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 –
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
Banks eye cost cuts ahead of RateStream Treasuries push
FX SpotStream’s move into rates seen as both fee-saver and potential boost to streaming execution
Real money investors cash in as dispersion nears record levels
Implied spreads were elevated to start 2026. Realised levels have been “almost unprecedented”
JP Morgan gives corporates an FX blockchain boost
Kinexys digital platform speeds cross-currency, cross-entity client payments
China eases cross-border grip in new derivatives rules
Lawyers hail return to a “more orthodox territorial approach” to regulating the market
Fannie, Freddie mortgage buying unlikely to drive rates
Adding $200 billion of MBSs in a $9 trillion market won’t revive old hedging footprint
Market-makers seek answers about CME’s cloud move
Silence on data centre changes fuels speculation over how new matching engine will handle orders
Neural networks unleashed: joint SPX/VIX calibration has never been faster
SPX and VIX options can be jointly calibrated in real time with deep neural networks
Ardagh CDS outcome satisfies some, but presents more questions
Early restructuring trigger and asset-package delivery could signify a new era for European trades
