--- title: "Data Science Salon 2020: Automated Detection of Environmental, Social, and Governance Issues in Financial Documents" description: This session covers the Automated Detection of Environmental, Social, and Governance Issues in Financial Documents. --- [![John Snow Labs](https://events.johnsnowlabs.com/hs-fs/hubfs/John_Snow_Labs_February2020/Images/johnsnowlabs_logo.png?width=1364&height=468&name=johnsnowlabs_logo.png "John Snow Labs")](https://www.johnsnowlabs.com/) - [Home](https://www.johnsnowlabs.com/) - Products - [Spark NLP](https://www.johnsnowlabs.com/spark-nlp/) - [Healthcare NLP](https://www.johnsnowlabs.com/spark-nlp-health/) - [Spark OCR](https://www.johnsnowlabs.com/spark-ocr/) - [Annotation Lab](https://www.johnsnowlabs.com/annotation-lab/) - [Live Demos](https://www.johnsnowlabs.com/demos/) - [Install Software](https://www.johnsnowlabs.com/install/) - [Install on Databricks](https://www.johnsnowlabs.com/databricks/) - [Healthcare Data Library](https://www.johnsnowlabs.com/welcome-to-the-healthcare-data-library/) - 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A critical task for decision makers is to quantify and analyze this data to quickly identify opportunity and risk. One of the important indicators in this kind of analysis is ESG (environmental, social, and governance) rating, which identifies issues for a company in these critical areas. This session describes a natural language processing system which automatically achieves this for documents coming from financial news & disclosures. The models have been deployed in production as part of a big data analytics platform of a leading data provider to the financial services industry. ###### About the speaker ![Alina Petukhova](https://events.johnsnowlabs.com/hs-fs/hubfs/Alina%20Petukhova.jpeg?width=150&height=150&name=Alina%20Petukhova.jpeg) Alina is a senior data scientist at John Snow Labs, where she is working as a part of the Core team. Her recent work was focus on creating models and pipelines to process business documents and news information to be able to extract structured information from unstructured data in the real time. John Snow Labs is an AI company, focused on NLP, accelerating progress in data science by providing state-of-the-art models, data, and platforms. Before joining John Snow Labs she was working for more than 5 years as a consultant in the area of NLP and Predictive modeling and completed her Ph.D. studies in Apply Mathematics. In her free time, she enjoys hiking and watching indie movies. ### Recent blog posts ### Get to work Need NLP Software? [Try Free](https://www.johnsnowlabs.com/spark-nlp-try-free/) Need NLP in Healthcare? [Schedule a Demo](https://www.johnsnowlabs.com/schedule-a-demo/) Need to Learn More? 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