ESG Analytics
NLP Market Intelligence Platform
Continuous-monitoring system that surfaces ESG signals from news, regulatory filings, and social channels.
About this project
Sustainable-finance teams needed early-warning signals on portfolio companies but were drowning in unstructured text feeds.
Solution
Built a streaming ingestion + NER + sentiment + topic-modelling stack that emits structured ESG events into a queryable timeline per issuer.
Technology
- Kafka
- Python
- spaCy
- Elasticsearch
- Hugging Face Transformers
Impact
Surfaced 12 material ESG events ahead of mainstream coverage in pilot quarter; 4 led to material portfolio adjustments.