An Investigation on Measuring CarbonEmission Efficiency and Its InfluencingElements in the Yangtze River Economic Belt– Based on the SBM-Malmquist-Tobit Model

First, this paper adopts the SBM-Malmquist model, which includes undesired output indicators, to examine the carbon emission efficiency of 11 provinces and municipalities in the Yangtze River Economic Belt from 2004 to 2021 in both a static and dynamic way.Subsequently, this paper utilizes the Tobit regression model to investigate the variables that impact carbon emission efficiency.The empirical results indicate that: (1) Although the data indicates a gradual rise in the carbon emission efficiency of the provinces and municipalities within the Yangtze River Economic Belt, the total level of carbon emission efficiency remains relatively low.(2) Urbanization level and technological progress contribute significantly to carbon efficiency, while two factors, the opening-up level and energy structure, reduce it.

Authors

Institutions

Publication Details

Journal
Polish Journal of Environmental Studies
Published
2025-01-27
DOI
https://doi.org/10.15244/pjoes/195779
Primary Topic
Environmental Impact and Sustainability
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

An Investigation on Measuring CarbonEmission Efficiency and Its InfluencingElements in the Yangtze River Economic Belt– Based on the SBM-Malmquist-Tobit Model

Weiran Liu
Polish Journal of Environmental Studies
Environmental Impact and Sustainability
article

An Investigation on Measuring CarbonEmission Efficiency and Its InfluencingElements in the Yangtze River Economic Belt– Based on the SBM-Malmquist-Tobit Model

Weiran Liu
article en

Abstract

First, this paper adopts the SBM-Malmquist model, which includes undesired output indicators, to examine the carbon emission efficiency of 11 provinces and municipalities in the Yangtze River Economic Belt from 2004 to 2021 in both a static and dynamic way.Subsequently, this paper utilizes the Tobit regression model to investigate the variables that impact carbon emission efficiency.The empirical results indicate that: (1) Although the data indicates a gradual rise in the carbon emission efficiency of the provinces and municipalities within the Yangtze River Economic Belt, the total level of carbon emission efficiency remains relatively low.(2) Urbanization level and technological progress contribute significantly to carbon efficiency, while two factors, the opening-up level and energy structure, reduce it.

Polish Journal of Environmental StudiesVol. 35(1)
Nanjing University of Finance and Economics (CN)
Government of Jiangsu Province
Climate action
Openalex Percentile: Top 99%
Environmental Impact and Sustainability
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.