ESG Analytics
ESG Disclosure Validator
Rule + ML hybrid that validates ESG disclosures against framework requirements (GRI, SASB, CSRD).
About this project
Companies submitted disclosures that failed framework compliance checks, costing weeks of revision cycles late in the reporting calendar.
Solution
Combined a rules engine for explicit framework requirements with a classifier flagging disclosures likely to fail expert review.
Technology
- Python
- Pydantic
- XGBoost
- Streamlit
Impact
Pre-submission failure rate dropped from 38% to 9%; cut average revision cycles per filing from 4 to 1.