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FRM Part II · FRM Exam Part II · Advances in Artificial Intelligence: Implications for Capital Markets Activities

A firm's validation team finds that several trading firms use the same third-party foundation model and similar data for their AI-driven strategies. Which systemic concern does this concentration most plausibly raise?

Heavy reliance on the same third-party model and data raises correlated errors and herding. Firms generate similar signals and react similarly under stress, amplifying market moves and spreading any shared model flaw across institutions at once, which is a financial stability concern.

  1. ACorrelated model errors and herding, amplifying market stressCorrect
  2. BLower operational risk because of standardization
  3. CReduced procyclicality in market liquidity
  4. DImproved diversification of trading signals

Explanation

Common models and data cause firms to produce similar signals and respond alike under stress. This herding can amplify shocks, and a shared flaw hits many institutions simultaneously. Standardization does not reduce this; it concentrates the risk, and diversification of signals falls rather than improves.

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