AI use for Research/Finance
I am a senior in college who has recently accepted an internship with as an Equity Research analyst at a small hedgefund. I've primarily used ChatGPT in school but have heard otehr LLM, like Claude, are better in corporate enviroments. I wanted to know what models are people using and how people in the equity research/finance in general are using AI.
In equity research and finance, AI is increasingly being used as a "research assistant" to process and synthesize large amounts of data efficiently. Here's how AI is being applied in the field:
Data Processing and Analysis: AI models, including machine learning (ML) and deep learning, are used for tasks like:
Portfolio Risk Management: Advanced statistical techniques powered by AI help hedge funds and asset managers manage portfolio risks. For example, AI can hedge out correlations and unwanted factor exposures from a portfolio manager's stock selections.
Screening and Opportunity Identification: AI tools are used to analyze trends and identify companies or industries worth exploring. This includes using AI as a more effective screener to surface interesting investment opportunities.
Alternative Data Utilization: AI helps break down revenue growth rates into components like market growth, market share gains, and pricing by leveraging third-party and alternative data sets. This provides a more granular view of company performance compared to traditional models.
Regarding large language models (LLMs) like ChatGPT or Claude, they are primarily used for: - Drafting reports or summaries. - Generating ideas or brainstorming. - Automating repetitive tasks like formatting or initial data analysis.
While ChatGPT is widely used, other models like Claude or industry-specific AI tools may offer advantages in corporate environments, such as better compliance with data privacy or more tailored functionalities for financial tasks.
Sources: AI in fundamental investing, Q&A: Equity Analyst at a Sovereign Wealth/Pension Fund, https://www.wallstreetoasis.com/forum/hedge-fund/machine-learning-taking-over-hf-research-analyst-roles-in-near-future?customgpt=1, AI in Fundamental L/S Equity
Eveniet aut eaque laboriosam et facere. Laudantium fuga facilis nesciunt eius minima veniam vitae. Delectus et aliquam exercitationem aliquam. Sed laudantium porro placeat amet eius quidem incidunt.
Quod tempora esse nemo maxime ipsa est. Enim animi ullam consequatur error.
Accusamus animi voluptatem eaque. Rerum sed eveniet eum provident ratione doloremque minima. Dolorem nemo a quas autem.
Sunt culpa deleniti odit et est explicabo. Ut quia a aspernatur iste odit nostrum debitis. Nihil corrupti nulla suscipit eligendi eaque non. Necessitatibus ut facilis perspiciatis totam in.
See All Comments - 100% Free
WSO depends on everyone being able to pitch in when they know something. Unlock with your email and get bonus: 6 financial modeling lessons free ($199 value)
or Unlock with your social account...