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Answer: The bank has been expanding the use of artificial intelligence techniques to most of its data analysis processes.
## Explanation Option C is the most likely to pose a challenge for compliance with Basel principles for risk data aggregation and reporting because: - **Basel Principle 1**: Requires governance and infrastructure that ensures data accuracy, integrity, and completeness - **Basel Principle 5**: Emphasizes the importance of comprehensiveness in risk data aggregation - **Basel Principle 6**: Focuses on accuracy and integrity of data **Why Option C poses a challenge:** - Expanding AI techniques to "most" data analysis processes could compromise data integrity and transparency - AI/ML models can be "black boxes" making it difficult to validate and verify data accuracy - Basel principles require clear audit trails and understanding of data processes - Over-reliance on AI may conflict with the need for manual validation and human oversight **Why other options are less problematic:** - **Option A**: Bank-wide aggregation is actually aligned with Basel principles - **Option B**: Adjusting frequency based on market volatility shows responsiveness, which is positive - **Option D**: Including all risk types (Pillar 1 and 2) demonstrates comprehensive coverage, which is compliant The key issue with AI expansion is that it may compromise the transparency, accuracy, and auditability requirements that are fundamental to Basel's risk data aggregation principles.
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A senior risk manager at a US-based bank is working with the chief technology officer (CTO) on implementing a strong set of risk data aggregation and reporting practices at the bank that better complies with the Basel principles. The CTO asks the manager's opinion regarding potential challenges to this implementation given the bank's current practices. Which of the following observations about the bank's current practices is most likely to pose a challenge for the bank in complying with the Basel principles for risk data aggregation and reporting?
A
The bank has been aggregating its data on its risk exposures at the bank-wide level.
B
The bank has been adjusting the frequency of its risk reports to keep pace with changes in financial market volatility.
C
The bank has been expanding the use of artificial intelligence techniques to most of its data analysis processes.
D
The bank has been including all risk types, including the Basel Pillar 1 and Pillar 2 risk types, in its risk reports.
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