Question 1

A healthcare organization uses patient data to train an AI model for early disease detection. Which of the following practices provides the BEST assurance that personal data is secure and its integrity is maintained?

Options :

A : Encrypting stored data to reduce exposure and log access

B : Updating the AI model with new data and tracking changes

C : Implementing strict data access controls and conducting security tests

D : Anonymizing patient data and performing regular quality checks

Answer: D

Question 2

Which of the following is the MOST important task when gathering data during the AI system development process?

Options :

A : Stratifying the data

B : Isolating the system

C : Cleaning the data

D : Training the system

Answer: C

Question 3

A healthcare organization uses data clustering to group patients by medical history for personalized treatment recommendations. Which of the following is the GREATEST privacy risk associated with this practice?

Options :

A : The clustering requires more data, increasing the risk of a privacy breach.

B : Clustering increases the complexity of the model, making data harder to anonymize.

C : Irrelevant features in the data may result in inaccurate or biased treatments.

D : Clusters can reveal sensitive personal information depending on how the information is presented.

Answer: D

Question 4

An IS auditor reviewing documentation for an AI model notes that the modeler utilized a K-means clustering algorithm, which clusters data into categories for correlations and analysis. Which of the following is the MOST important risk for the auditor to consider?

Options :

A : K-means clustering is not a common data clustering method due to its complexity and difficulty categorizing data correctly.

B : K-means clustering requires the modeler to supervise the learning analysis, which can introduce bias.

C : K-means clustering algorithms are significantly sensitive to outliers and dependent on the similarity of units of measure.

D : K-means clustering determines the number of clusters for the modeler without supervision.

Answer: C

Question 5

Which of the following will provide the BEST evidence to support the alignment of an AI model with an organization's business objectives?

Options :

A : AI model vulnerability assessment

B : AI change management requests

C : AI model inventory

D : AI acceptable use policy

Answer: C

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