Impacts of Market‐based Environmental Regulation on Green Total Factor Energy Efficiency in China

Published date01 May 2023
AuthorGe Li,Da Gao,Yi Li
Date01 May 2023
DOIhttp://doi.org/10.1111/cwe.12485
©2023 Institute of World Economics and Politics, Chinese Academy of Social Sciences
China & World Economy / 92–114, Vol. 31, No. 3, 2023
92
Impacts of Market-based Environmental Regulation
on Green Total Factor Energy Effi ciency in China
Ge Li, Da Gao, Yi Li*
Abstract
This study employed a difference-in-differences design to assess the effect of market-
based environmental regulation on green total factor energy effi ciency (GTFEE) in a
quasi-natural experiment that investigated China’s carbon emissions trading scheme
(ETS). The empirical results show that ETS had a positive eff ect on GTFEE. A series
of robustness tests revealed that the results were robust. Potential mechanisms through
which ETS can improve GTFEE include the promotion of technological innovation and
the upgrading of industrial structure. The positive eff ects varied in diff erent cities and
different regions – the result was pronounced in eastern China and developed cities,
but it was insignifi cant in central and western areas and developing cities. This study
confi rms the satisfactory performance of China’s ETS in improving GTFEE, and this is
relevant for other emerging countries.
Keywords: carbon emissions trading schemes, difference-in-differences, green total
factor energy effi ciency, market-based environmental regulation
JEL codes: O44, Q56, Q58
I. Introduction
Energy consumption, including consumption of coal, oil, and natural gas, has increased
considerably with economic development. However, the use of these fossil fuels has
caused severe environmental pollution (Gao et al., 2022). China ranks first in energy
consumption among all countries. Its energy consumption accounted for 26.5 percent
of the world’s total in 2021, with up to 5.24 billion tons of standard coal utilized (BP,
2022). As fossil fuels are nonrenewable, uncontrolled consumption will lead to resource
exhaustion (Shi et al., 2021; Perkins, 2023), whereas increasing the green total factor
*Ge Li, Lecturer, Glorious Sun School of Business and Management, Donghua University, China. Email: lige@
dhu.edu.cn; Da Gao (corresponding author), Associate Professor, School of Law and Business, Wuhan Institute
of Technology, China. Email: gaoda@hust.edu.cn; Yi Li, PhD Candidate, Food and Resource Economics,
University of Florida, US. Email: yi.li1@ufl .edu. This work is supported by the Fundamental Research Funds for
the Central Universities in Donghua University and Shanghai Soft Science Research Project (No. 23692120100).
©2023 Institute of World Economics and Politics, Chinese Academy of Social Sciences
Environmental Regulation and Green Total Factor Energy Effi ciency 93
energy efficiency (GTFEE) can guarantee economic growth and reduce energy input
(Choi et al., 2012). Ineffi cient energy usage is harmful to the environment. Increasing
the GTFEE, which includes both energy input and pollution emissions, is the best way
to address the dual issues of energy shortage and environmental pollution; it helps to
decrease pollutant emissions and meet economic targets. Improving energy effi ciency
eff ectively is therefore essential for China’s sustainable economic development.
Faced with severe energy and environmental problems, the Chinese government
has adopted a series of environmental regulation instruments. These mainly include
command-and-control environmental regulation and market-based environmental
regulation. Implementing the carbon emissions trading scheme (ETS) appears to be
the primary method to combat the climate crisis. The ETS is a typical use of the Coase
theorem, which postulates that under the premise of clear property rights and zero or low
transaction costs, externalities can be eliminated through market transactions, to solve
environmental externalities. The government allocates a certain number of “emission
permits” to enterprises and allows them to trade freely like commodities. Hence, under
the market mechanism, the government can realize the emission of the same amount of
pollution at a lower economic cost. As a market-based form of environmental regulation,
the ETS has been adopted widely in developed countries, and a growing body of
literature has emerged studying the design and eff ectiveness of the ETS (Choi and Chao,
2019; Makridou et al., 2019). However, due to countries’ varying political, economic,
and cultural backgrounds, the research on ETS in developed countries has limited
relevance to China. A considerable amount of the current literature on China’s ETS also
specifi cally considers its role in carbon emissions and technological change (Hu et al.,
2020), and, therefore, the eff ect of China’s ETS consequently needs further discussion.
Closely related to this is the issue of how China’s ETS affects GTFEE. What is the
role of ETS in GTFEE? What are the underlying mechanisms? Does the impact of ETS
on GTFEE vary from region to region? These are the critical issues discussed in our study.
Using a dataset of 273 cities in China from 2003 to 2018, we introduced a difference-
in-diff erences (DID) design to study whether and how ETS aff ected GTFEE. This study
explored two plausible mechanisms through which ETS could aff ect GTFEE: technological
innovation and industrial structure upgrading. We also conducted a series of robustness
checks, including a placebo test and a variable substitution test, and excluded the eff ects of
other policies. The heterogeneity of the impact in diff erent regions is discussed. The above
studies provide a valuable resource for further improving China’s ETS.
This paper contributes to the fi eld in the following ways. First, it enriches the current
body of literature on the evaluation of the effectiveness of ETS from the perspective
of GTFEE. Earlier literature concentrated mainly on the impact of ETS on carbon

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