AI/ML · 2024
Risk Factors Visualization
Stanford Law hackathon tool that extracts SEC 10-K/10-Q risk factors and maps their relationships as an interactive graph.
- Role
- Developer
- Timeline
- Apr 2024
- Team
- Stanford Law hackathon
- Year
- 2024
Overview
Automates risk-factor analysis in SEC filings (10-K, 10-Q): extraction, categorization, and an interactive relationship graph.
Challenge
Risk disclosures are buried across hundreds of pages and hard to compare across companies.
Solution
Used LangChain and GPT-3.5 to extract and categorize risk factors from EDGAR filings and rendered the relationships with NetworkX and PyVis in a Streamlit app.
Impact
- Automated SEC risk-factor extraction
- Interactive risk relationship graphs
- Comparative analysis across companies
Technologies
PythonLangChainGPT-3.5StreamlitNetworkXPyVis