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NT Quantitative Strategies

HOW AI-BASED MODELS ARE DRIVING ALPHA GENERATION

Learn how Natural Language Processing (NLP) and Large Language Models (LLMs) are unlocking durable alpha and takeaway a framework to evaluate whether your manager’s approach delivers.

EVALUATE YOUR MANAGER’S USE OF AI MODELS

Natural Language Processing (NLP) can unlock alpha, but only when applied with real skill and discipline. While many equity managers reference NLP, few apply it effectively.  
 

Our latest article provides a practical framework to help investors understand how AI-based models work, where they fall short, and what robust implementation requires. It also includes a framework to evaluate whether your manager’s NLP approach is truly delivering.

THE HIDDEN ALPHA SIGNALS IN COMPANY NETWORKS


Most investment models analyse companies in isolation, missing the company connections that shape competitive advantage and risk. Our research shows how mapping unstructured data and company relationships through Natural Language Processing (NLP) and Large Language Models (LLMs) reveals overlooked signals for alpha generation. We illustrate how these models work and deliver an expanded framework for evaluating your manager’s approach.

Read the report to understand how a company’s networks can reveal hidden signals. 

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This content may not be edited, altered, revised, paraphrased, or otherwise modified without the prior written permission of Northern Trust Asset Management (NTAM). The information contained herein is intended for use with current or prospective clients of Northern Trust Investments, Inc (NTI) or its affiliates. The information is not intended for distribution or use by any person in any jurisdiction where such distribution would be contrary to local law or regulation. NTAM and its affiliates may have positions in and may effect transactions in the markets, contracts and related investments different than described in this information. This information is obtained from sources believed to be reliable, its accuracy and completeness are not guaranteed, and is subject to change. Information does not constitute a recommendation of any investment strategy, is not intended as investment advice and does not take into account all the circumstances of each investor.

This report is provided for informational purposes only and is not intended to be, and should not be construed as, an offer, solicitation or recommendation with respect to any transaction and should not be treated as legal advice, investment advice or tax advice. Recipients should not rely upon this information as a substitute for obtaining specific legal or tax advice from their own professional legal or tax advisors. References to specific securities and their issuers are for illustrative purposes only and are not intended and should not be interpreted as recommendations to purchase or sell such securities. Indices and trademarks are the property of their respective owners. Information is subject to change based on market or other conditions.

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