Rise of the machines: AI begins to tackle credit risk
Self-taught technology could push humans aside from some – or all – of the underwriting process
Artificial intelligence has been a trope of science fiction for decades. From the unsettling and double-crossing HAL in the film 2001: A Space Odyssey to the oppressive robots enslaving humanity in The Matrix and The Terminator, the concept of sentient machines outsmarting and overthrowing their creators has long permeated popular culture.
If these movies are anything to go by, credit risk managers should be worried.
Machine learning, a subset of AI that allows computers to answer simple
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
To liquidity and beyond: new funding strategies for UK pensions and insurance
Prompted by policy shifts and macro events, pension funds and insurance firms are seeking alternative solutions around funding and liquidity
More cleared repo sponsors join Eurex ahead of cross-margining
End of TLTROs for banks and pension fund search for liquidity management tools drives uptake
Reimagining model risk management: new tools and approaches for a new era
A collaborative report by Chartis and Evalueserve on how the use of automation can combat the growing complexity of managing model risk due to regulation and market volatility
What Goldman’s appeal victory means for Fed stress tests
Decision could embolden more banks to appeal, analysts say. But others believe result is one-off
Clearing members rattled as CME approved to launch its own FCM
National Futures Association registration sharpens concerns about conflict of interest with CCP
CME files application for US Treasury and repo clearing
New entrant believes direct user access model will avoid accounting problem that hampers rival FICC
UST repo clearing: considerations for ‘done-away’ implementation
Citi’s Mariam Rafi sets out the drivers for sponsored and agent clearing of Treasury repo and reverse repo
Gensler to stick to Treasury clearing timetable
SEC chief promises to keep up the pressure for done-away trades
