?
Answer: A
Explanation:
The integrity of data fed into AI systems is a critical concern. The AAIA™ Study Guide emphasizes that validation and filtration processes are essential to mitigate the risk of data poisoning-an attack that can manipulate model behavior by injecting malicious inputs.
"Data poisoning represents a major vulnerability in AI pipelines. Effective controls include robust validation, filtration, and monitoring of training data sources. These preventive practices are essential to ensure model reliability and security." While options A, B, and C are important operational and training measures, only D addresses a technical risk that can directly compromise model outputs and trustworthiness.
Reference: ISACA Advanced in AI Audit™ (AAIA™) Study Guide, Section: "AI Governance and Risk Management," Subsection: "AI Data Integrity and Attack Prevention"
NEW QUESTION # 252
An organization plans to implement an AI search and chatbot solution provided by an external vendor. Which of the following is MOST important for an IS auditor to confirm?
Answer: B
Explanation:
For third-party (SaaS) AI solutions, the organization relies on the vendor's internal controls to ensure data security, privacy, and model integrity. The AAIATM manual highlights that the most critical confirmation is "Whether the vendor can provide an independent third-party attestation" (such as a SOC 2 Type II or ISO/IEC 42001 report). This provides the organization with reliable evidence that the vendor's AI governance and security practices have been verified by an external auditor.
NEW QUESTION # 253
Which of the following is the GREATEST risk when a generative AI tool used for threat detection produces inaccurate or misleading information?
Answer: B
Explanation:
In the context of cybersecurity and threat detection, the "accuracy" of AI outputs is a matter of organizational safety. The greatest risk of inaccurate information (such as false negatives) is that
"Potential threats may be overlooked," leading to undetected breaches or system compromises.
This occurs when the model fails to flag a genuine anomaly as suspicious.
NEW QUESTION # 254
Which of the following BEST describes "human-in-the-loop" as an AI control?
Answer: D
Explanation:
Human-in-the-loop controls insert human judgment at the decision point, particularly for high-risk or high-impact outputs, serving as a safeguard against automation errors.
NEW QUESTION # 255
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