Isaca AAIA Exam Dumps - Actual Questions Answers

The PRIMARY consideration is data classification (B), because the AI-based repository handles different types of documents that may contain sensitive, confidential, regulated, or public information. Proper classification ensures correct application of access controls, retention rules, encryption requirements, and privacy protections.

Retention (A) is important but flows from proper classification. Data enrichment (C) and qualitative data collection (D) are not foundational governance controls. AAIA emphasizes classification as the first step in robust AI data governance.

Problem framing (option D) is the process of clearly defining the purpose, scope, and desired outcomes of an AI system before it is built or deployed. According to the ISACA AAIA™ Study Guide, “problem framing is the critical first step that aligns model development and subsequent behaviors with the strategic and operational objectives of the organization.” If the AI problem is not framed in accordance with organizational goals, even a technically successful AI model could generate outputs that do not support the organization’s mission or priorities.

Algorithm debugging, data transformation, and model training are all important phases but rely on the initial problem framing to ensure their efforts are correctly directed.

A data dictionary (A) is the authoritative source for understanding:

Data types and numeric formats

Valid ranges and interpretations

Field definitions and business meaning

Normalization and scaling expectations

Before balancing or preprocessing data, developers must verify that they understand each feature correctly. The AAIA framework emphasizes that misinterpretation of numeric variables often leads to:

Incorrect normalization

Faulty scaling

Skewed class balancing

Inaccurate model training

Statistical summaries (C) help identify distributions but cannot validate semantic meaning. Confusion matrices (D) are used after training. Libraries (B) are tools, not sources of interpretation.