Sep 2026
Understanding Firm Environmental Violations: A Theory‐Informed Machine Learning Study
Using dataset of Chinese A‐share listed companies from 2010 to 2022, a nonlinear prediction framework is developed and machine learning models significantly outperform traditional linear approaches, with Random Forest delivering the best performance.
Bo Liu, Mu-Zi Zhu, Ya-Hao Zhang et al.
· Journal of Forecasting · 0 citations