FRM Part II · FRM Exam Part II · Advances in Artificial Intelligence: Implications for Capital Markets Activities
Several large banks adopt similar AI tools from the same third-party provider for market surveillance and risk monitoring. From a financial stability perspective, which concern is most relevant?
The main concern is concentration: if many institutions depend on the same provider or similar models, errors, outages or biases can be correlated across the system, creating herding and single points of failure. Third-party use does not exempt firms from resilience or oversight duties.
- AConcentration in a common provider could create correlated errors and operational dependencies across institutionsCorrect
- BUsing similar tools always reduces systemic risk through standardization
- CThird-party tools are exempt from operational resilience expectations
- DIdentical models cannot be affected by data quality problems
Explanation
Reliance on a common provider or similar models can lead to herding, correlated failures and single points of failure. Standardization does not remove risk, and third-party use remains subject to resilience and oversight expectations.
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