Data Management Specific to AI AAIA Practice Questions (Page 2)

Questions 6–10

1. 6foundation · easy

   What is the primary purpose of a data governance framework in the context of AI?

   • ATo establish policies and responsibilities for managing data assets effectively
   • BTo provide a platform for data storage
   • CTo automate model training
   • DTo encrypt all data in the organization
   Reveal Solution Discussion Select an answer first
2. 7foundation · easy

   Which privacy principle requires that only the minimum amount of personal data necessary for a specific AI purpose be collected?

   • AData accuracy
   • BData portability
   • CData retention
   • DData minimization
   Reveal Solution Discussion Select an answer first
4. 8foundation · easy

   Which practice is essential for ongoing monitoring of data integrity in AI systems?

   • ARegularly checking data quality metrics and logs
   • BPerforming a one-time data backup
   • CUsing a single data source
   • DEncrypting data at rest
   Reveal Solution Discussion Select an answer first
5. 9expert · hard

   An AI auditor is reviewing a model that recommends personalized marketing offers. The model's output is based on a feature that was derived from a third-party data source. During the audit, the auditor needs to verify that the data used to train the model is the same data that was originally acquired from the vendor. The organization has a data governance framework but no automated lineage tool. Which approach provides the most reliable evidence of data provenance and lineage for the audit?

   • ACheck the vendor's invoice to confirm the data was purchased, and assume the data was used as-is.
   • BReview the model's final performance metrics to confirm the data was used correctly.
   • CInterview the data engineering team to confirm that they used the vendor's files without modification.
   • DReview the data ingestion logs and compare checksums of the raw vendor files against the files stored in the data lake.
   Reveal Solution Discussion Select an answer first
6. 10foundation · easy

   What is a common source of bias in AI training data?

   • AHigh data storage capacity
   • BExcessive data encryption
   • CUnderrepresentation of certain demographic groups
   • DFrequent data backups
   Reveal Solution Discussion Select an answer first