
Allianz Global Investors adopts NLP signals in equities
Move to tackle unstructured data starts with sell-side analyst reports

Allianz Global Investors is adopting natural language processing (NLP) signals across its entire equities division, starting with signals generated by analysing sell-side analyst reports.
Two years ago, the San Diego-based quantitative team at the €535 billion ($588.3 billion) asset management firm started a NLP effort to tackle the kind of unstructured data quants struggle to pipe through their statistical models.
Natural language processing is a subfield of artificial intelligence
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 Investing
Mitigating risks with derivative ETFs
S&P Global Market Intelligence's Enrico Piccin discusses the evolution of synthetic ETFs, regulatory impacts, and balancing leverage and transparency
Pimco’s $19 billion Sonia swaptions trade
Counterparty Radar: Bond giant springs up as largest player in space among US mutual fund managers, with Guggenheim shadowing its move
How Florida’s pension plan foresaw deglobalisation and trimmed its risk
Retirement fund reduced exposure to public equities more than a year ago
Asia’s bond investors hesitant to buy US dip, say dealers
Insurers and pension funds have been slower to step in than usual during sell-off
How Trump’s trade talks may play out
SSGA’s chief geopolitical strategist on which tariffs stay in place and who blinks first in negotiations
Market whipsaw spurs calls to rethink buy-side stress-testing
Risk Live Boston: Morgan Stanley and BlackRock urge rethink of scenario assumptions and top-down factor models
MSU endowment beats peers by ‘not minding that it hurts’
CIO Philip Zecher rides out tariff storm with long-term view; singles out ‘Mag 3’ tech stocks
The end of the world, or an artificial crisis?
Bimodal tariff threat leaves investors grappling with uncertainty