Reconciling Divergence Among ESG Scores: A Bi-level Artificial Intelligence Based Methodology for Corporate Governance Controversies Prediction

Key Points

• Prediction of corporate governance controversies shows improved accuracy with a bi-level artificial intelligence model.
• This model achieves a significant 15% enhancement in predicting controversies compared to traditional methods.
• Observational analysis applies advanced data analysis techniques to evaluate ESG scores across various firms.
• This approach may enable better stakeholder engagement and governance, yet further validation is needed in diverse corporate environments.