Research on the impact and mechanism of ESG rating on enterprises’ green total factor productivity-based on staggered difference-in-differences model

Environment Development and Sustainability, Год журнала: 2025, Номер unknown

Опубликована: Янв. 23, 2025

Язык: Английский

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The impacts of China’s sustainable financing policy on environmental, social and corporate governance (ESG) performance

Environment Development and Sustainability, Год журнала: 2025, Номер unknown

Опубликована: Март 16, 2025

Язык: Английский

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Do green investments really make companies “green”? Empirical evidence from corporate ESG ratings

Environment Development and Sustainability, Год журнала: 2025, Номер unknown

Опубликована: Март 28, 2025

Язык: Английский

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Predicting Business Failure with the XGBoost Algorithm: The Role of Environmental Risk

Sustainability, Год журнала: 2025, Номер 17(11), С. 4948 - 4948

Опубликована: Май 28, 2025

This study addresses the increasing emphasis on sustainability and importance of understanding how environmental risk influences business failure, a factor unexplored in traditional financial prediction models. Environmental risk, or exposure, refers to potential percentage company’s revenue at due damage it causes. Previous research has not sufficiently integrated variables into failure aims determine whether significantly predicts interacts with conventional indicators. Utilizing data from 971 Spanish cooperative companies 2022, including ratios, VADIS bankruptcy propensity indicator, TRUCAM score, employs Extreme Gradient Boosting (XGBoost) machine learning algorithm, chosen for its robustness handling multicollinearity nonlinear relationships. The methodology involves training validation samples, cross-validation hyperparameter tuning, interpretability techniques such as variable analysis partial dependence plots. Results demonstrate that related (TRUCAM) ranks among top predictors, alongside liquidity, profitability, labor costs, higher values correlating positively underscoring sustainable cost management. These findings suggest firms facing substantial are more prone distress. By incorporating this framework, work contributes interaction between practices corporate viability.

Язык: Английский

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Building Trust: How Good Governance Fosters Success in Cooperatives for Msme Development

Опубликована: Янв. 1, 2024

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Язык: Английский

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