Evaluation of China’s provincial eco-efficiency with the explainable boosting machine (EBM) model and Tobit regression

Haili Li, Penghui Xu, Shi Guo
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Abstract

The explainable boosting machine (EBM) model measures China’s provincial eco-efficiency, and the Tobit regression model reveals internal driving factors to provide consultation for promoting China’s green development based on the panel data of 30 provinces from 2000 to 2018. The findings of this article are as follows: provincial-level regional ecological efficiency is low, growth is slow, regional differentiation is significant, and development still has a trend of incoordination and multi-polarization. From the perspective of global autocorrelation, the Moran index is significantly positive, and the province eco-efficiency of the first grade presents a positive spatial correlation and has the characteristics of spatial agglomeration. The regression analysis results show that the economic level, the FDI, the level of technological innovation, and the level of human capital are the main influencing factors of eco-efficiency, and there are spatial differences. Relevant suggestions are based on the status and influencing factors of the unbalanced development heterogeneity of provincial eco-efficiency in China.
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利用可解释助推器(EBM)模型和托比特回归评估中国省级生态效率
可解释助推机(EBM)模型测度中国省级生态效率,基于2000-2018年30个省份的面板数据,采用Tobit回归模型揭示内部驱动因素,为推动中国绿色发展提供咨询。本文的研究结论如下:省级区域生态效率偏低,增长缓慢,区域分化显著,发展仍有不协调和多极化趋势。从全局自相关角度看,莫兰指数显著为正,省域生态效率一级指标呈现正空间相关性,具有空间集聚特征。回归分析结果表明,经济水平、FDI、技术创新水平、人力资本水平是生态效率的主要影响因素,且存在空间差异。基于中国省域生态效率非均衡发展异质性的现状和影响因素,提出了相关建议。
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