CLIENT: LARGEST INVESTMENT BANK | INDUSTRY: INVESTMENT & RETIREMENT |REGION: NORTH AMERICA
Proprietary ESG Based Investment Signals From Glassdoor Reviews
Culture Themes Predicted
Theme Prediction Accuracy
Scalable to more Themes
In order to prove the hypothesis that companies with robust cultures perform better than those with weaker cultures, we initiated the development of an AI/ML system. This advanced solution evaluates company performance using a culture scorecard that includes various identified themes. Utilizing cutting-edge AI technologies, we successfully designed an AI solution capable of extracting culture-related themes from employee reviews on Glassdoor. Our analysis covered companies listed in russel 3000, MSCI USA, and S&P1500 in the United States.
Solution provides a proprietary investment signal that quantifies the strength of a company’s culture using cultural themes with actionable insights for all investment teams, as well highlights thought leadership of client’s approach to ESG.
The solution has the potential to be adapted for various applications involving sentiment analysis, such as social media, GDELT, earning call reports, investor reports, sustainability reports, and corporate actions classifications. It serves as the fundamental framework for a thematic engine, enabling its extension to other themes like clean water, circular economy, electric vehicles (EV), clean energy, and semiconductors, which can generate investment signals