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
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