Creating talking points for client advisers at banks to promote sustainable investing
Environmental, social and governance (ESG) factors have become key non-financial factors for investors to evaluate companies with respect to understanding material risks and growth opportunities. While not mandatory, companies are providing ESG reports that outline progress in different ESG metrics (six broad metrics and 15 specific ones). Client advisers (CAs) read these reports to identify key metrics of interest to investors. Given the number of companies and investment products, however, it is not feasible for CAs to read all the reports, which can sometimes run into tens or hundreds of pages). The authors have developed multiple frameworks building on leading approaches in natural language understanding (NLU) to identify relevant talking points in each document and then filter out the most important ones. A large bank has evaluated these approaches on a proprietary dataset of more than 100 sustainability reports and provided an F1 score of over 0.8. The system is currently being evaluated for integration into the bank’s decision-assist framework for client advisers. This article is also included in The Business & Management Collection which can be accessed at https://hstalks.com/business/.
Authors
- Alan Megargel (ORCID: https://orcid.org/0000-0002-3349-660X)
- Pradeep Varakantham (ORCID: https://orcid.org/0000-0001-7342-5745)
- Ewe Zi Yi
Institutions
- Singapore Management University (SG)
Publication Details
- Journal
- Journal of AI, robotics & workplace automation.
- Published
- 2025-04-25
- DOI
- https://doi.org/10.69554/cmzb1679
- Primary Topic
- Corporate Social Responsibility Reporting
- Type
- article
- Field-Weighted Citation Impact
- 0.00