Managing AI models is reshaping three lines of defence, say banks
Risk Live: Model managers want seat at table during development, and expect first line to take charge of AI model testing
The job of managing artificial intelligence models is challenging the traditional three lines of defence framework, say risk managers, with some calling for the first line to take on more formal responsibility for continuous testing and monitoring of AI models.
With financial risk models, traditionally, a bank’s model validation team creates a challenger model, and in some cases also does part of
Only users who have a paid subscription or are part of a corporate subscription are able to print or copy content.
To access these options, along with all other subscription benefits, please contact info@risk.net or view our subscription options here: http://subscriptions.risk.net/subscribe
You are currently unable to print this content. Please contact info@risk.net to find out more.
You are currently unable to copy this content. Please contact info@risk.net to find out more.
Copyright Infopro Digital Limited. All rights reserved.
As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (point 2.4), printing is limited to a single copy.
If you would like to purchase additional rights please email info@risk.net
Copyright Infopro Digital Limited. All rights reserved.
You may share this content using our article tools. As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (clause 2.4), an Authorised User may only make one copy of the materials for their own personal use. You must also comply with the restrictions in clause 2.5.
If you would like to purchase additional rights please email info@risk.net
More on Risk management
A third of banks do not maintain logs for GenAI models
Risk Benchmarking study finds few banks review prompt logs systematically, with larger firms focusing on higher risk use-cases
Few banks formally evaluate GenAI human-in-the-loop controls
Risk Benchmarking: G-Sibs and challengers use tools to test controls efficacy; others rely on judgement
From gatekeeper to coach: model risk bids to reinvent itself
Model Risk Benchmarking data reveals a function in flux, grappling with resource cuts, AI models, regulatory divergence
CFTC backs clearing exemption for risk reduction runs
CCP sources concerned about switch to bilateral trades, as other regulators also soften rules
0DTE options and non-banks could accelerate market risk
Risk Live: Risk managers warn trading desks in “uncharted territory” with shocks moving faster
Anthropic curbs and cost fears spur banks to shop around for AI
Risk Live: Banks increasingly wary of reliance on US models amid uncertain geopolitical environment and mounting costs
Risk managers want closer relationship with first line
Risk Live: New risks emerging at speed means deep division between lines of defence is dangerous
AI agents could become credit risk managers… almost
Risk Live: Bankers say credit stress-testing could be automated, but humans remain accountable