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Title: The classification impact of different types of environmental regulation on Chinese provincial carbon emission efficiency
Authors: Ye, F
You, R
Lu, H 
Han, S 
Yang, LH 
Issue Date: Aug-2023
Source: Sustainability, Aug. 2023, v. 15, no. 15, 12092
Abstract: The evaluation of inter-provincial carbon emission efficiency and the analysis of its influencing factors hold great practical significance for reducing carbon emissions and promoting sustainable development in ecological management. To address the shortcomings of existing research in the classification evaluation of carbon emission efficiency and account for the impacts of different environmental regulatory policies on carbon emissions, this paper aims to examine the impact of formal and informal environmental regulations on carbon emission efficiency. This is accomplished by utilizing a combination of the data envelopment analysis (DEA) model, entropy weighting, and k-means cluster analysis methods. The fixed-effects model is also applied to examine the influences of different factors on carbon emission efficiency under different categories. To conduct the case studies, carbon emission management data from 30 provinces in China are collected, and the results show the following: (1) Formal environmental regulations exhibit a “U-shaped” relationship with carbon emission efficiency, whereas informal environmental regulations have an “inverted U-shaped” relationship with carbon emission efficiency. (2) Under the cluster analysis of carbon emission efficiency, formal environmental regulations are found to have a stronger incentive effect on inter-provincial carbon efficiency compared to informal environmental regulations. This study carries significant theoretical and practical implications for China’s timely attainment of its double-carbon target.
Keywords: Carbon emissions
Cluster analysis
Efficiency evaluation
Entropy weight method
Environmental regulations
Publisher: MDPI AG
Journal: Sustainability 
EISSN: 2071-1050
DOI: 10.3390/su151512092
Rights: © 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
The following publication Ye F, You R, Lu H, Han S, Yang L-H. The Classification Impact of Different Types of Environmental Regulation on Chinese Provincial Carbon Emission Efficiency. Sustainability. 2023; 15(15):12092 is available at https://doi.org/10.3390/su151512092.
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