JP Morgan turns to machine learning for options hedging
New models sidestep Black-Scholes and could slash hedging costs for some derivatives by up to 80%
JP Morgan is using machine learning to automate the hedging of some equity options, a move that one quant calls a “game-changer”.
The bank started using machine learning to hedge a portion of its index vanilla flow book last year. Since then, it has been able to hedge its exposures faster, and quote higher volumes as a result.
“The real advantage is we are able to increase volumes quoted – because we are faster,” says Hans Buehler, global head of equities analytics, automation and
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 Markets
Does no-hedge strategy stack up for mag seven mavericks?
At Amazon, Meta and Tesla, the lack of FX hedging might raise eyebrows, but isn’t necessarily a losing technique
HKMA’s renminbi repo plans boost hopes for onshore access
Market participants optimistic that new provisions for offshore repos of onshore bonds is first step towards mainland access
Euro swap spread volatility challenges Bund’s hedging role
German Bunds face scrutiny as euro swap spreads turn negative, forcing traders to rethink hedging strategies
UBS sterling rates head departs
Ian Hale left the Swiss bank in December
Bloomberg offers auto-RFQ chat feed – but banks want a bigger prize
Traders hope for unfettered access to IB chat so they can build their own AI-enhanced trading tools
Intrum auction gives CDS buyers minimal payout
Outcome seen as success for market that needed to adjust auction terms amid ongoing restructuring
South Korea’s FX reforms working amid political crisis, dealers say
Martial law presented first test for reforms aimed at boosting deliverable KRW market
BNY hires Deutsche Bank’s Wu to revamp e-trading
New York-based bank is combining e-FX spot, e-FX forwards trading and strats group
