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Leveraging Economic Efficiency for CO2 Reduction and Energy Transition: The Role of Climate Vulnerability, GVC Integration, Digitalization and Energy Intensity

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  • Qiang Wang
  • Tong Liu
  • Rongrong Li

Abstract

This study investigates the nonlinear effects of economic efficiency on CO2 reduction and energy transition, with a particular focus on advancing SDGs 7, 9, and 13. Using panel data from 61 countries, the analysis applies a slacks‐based measure of directional distance functions (SBM‐DDF) and threshold regression models to explore the complex relationship between economic efficiency, CO2 emissions, and energy transition. Key findings reveal that while economic efficiency has generally improved over time, significant regional disparities remain. Improvements in economic efficiency lead to substantial reductions in CO2 emissions and promote energy transition, but the relationship is nonlinear, influenced by factors such as climate vulnerability, global value chain (GVC) integration, digitalization, and energy intensity. Heightened climate vulnerability and deeper integration into GVC amplify the emission‐reducing effects of economic efficiency, whereas increased digitalization initially attenuates its decarbonization impact before shifting toward a suppressive effect, while concurrently reversing its influence on energy transition from inhibitive to facilitative. Furthermore, under higher energy intensity, economic efficiency exerts a more pronounced influence on both carbon abatement and the acceleration of energy transition. The study also highlights heterogeneity across income levels, with upper‐middle‐income countries experiencing stronger positive effects. These findings emphasize the need for tailored, context‐sensitive policies that account for regional and sectoral dynamics to optimize economic efficiency for sustainable development.

Suggested Citation

  • Qiang Wang & Tong Liu & Rongrong Li, 2025. "Leveraging Economic Efficiency for CO2 Reduction and Energy Transition: The Role of Climate Vulnerability, GVC Integration, Digitalization and Energy Intensity," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(4), pages 5038-5068, August.
    • Handle: RePEc:wly:sustdv:v:33:y:2025:i:4:p:5038-5068
    DOI: 10.1002/sd.3364
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    as
    1. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    2. Ding, Tao & Li, Hao & Liu, Li & Feng, Kui, 2024. "An inquiry into the nexus between artificial intelligence and energy poverty in the light of global evidence," Energy Economics, Elsevier, vol. 136(C).
    3. Wen, Jun & Zhang, Sen & Chang, Chun-Ping & Anugrah, Donni Fajar & Affandi, Yoga, 2023. "Does climate vulnerability promote green investment under energy supply restriction?," Energy Economics, Elsevier, vol. 124(C).
    4. Ren, Xiaohang & Xiao, Ya & Xiao, Shitong & Jin, Yi & Taghizadeh-Hesary, Farhad, 2024. "The effect of climate vulnerability on global carbon emissions: Evidence from a spatial convergence perspective," Resources Policy, Elsevier, vol. 90(C).
    5. Sheng, Pengfei & Li, Jun & Zhai, Mengxin & Huang, Shoujun, 2020. "Coupling of economic growth and reduction in carbon emissions at the efficiency level: Evidence from China," Energy, Elsevier, vol. 213(C).
    6. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    7. Ge, Tao & Ding, Ziqi & Lu, Xiaoya & Yang, Keling, 2023. "Spillover effect of energy intensity targets on renewable energy consumption in China: A spatial econometric approach," Renewable Energy, Elsevier, vol. 217(C).
    8. Cárdenas Rodríguez, Miguel & Haščič, Ivan & Souchier, Martin, 2018. "Environmentally Adjusted Multifactor Productivity: Methodology and Empirical Results for OECD and G20 Countries," Ecological Economics, Elsevier, vol. 153(C), pages 147-160.
    9. Xie, Rong-hui & Yuan, Yi-jun & Huang, Jing-jing, 2017. "Different Types of Environmental Regulations and Heterogeneous Influence on “Green” Productivity: Evidence from China," Ecological Economics, Elsevier, vol. 132(C), pages 104-112.
    10. repec:osf:socarx:zb3rh_v1 is not listed on IDEAS
    11. Bolarinwa, Segun Thompson & Akinlo, Anthony Enisan, 2021. "Is there a nonlinear relationship between financial development and income inequality in Africa? Evidence from dynamic panel threshold," The Journal of Economic Asymmetries, Elsevier, vol. 24(C).
    12. Myung Hwan Seo & Sueyoul Kim & Young-Joo Kim, 2019. "Estimation of dynamic panel threshold model using Stata," Stata Journal, StataCorp LLC, vol. 19(3), pages 685-697, September.
    13. Kou, Gang & Yüksel, Serhat & Dinçer, Hasan, 2022. "Inventive problem-solving map of innovative carbon emission strategies for solar energy-based transportation investment projects," Applied Energy, Elsevier, vol. 311(C).
    14. Shi, Qiaoling & Zhao, Yuhuan & Qian, Zhiling & Zheng, Lu & Wang, Song, 2022. "Global value chains participation and carbon emissions: Evidence from Belt and Road countries," Applied Energy, Elsevier, vol. 310(C).
    15. Wang, Xiaoqing & Sun, Xing & Oprean-Stan, Camelia & Chang, Tsangyao, 2023. "What role does global value chain participation play in emissions embodied in trade? New evidence from value-added trade," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1205-1223.
    16. Aydin, Celil & Esen, Ömer, 2018. "Does the level of energy intensity matter in the effect of energy consumption on the growth of transition economies? Evidence from dynamic panel threshold analysis," Energy Economics, Elsevier, vol. 69(C), pages 185-195.
    17. Qin, Meng & Su, Chi-Wei & Umar, Muhammad & Lobonţ, Oana-Ramona & Manta, Alina Georgiana, 2023. "Are climate and geopolitics the challenges to sustainable development? Novel evidence from the global supply chain," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 748-763.
    18. Ben Lahouel, Béchir & Taleb, Lotfi & Ben Zaied, Younes & Managi, Shunsuke, 2021. "Does ICT change the relationship between total factor productivity and CO2 emissions? Evidence based on a nonlinear model," Energy Economics, Elsevier, vol. 101(C).
    19. Pesaran, M. Hashem & Vanessa Smith, L. & Yamagata, Takashi, 2013. "Panel unit root tests in the presence of a multifactor error structure," Journal of Econometrics, Elsevier, vol. 175(2), pages 94-115.
    20. Seo, Myung Hwan & Shin, Yongcheol, 2016. "Dynamic panels with threshold effect and endogeneity," Journal of Econometrics, Elsevier, vol. 195(2), pages 169-186.
    21. Hertwich, Edgar G., 2020. "Carbon fueling complex global value chains tripled in the period 1995–2012," Energy Economics, Elsevier, vol. 86(C).
    22. Baarsch, Florent & Granadillos, Jessie R. & Hare, William & Knaus, Maria & Krapp, Mario & Schaeffer, Michiel & Lotze-Campen, Hermann, 2020. "The impact of climate change on incomes and convergence in Africa," World Development, Elsevier, vol. 126(C).
    23. Rajbhandari, Ashish & Zhang, Fan, 2018. "Does energy efficiency promote economic growth? Evidence from a multicountry and multisectoral panel dataset," Energy Economics, Elsevier, vol. 69(C), pages 128-139.
    24. Tajudeen, Ibrahim A. & Wossink, Ada & Banerjee, Prasenjit, 2018. "How significant is energy efficiency to mitigate CO2 emissions? Evidence from OECD countries," Energy Economics, Elsevier, vol. 72(C), pages 200-221.
    25. Shahbaz, muhammad & Solarin, Sakiru Adebola & Sbia, Rashid & Bibi, Sadia, 2015. "Does Energy Intensity Contribute to CO2 Emissions? A Trivariate Analysis in Selected African Countries," MPRA Paper 64335, University Library of Munich, Germany, revised 19 Mar 2015.
    26. Fakhri J. Hasanov & Zeeshan Khan & Muzzammil Hussain & Muhammad Tufail, 2021. "Theoretical Framework for the Carbon Emissions Effects of Technological Progress and Renewable Energy Consumption," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(5), pages 810-822, September.
    27. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    28. Lei, Xiao & Shen, Z.Y. & Štreimikienė, Dalia & Baležentis, Tomas & Wang, Guang & Mu, Yunguo, 2024. "Digitalization and sustainable development: Evidence from OECD countries," Applied Energy, Elsevier, vol. 357(C).
    29. Liu, Hongxun & Li, Jianglong & Long, Houyin & Li, Zhi & Le, Canyu, 2018. "Promoting energy and environmental efficiency within a positive feedback loop: Insights from global value chain," Energy Policy, Elsevier, vol. 121(C), pages 175-184.
    30. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    31. Oliver T. Coomes & Bradford L. Barham & Graham K. MacDonald & Navin Ramankutty & Jean-Paul Chavas, 2019. "Leveraging total factor productivity growth for sustainable and resilient farming," Nature Sustainability, Nature, vol. 2(1), pages 22-28, January.
    32. Goldemberg, José, 2020. "The evolution of the energy and carbon intensities of developing countries," Energy Policy, Elsevier, vol. 137(C).
    33. Robert Koopman & William Powers & Zhi Wang & Shang-Jin Wei, 2010. "Give Credit Where Credit Is Due: Tracing Value Added in Global Production Chains," NBER Working Papers 16426, National Bureau of Economic Research, Inc.
    34. Saia, Artjom, 2023. "Digitalization and CO2 emissions: Dynamics under R&D and technology innovation regimes," Technology in Society, Elsevier, vol. 74(C).
    35. Feindouno, Sosso & Guillaumont, Patrick & Simonet, Catherine, 2020. "The Physical Vulnerability to Climate Change Index: An Index to Be Used for International Policy," Ecological Economics, Elsevier, vol. 176(C).
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