Fundamental ratios as predictors of ESG scores: a machine learning approach

Using the Bloomberg ESG scores, the role of structural variables adopting a machine learning approach is investigated, in particular, the Random Forest algorithm and it is found that financial statements items represent a powerful tool to explain the ESG score.