Sun, Ruijie; Liu, Feng; Li, Yinan; Wang, Rongping; Luo, Jing - In: Journal of business ethics : JBE 195 (2024) 1, pp. 151-166
Based on upper echelon theory, we employ machine learning to explore how CEO characteristics influence corporate violations using a large-scale dataset of listed firms in China for the period 2010-2020. Comparing ten machine learning methods, we find that eXtreme Gradient Boosting (XGBoost)...