Modelling
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
Banks welcome UK IMA eligibility test delay, but some want more
Risk Live: PRA extends monitoring for ‘Spearman’ test, while US regulators drop correlation metric
AI autonomy may redefine risk management roles
Risk Live: Machine validation of autonomous processes may emerge “relatively soon”, EIF risk chief says
Treat AI models as would-be hackers, says quant
Risk Live: Models capable of “strategic deception” require different risk management, says former Risk.net quant of the year
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
US FRTB glitch could spit out negative capital charges
Effort to recognise risk diversification between IMA and standardised approach went too far
Half of banks use scenarios to set third-party Pillar 2 capital
Risk Benchmarking study finds resilience risk less widely covered than cyber and IT disruption, but more formalised where scenarios exist
Why do prices jump?
After years of investigation, we still aren’t sure, says Jean-Philippe Bouchaud
Don’t mind the gap risk: regulatory treatment of credit repacks
Gap risk in repackaging is not a credit valuation adjustment for Basel III capital purposes, argues senior quant Andrey Chirikhin
Second line seeks to stamp its authority on AI risk
Risk Benchmarking study finds fragmented accountability for AI risk among banks, and most are short of controls to contain it
Vinicius fortune: quantifying luck in the World Cup draw
Julien Guyon explains how bias, variance and luck affect teams in this summer’s tournament – and explores wider relevance for portfolio managers
The race to model private market risks
BlackRock maps holdings to risk factors; competitors aim to get the best from statistical methods
Europe’s next chore: cleaning a floor made messy by the US
Rejection of Basel III’s output floor leaves EU with some difficult decisions to make
Markets perceive the future in very distorted ways
Discounting paradigms should adapt to be more realistic, says Jean-Philippe Bouchaud
Prediction markets can be a canary in the coal mine
Prices of contracts on the likes of Polymarket can act as signals for risk management and hedging, says risk expert
How AI agents can join the dots for risk managers
Citi risk expert outlines agentic AI tool that would pull together structured and unstructured data on trading and lending approvals to create single, unified view of risk
Do banks still need to validate GenAI models?
Regulators carved out GenAI models from new risk guidance. Banks shouldn’t see this as a reason to stop validating them.
Capturing smile dynamics with the quintic volatility model: SPX, SSR and VIX
A new model captures the term structure of SPX & VIX implied volatilities, ATM skew, and the skew-stickiness ratio
Hopes, fears and ‘mass confusion’: the sudden end of SR 11-7
Banks welcome chance to prioritise model reviews, but fret over future policy changes and AI
AI risk management and the shift to capability control
By reframing validation, banks can align innovation with regulatory demands and maintain robust risk discipline, argues risk manager
In the age of GenAI, why do we still need good models?
Jean-Philippe Bouchaud says models can guide artificial intelligence through regime shifts and away from overfitting