ORIGINAL RESEARCH
Does the Carbon Emission Trading Scheme Truly Enhance Green Innovation Efficiency? From the Perspective of Market Mechanism and Government Intervention
,
 
,
 
 
 
 
More details
Hide details
1
School of Economic and Management, Anhui University of Science and Technology, Huainan, 232001, China
 
2
Mining Enterprise Safety Management of Humanities and Social Science Key Research Base in Anhui Province, Huainan, 232001, China
 
3
School of Finance and Mathematics, Huainan Normal University, 232038, China
 
 
Submission date: 2024-03-21
 
 
Final revision date: 2024-07-04
 
 
Acceptance date: 2024-08-23
 
 
Online publication date: 2024-10-28
 
 
Publication date: 2025-11-14
 
 
Corresponding author
Zebin Liu   

School of Finance and Mathematics, Huainan Normal University, 232038, China
 
 
Pol. J. Environ. Stud. 2025;34(6):8435-8452
 
KEYWORDS
TOPICS
ABSTRACT
Carbon emission trading emerges as a pivotal instrument in propelling China’s commitment to green development. With the nation’s carbon market in its formative years and its mechanisms yet to fully mature, unraveling its influence on green innovation efficiency becomes increasingly vital. This study utilizes the SBM-DEA model to evaluate green innovation efficiency across 30 provinces from 2005 to 2020, uncovering the following notable findings: (1) Carbon emission trading schemes significantly enhance green innovation efficiency in China, a finding that remains robust under various checks. (2) In the context of China’s emerging carbon market, government intervention, rather than market mechanisms, plays the most crucial role in enhancing green innovation efficiency. (3) A threshold regression analysis discloses a dual-threshold effect of government intervention on the relationship between market mechanisms and green innovation efficiency. (4) The impact of policies varies across different geographical areas, cost pass-through capabilities, and levels of energy consumption. These findings provide new insights into refining strategies for carbon market development and improving green innovation efficiency, offering a fresh perspective on navigating the complexities of environmental policy and economic growth.
CONFLICT OF INTEREST
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
REFERENCES (86)
1.
MINX J.C., LAMB W.F., ANDREW R.M., CANADELL J.G., CRIPPA M., DöBBELING N., FORSTER P.M., GUIZZARDI D., OLIVIER J., PETERS G.P., PONGRATZ J., REISINGER A., RIGBY M., SAUNOIS M., SMITH S.J., SOLAZZO E., TIAN H. A comprehensive and synthetic dataset for global, regional, and national greenhouse gas emissions by sector 1970-2018 with an extension to 2019. Earth Syst. Sci. Data, 13 (11), 5213, 2021. https://doi.org/10.5194/essd-1....
 
2.
UNEP Emissions Gap Report 2019, Nairobi, 2019.
 
3.
SINGH S.K., GIUDICE M.D., CHIERICI R., GRAZIANO D. Green innovation and environmental performance: The role of green transformational leadership and green human resource management. Technological Forecasting and Social Change, 150, 119762, 2020. https://doi.org/10.1016/j.tech....
 
4.
NGO T.Q. How do environmental regulations affect carbon emission and energy efficiency patterns? A provincial-level analysis of Chinese energy-intensive industries. Environmental Science and Pollution Research, 29 (3), 3446, 2022. https://doi.org/10.1007/s11356... PMid:34389945.
 
5.
PORTER M.E., VAN DER LINDE C. Toward a New Conception of the Environment-Competitiveness Relationship. The Journal of Economic Perspectives, 9 (4), 97, 1995. https://doi.org/10.1257/jep.9.....
 
6.
WIESE C., COWART R., ROSENOW J. The strategic use of auctioning revenues to foster energy efficiency: status quo and potential within the European Union Emissions Trading System. Energy Efficiency, 13 (8), 1677, 2020. https://doi.org/10.1007/s12053... PMid:32952486 PMCid:PMC7486585.
 
7.
WANAPINIT N., THOMSEN J. Synergies between Renewable Energy and Flexibility Investments: A Case of a Medium-Sized Industry. Energies, 14 (22), 7753, 2021. https://doi.org/10.3390/en1422....
 
8.
ZHOU D., LU Z.H., QIU Y. Do carbon emission trading schemes enhance enterprise green innovation efficiency? Evidence from China's listed firms. Journal of Cleaner Production, 414, 2023. https://doi.org/10.1016/j.jcle....
 
9.
MICHAELOWA A., HERMWILLE L., OBERGASSEL W., BUTZENGEIGER S. Additionality revisited: guarding the integrity of market mechanisms under the Paris Agreement. Climate Policy, 19 (10), 1211, 2019. https://doi.org/10.1080/146930....
 
10.
GOULDER L.H., LONG X., LU J., MORGENSTERN R.D. China's unconventional nationwide CO2 emissions trading system: Cost-effectiveness and distributional impacts. Journal of Environmental Economics and Management, 111, 102561, 2022. https://doi.org/10.1016/j.jeem....
 
11.
LYU J., CAO M., WU K., LI H., MOHI-UD-DIN G. Price volatility in the carbon market in China. Journal of Cleaner Production, 255, 120171, 2020. https://doi.org/10.1016/j.jcle....
 
12.
BANZHAF W. Self-Organizing Systems. In Encyclopedia of Physical Science and Technology (Third Edition), R.A. Meyers Ed. Academic Press: New York, pp. 589, 2003. https://doi.org/10.1016/B0-12-....
 
13.
ROSSER J.B., JR., ROSSER M.V. Complexity and behavioral economics. Nonlinear dynamics, psychology, and life sciences, 19 (2), 201, 2015.
 
14.
COASE R.H. The Problem of Social Cost. The Journal of Law & Economics, 3, 1, 1960. https://doi.org/10.1086/466560.
 
15.
ZHANG H., DUAN M., DENG Z. Have China's pilot emissions trading schemes promoted carbon emission reductions?- the evidence from industrial sub-sectors at the provincial level. Journal of Cleaner Production, 234, 912, 2019. https://doi.org/10.1016/j.jcle....
 
16.
LIU J., LIU X. Effects of carbon emission trading schemes on green technological innovation by industrial enterprises: Evidence from a quasi-natural experiment in China. Journal of Innovation & Knowledge, 8 (3), 100410, 2023. https://doi.org/10.1016/j.jik.....
 
17.
QI S., CHENG S., CUI J. Environmental and economic effects of China's carbon market pilots: Empirical evidence based on a DID model. Journal of Cleaner Production, 279, 123720, 2021. https://doi.org/10.1016/j.jcle....
 
18.
ZHENG Y., SUN X., ZHANG C., WANG D., MAO J. Can Emission Trading Scheme Improve Carbon Emission Performance? Evidence From China. Frontiers in Energy Research, 9, 2021. https://doi.org/10.3389/fenrg.....
 
19.
REN S., HU Y., ZHENG J., WANG Y. Emissions trading and firm innovation: Evidence from a natural experiment in China. Technological Forecasting and Social Change, 155, 119989, 2020. https://doi.org/10.1016/j.tech... PMCid:PMC9699824.
 
20.
CHEN Y., XU Z., ZHANG Z., YE W., YANG Y., GONG Z. Does the carbon emission trading scheme boost corporate environmental and financial performance in China? Journal of Cleaner Production, 368, 133151, 2022. https://doi.org/10.1016/j.jcle....
 
21.
HU Y., REN S., WANG Y., CHEN X. Can carbon emission trading scheme achieve energy conservation and emission reduction? Evidence from the industrial sector in China. Energy Economics, 85, 104590, 2020. https://doi.org/10.1016/j.enec....
 
22.
GUO J., GU F., LIU Y., LIANG X., MO J., FAN Y. Assessing the impact of ETS trading profit on emission abatements based on firm-level transactions. Nature Communications, 11 (1), 2078, 2020. https://doi.org/10.1038/s41467... PMid:32350279 PMCid:PMC7190651.
 
23.
BORGHESI S., CAINELLI G., MAZZANTI M. Linking emission trading to environmental innovation: Evidence from the Italian manufacturing industry. Research Policy, 44 (3), 669, 2015. https://doi.org/10.1016/j.resp....
 
24.
KHAN Z., BADEEB R.A., ZHANG C., DONG K. Financial inclusion and energy efficiency: role of green innovation and human capital for Malaysia. Applied Economics, 56 (27), 3262, 2024. https://doi.org/10.1080/000368....
 
25.
KIRIKKALELI D., ADEBAYO T.S. Political risk and environmental quality in Brazil: Role of green finance and green innovation. International Journal of Finance & Economics, 29 (2), 1205, 2024. https://doi.org/10.1002/ijfe.2....
 
26.
ZHOU C., HE J., LI Y., CHEN W., ZHANG Y., ZHANG H., XU S., LI X. Green Independent Innovation or Green Imitation Innovation? Supply Chain Decision-Making in the Operation Stage of Construction and Demolition Waste Recycling Public-Private Partnership Projects. Systems, 11 (2), 94, 2023. https://doi.org/10.3390/system....
 
27.
BATAINEH M.J., SÁNCHEZ-SELLERO P., AYAD F. Green is the new black: How research and development and green innovation provide businesses a competitive edge. Business Strategy and the Environment, 33 (2), 1004, 2024. https://doi.org/10.1002/bse.35... PMCid:PMC10997068.
 
28.
FAROOQ U., WEN J., TABASH M.I., FADOUL M. Environmental regulations and capital investment: Does green innovation allow to grow? International Review of Economics & Finance, 89, 878, 2024. https://doi.org/10.1016/j.iref....
 
29.
LI X., LI X., ZHU X., HUANG Y., LIU X., DENG W. Dynamic relationship between resource endowment, financial agglomeration, innovation-driven, and green total factor productivity. Energy & Environment, 35 (5), 2023. https://doi.org/10.1177/095830....
 
30.
XU S., YIN W., LI X., CHEN W., YI B., WANG Y. Evolutionary mechanism of green technology innovation behavior in the operation period of construction and demolition waste recycling public-private partnership projects. Managerial and Decision Economics, 44 (8), 4637, 2023. https://doi.org/10.1002/mde.39....
 
31.
LI X., LIU X., HUANG Y., LI J., HE J. Theoretical framework for assessing construction enterprise green innovation efficiency and influencing factors: Evidence from China. Environmental Technology & Innovation, 32, 103293, 2023. https://doi.org/10.1016/j.eti.....
 
32.
SONG W.F., HAN X.F. The bilateral effects of foreign direct investment on green innovation efficiency: Evidence from 30 Chinese provinces. Energy, 261, 2022. https://doi.org/10.1016/j.ener....
 
33.
SUN L.Y., MIAO C.L., YANG L. Ecological-economic efficiency evaluation of green technology innovation in strategic emerging industries based on entropy weighted TOPSIS method. Ecological Indicators, 73, 554, 2017. https://doi.org/10.1016/j.ecol....
 
34.
YANG Z., WEI X. The measurement and influences of China's urban total factor energy efficiency under environmental pollution: Based on the game cross-efficiency DEA. Journal of Cleaner Production, 209, 439, 2019. https://doi.org/10.1016/j.jcle....
 
35.
BAI C., DU K., YU Y., FENG C. Understanding the trend of total factor carbon productivity in the world: Insights from convergence analysis. Energy Economics, 81, 698, 2019. https://doi.org/10.1016/j.enec....
 
36.
GANJI S.S., RASSAFI A.A. DEA Malmquist productivity index based on a double-frontier slacks-based model: Iranian road safety assessment. European Transport Research Review, 11 (1), 4, 2019. https://doi.org/10.1186/s12544....
 
37.
CHEN S., YANG J., KANG X. Effect of Fiscal Expenditure for Supporting Agriculture on Agricultural Economic Efficiency in Central China-A Case Study of Henan Province. Agriculture, 13 (4), 822, 2023. https://doi.org/10.3390/agricu....
 
38.
CLUDIUS J., DE BRUYN S., SCHUMACHER K., VERGEER R. Ex-post investigation of cost pass-through in the EU ETS - an analysis for six industry sectors. Energy Economics, 91, 104883, 2020. https://doi.org/10.1016/j.enec....
 
39.
YU X., SHI J., WAN K., CHANG T. Carbon trading market policies and corporate environmental performance in China. Journal of Cleaner Production, 371, 133683, 2022. https://doi.org/10.1016/j.jcle....
 
40.
WANG H., WEI W. Coordinating technological progress and environmental regulation in CO2 mitigation: The optimal levels for OECD countries & emerging economies. Energy Economics, 87, 104510, 2020. https://doi.org/10.1016/j.enec....
 
41.
ZHAO X.-G., WU L., LI A. Research on the efficiency of carbon trading market in China. Renewable and Sustainable Energy Reviews, 79, 1, 2017. https://doi.org/10.1016/j.rser....
 
42.
LIN B., JIA Z. Why do we suggest small sectoral coverage in China's carbon trading market? Journal of Cleaner Production, 257, 120557, 2020. https://doi.org/10.1016/j.jcle....
 
43.
FENG Z.-H., ZOU L.-L., WEI Y.-M. Carbon price volatility: Evidence from EU ETS. Applied Energy, 88 (3), 590, 2011. https://doi.org/10.1016/j.apen....
 
44.
SAMUELSON P.A. The Pure Theory of Public Expenditure. The Review of Economics and Statistics, 36 (4), 387, 1954. https://doi.org/10.2307/192589....
 
45.
STIGLITZ J.E. Markets, Market Failures, and Development. The American Economic Review, 79 (2), 197, 1989. https://doi.org/10.3386/w2961.
 
46.
HANSER R.P. The Politics of Competition: Review of Clifford Winston's Government Failure Versus Market Failure: Microeconomics Policy Research and Government Performance and Mark K. Landy, Martin A. Levin & Martin Shapiro, eds., Creating Competitive Markets: The Politics of Regulatory Reform. Federal Communications Law Journal, 60 (3), 7, 2008.
 
47.
MUSGRAVE R.A. The theory of public finance : a study in public economy, 1959. https://doi.org/10.1007/978-1-....
 
48.
PAN X., PU C., YUAN S., XU H. Effect of Chinese pilots carbon emission trading scheme on enterprises' total factor productivity: The moderating role of government participation and carbon trading market efficiency. Journal of Environmental Management, 316, 115228, 2022. https://doi.org/10.1016/j.jenv... PMid:35569360.
 
49.
ZHAO X.-G., JIANG G.-W., NIE D., CHEN H. How to improve the market efficiency of carbon trading: A perspective of China. Renewable and Sustainable Energy Reviews, 59, 1229, 2016. https://doi.org/10.1016/j.rser....
 
50.
WANG K.L., ZHAO B., DING L.L., MIAO Z. Government intervention, market development, and pollution emission efficiency: Evidence from China. Science of The Total Environment, 757, 2021. https://doi.org/10.1016/j.scit... PMid:33223188.
 
51.
WONG A.S. The role of government in the venture capital market with asymmetric information. Quantitative Finance, 14 (6), 1107, 2014. https://doi.org/10.1080/146976....
 
52.
XIA J., NIU W.J. Pushing carbon footprint reduction along environment with carbon-reducing information asymmetry. Journal of Cleaner Production, 249, 2020. https://doi.org/10.1016/j.jcle....
 
53.
UTAMI W., WAHYUNI P.D., NUGROHO L. Determinants of Stock Liquidity: Forward-Looking Information, Corporate Governance, and Asymmetric Information. The Journal of Asian Finance, Economics and Business, 7 (12), 795, 2020. https://doi.org/10.13106/jafeb....
 
54.
SUN X.Y., QU X.C. Multi-stage dynamic evolution of green financial system from the perspective of bilateral moral hazard. Environmental Science and Pollution Research, 30 (23), 63788, 2023. https://doi.org/10.1007/s11356... PMid:37059944.
 
55.
YAN J., YANG X., NIE C., SU X., ZHAO J., RAN Q. Does government intervention affect CO2 emission reduction effect of producer service agglomeration? Empirical analysis based on spatial Durbin model and dynamic threshold model. Environmental Science and Pollution Research, 29 (40), 61247, 2022. https://doi.org/10.1007/s11356... PMid:35441286 PMCid:PMC9017744.
 
56.
KIM Y.G., LIM J.S. An emissions trading scheme design for power industries facing price regulation. Energy Policy, 75, 84, 2014. https://doi.org/10.1016/j.enpo....
 
57.
YANG G.L., ZHA D.L., WANG X.J., CHEN Q. Exploring the nonlinear association between environmental regulation and carbon intensity in China: The mediating effect of green technology. Ecological Indicators, 114, 2020. https://doi.org/10.1016/j.ecol....
 
58.
ADACHI K., LIU D.J. Estimating Threshold Effects of U.S. Generic Fluid Milk Advertising. American Journal of Agricultural Economics, 92 (3), 727, 2010. https://doi.org/10.1093/ajae/a....
 
59.
CHEN J., GUI W., HUANG Y. The impact of the establishment of carbon emission trade exchange on carbon emission efficiency. Environmental Science and Pollution Research, 30 (8), 19845, 2023. https://doi.org/10.1007/s11356... PMid:36242666.
 
60.
HANSEN B.E. Threshold effects in non-dynamic panels: Estimation, testing, and inference. Journal of Econometrics, 93 (2), 345, 1999. https://doi.org/10.1016/S0304-....
 
61.
HU Y.-J., LI X.-Y., TANG B.-J. Assessing the operational performance and maturity of the carbon trading pilot program: The case study of Beijing's carbon market. Journal of Cleaner Production, 161, 1263, 2017. https://doi.org/10.1016/j.jcle....
 
62.
ZHANG S., JIANG K., WANG L., BONGERS G., HU G., LI J. Do the performance and efficiency of China's carbon emission trading market change over time? Environmental Science and Pollution Research, 27 (26), 33140, 2020. https://doi.org/10.1007/s11356... PMid:32529608.
 
63.
HAAR L.N., HAAR L. Policy-making under uncertainty: Commentary upon the European Union Emissions Trading Scheme. Energy Policy, 34 (17), 2615, 2006. https://doi.org/10.1016/j.enpo....
 
64.
SUN W., HUANG C. How does urbanization affect carbon emission efficiency? Evidence from China. Journal of Cleaner Production, 272, 122828, 2020. https://doi.org/10.1016/j.jcle....
 
65.
LI R., WANG Q., LIU Y., JIANG R. Per-capita carbon emissions in 147 countries: The effect of economic, energy, social, and trade structural changes. Sustainable Production and Consumption, 27, 1149, 2021. https://doi.org/10.1016/j.spc.... PMCid:PMC10016692.
 
66.
SHANG H., JIANG L., PAN X. Does R&D element flow promote the spatial convergence of regional carbon efficiency? Journal of Environmental Management, 322, 116080, 2022. https://doi.org/10.1016/j.jenv... PMid:36044825.
 
67.
WANG Q., LIU S. How Do FDI and Technological Innovation Affect Carbon Emission Efficiency in China? Energies, 15 (23), 9209, 2022. https://doi.org/10.3390/en1523....
 
68.
ZHOU A., LI J. Impact of income inequality and environmental regulation on environmental quality: Evidence from China. Journal of Cleaner Production, 274, 123008, 2020. https://doi.org/10.1016/j.jcle....
 
69.
YANG Z., SHAO S., YANG L. Unintended consequences of carbon regulation on the performance of SOEs in China: The role of technical efficiency. Energy Economics, 94, 105072, 2021. https://doi.org/10.1016/j.enec....
 
70.
ZHANG Y., ZHANG J. Estimating the impacts of emissions trading scheme on low-carbon development. Journal of Cleaner Production, 238, 117913, 2019. https://doi.org/10.1016/j.jcle....
 
71.
JIA R., SHAO S., YANG L. High-speed rail and CO2 emissions in urban China: A spatial difference-in-differences approach. Energy Economics, 99, 105271, 2021. https://doi.org/10.1016/j.enec....
 
72.
CAI X., LU Y., WU M., YU L. Does environmental regulation drive away inbound foreign direct investment? Evidence from a quasi-natural experiment in China. Journal of Development Economics, 123, 73, 2016. https://doi.org/10.1016/j.jdev....
 
73.
WAN L., WANG S., ZANG J., ZHENG Q., FANG W. Does the EU emissions trading system help reduce PM2.5 damage? A research based on PSM-DID method. Environmental Science and Pollution Research, 29 (16), 23129, 2022. https://doi.org/10.1007/s11356... PMid:34802077.
 
74.
JI C.J., HU Y.J., TANG B.J. Research on carbon market price mechanism and influencing factors: a literature review. Natural Hazards, 92 (2), 761, 2018. https://doi.org/10.1007/s11069....
 
75.
LIU X.F., ZHOU X.X., ZHU B.Z., WANG P. Measuring the efficiency of China's carbon market: A comparison between efficient and fractal market hypotheses. Journal of Cleaner Production, 271, 2020. https://doi.org/10.1016/j.jcle....
 
76.
GURVICH A., CREAMER G.G. Overallocation and Correction of Carbon Emissions in the Evaluation of Carbon Footprint. Sustainability, 13 (24), 2021. https://doi.org/10.3390/su1324....
 
77.
LIU H., ZHOU R., YAO P., ZHANG J. Assessing Chinese governance low-carbon economic peer effects in local government and under sustainable environmental regulation. Environmental Science and Pollution Research, 30 (22), 61304, 2023. https://doi.org/10.1007/s11356... PMid:34988798 PMCid:PMC8731187.
 
78.
HE L., GAN S., ZHONG T. The impact of green credit policy on firms' green strategy choices: green innovation or green-washing? Environmental Science and Pollution Research, 29 (48), 73307, 2022. https://doi.org/10.1007/s11356... PMid:35622278.
 
79.
TAO M., FAILLER P., GOH L.T., LAU W.Y., DONG H., XIE L. Quantify the Effect of China's Emission Trading Scheme on Low-carbon Eco-efficiency: Evidence from China's 283 Cities. Mitigation and Adaptation Strategies for Global Change, 27 (6), 37, 2022. https://doi.org/10.1007/s11027....
 
80.
BROUWERS R., SCHOUBBEN F., VAN HULLE C., VAN UYTBERGEN S. The initial impact of EU ETS verification events on stock prices. Energy Policy, 94, 138, 2016. https://doi.org/10.1016/j.enpo....
 
81.
CHANG L., LI W., LU X. Government Engagement, Environmental Policy, and Environmental Performance: Evidence from the Most Polluting Chinese Listed Firms. Business Strategy and the Environment, 24 (1), 1, 2015. https://doi.org/10.1002/bse.18....
 
82.
DONG F., YU B., ZHANG J. What Contributes to Regional Disparities of Energy Consumption in China? Evidence from Quantile Regression-Shapley Decomposition Approach. Sustainability, 10 (6), 1806, 2018. https://doi.org/10.3390/su1006....
 
83.
YU Y., ZOU Z., WANG S. Statistical regression modeling for energy consumption in wastewater treatment. Journal of Environmental Sciences, 75, 201, 2019. https://doi.org/10.1016/j.jes.... PMid:30473285.
 
84.
ZHOU Y., JIANG J., YE B., ZHANG Y., YAN J. Addressing climate change through a market mechanism: a comparative study of the pilot emission trading schemes in China. Environmental Geochemistry and Health, 42 (3), 745, 2020. https://doi.org/10.1007/s10653... PMid:30761418.
 
85.
JOO H.Y., SEO Y.W., MIN H. Examining the effects of government intervention on the firm's environmental and technological innovation capabilities and export performance. International Journal of Production Research, 56 (18), 6090, 2018. https://doi.org/10.1080/002075....
 
86.
LIN B., HUANG C. Analysis of emission reduction effects of carbon trading: Market mechanism or government intervention? Sustainable Production and Consumption, 33, 28, 2022. https://doi.org/10.1016/j.spc.....
 
eISSN:2083-5906
ISSN:1230-1485
Journals System - logo
Scroll to top