IDEAS home Printed from https://ideas.repec.org/a/eee/ecanpo/v86y2025icp1897-1913.html

Measurement and spatiotemporal dynamic evolution of regional ecological efficiency in China from the perspective of undesirable outputs

Author

Listed:
  • Tian, Kang
  • Yu, Mingyang
  • Hong, Xiong
  • Chen, Zhen
  • He, Ke
  • Wang, Haoyu
  • Shi, Lei

Abstract

In the context of global resource limitations and environmental degradation, enhancing ecological efficiency has become a pivotal strategy for achieving sustainable development objectives. This research implemented a Slack-based measure Super-efficiency Data Envelopment Analysis (Super-efficiency SBM-DEA) model, incorporating undesirable outputs, to assess China's regional ecological efficiency levels and analyse their overall patterns. Three input factors-construction land, total energy consumption, and total water consumption-were used to identify the factors contributing to ecological inefficiency in each region. This study utilises spatial statistical analysis methods to quantitatively investigate the global spatial evolution characteristics of regional ecological efficiency and the transformation of Hot & Cold spot patterns. The findings reveal that the Super-efficiency SBM-DEA calculation model, which introduces pollutants such as sulfur dioxide (SO2) as undesirable output indicators, aligns the regional ecological efficiency model more closely with production realities. Under the constraints of resource endowment and the uneven spatial distribution of production factors, significant disparities in ecological efficiency are observed among provinces and municipalities (autonomous regions), with the eastern region demonstrating a notably higher ecological efficiency than the central and western regions. From a spatial perspective, China's ecological efficiency level exhibits marked volatility, though the overall index value remains low. The east-west distribution of Hot & Cold spots is distinct, with the hot spots primarily concentrated in the economically advanced eastern coastal areas. These findings provide a valuable reference for measuring ecological efficiency and developing sustainable development strategies in various countries.

Suggested Citation

  • Tian, Kang & Yu, Mingyang & Hong, Xiong & Chen, Zhen & He, Ke & Wang, Haoyu & Shi, Lei, 2025. "Measurement and spatiotemporal dynamic evolution of regional ecological efficiency in China from the perspective of undesirable outputs," Economic Analysis and Policy, Elsevier, vol. 86(C), pages 1897-1913.
  • Handle: RePEc:eee:ecanpo:v:86:y:2025:i:c:p:1897-1913
    DOI: 10.1016/j.eap.2025.05.028
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0313592625001936
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eap.2025.05.028?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Yu Zhang & Xi Cai & Liudan Jiao & Yanying Mao & Xiaosen Huo & Ya Wu, 2024. "Using eco‐efficiency and eco‐wellbeing performance as indicators for urban sustainable development: A two‐stage network analysis," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(3), pages 1825-1844, June.
    2. Ding, Jian & Liu, Baoliu & Shao, Xuefeng, 2022. "Spatial effects of industrial synergistic agglomeration and regional green development efficiency: Evidence from China," Energy Economics, Elsevier, vol. 112(C).
    3. Zhang, Xiaohong & Wu, Liqian & Zhang, Rong & Deng, Shihuai & Zhang, Yanzong & Wu, Jun & Li, Yuanwei & Lin, Lili & Li, Li & Wang, Yinjun & Wang, Lilin, 2013. "Evaluating the relationships among economic growth, energy consumption, air emissions and air environmental protection investment in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 259-270.
    4. Riza Radmehr & Samira Shayanmehr & Ernest Ali Baba & Ahmed Samour & Tomiwa Sunday Adebayo, 2024. "Spatial spillover effects of green technology innovation and renewable energy on ecological sustainability: New evidence and analysis," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(3), pages 1743-1761, June.
    5. Zhou, Xiaoxiao & Cai, Ziming & Tan, Kim Hua & Zhang, Linling & Du, Juntao & Song, Malin, 2021. "Technological innovation and structural change for economic development in China as an emerging market," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
    6. Usman, Muhammad & Balsalobre-Lorente, Daniel, 2022. "Environmental concern in the era of industrialization: Can financial development, renewable energy and natural resources alleviate some load?," Energy Policy, Elsevier, vol. 162(C).
    7. Zhang Zhen & Sami Ullah & Zhan Shaowen & Muhammad Irfan, 2023. "How do renewable energy consumption, financial development, and technical efficiency change cause ecological sustainability in European Union countries?," Energy & Environment, , vol. 34(7), pages 2478-2496, November.
    8. Wang, Ke & Wei, Yi-Ming & Zhang, Xian, 2012. "A comparative analysis of China’s regional energy and emission performance: Which is the better way to deal with undesirable outputs?," Energy Policy, Elsevier, vol. 46(C), pages 574-584.
    9. Xue, Qihang & Wang, Huimin & Wei, Jian & Bai, Caiquan, 2024. "Does the digital economy improve female autonomy?," Structural Change and Economic Dynamics, Elsevier, vol. 71(C), pages 193-207.
    10. Cheng, Yuanyuan & Du, Kerui & Yao, Xin, 2024. "Restructuring and relocation of polluting industries under air pollution control: Evidence from industrial investment flows between Chinese cities," China Economic Review, Elsevier, vol. 83(C).
    11. Imre Dobos & Gyöngyi Vörösmarty, 2021. "Supplier selection: comparison of DEA models with additive and reciprocal data," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 29(2), pages 447-462, June.
    12. Jin, Baihui & Li, Wei & Li, Guoming & Wang, Qi, 2024. "Does upgrading household consumption affect the eco-efficiency of China's solid waste management as measured by emissions?," Utilities Policy, Elsevier, vol. 89(C).
    13. Hu, Yucai & Li, Ranran & Du, Lei & Ren, Shenggang & Chevallier, Julien, 2022. "Could SO2 and CO2 emissions trading schemes achieve co-benefits of emissions reduction?," Energy Policy, Elsevier, vol. 170(C).
    14. Wang, Feng & Wu, Min & Wang, Jingcao, 2023. "Can increasing economic complexity improve China's green development efficiency?," Energy Economics, Elsevier, vol. 117(C).
    15. Batsakis, Georgios & Wood, Geoffrey & Azar, Goudarz & Singh, Satwinder, 2018. "International diversification and firm performance in the post-acquisition period: A resource dependence perspective," Journal of Business Research, Elsevier, vol. 93(C), pages 151-159.
    16. Liang-jun Long, 2021. "Eco-efficiency and effectiveness evaluation toward sustainable urban development in China: a super-efficiency SBM–DEA with undesirable outputs," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(10), pages 14982-14997, October.
    17. Patterson, Murray & McDonald, Garry & Hardy, Derrylea, 2017. "Is there more in common than we think? Convergence of ecological footprinting, emergy analysis, life cycle assessment and other methods of environmental accounting," Ecological Modelling, Elsevier, vol. 362(C), pages 19-36.
    18. Camanho, Ana Santos & Silva, Maria Conceicao & Piran, Fabio Sartori & Lacerda, Daniel Pacheco, 2024. "A literature review of economic efficiency assessments using Data Envelopment Analysis," European Journal of Operational Research, Elsevier, vol. 315(1), pages 1-18.
    19. Shabani, Mohadeseh & Kordrostami, Sohrab & Jahani Sayyad Noveiri, Monireh, 2023. "Renewable energy performance analysis using fuzzy dynamic directional distance function model under natural and managerial disposability," Applied Energy, Elsevier, vol. 352(C).
    20. Wang, Juan & Zhang, Sulan & Zhang, Qingjun, 2021. "The relationship of renewable energy consumption to financial development and economic growth in China," Renewable Energy, Elsevier, vol. 170(C), pages 897-904.
    21. Zhang, Rui & Sun, Kai & Delgado, Michael S. & Kumbhakar, Subal C., 2012. "Productivity in China's high technology industry: Regional heterogeneity and R&D," Technological Forecasting and Social Change, Elsevier, vol. 79(1), pages 127-141.
    22. Yucai Hu & Ranran Li & Lei Du & Shenggang Ren & Julien Chevallier, 2022. "Could SO2 and CO2 emissions trading schemes achieve co-benefits of emissions reduction?," Post-Print halshs-04250307, HAL.
    23. Wang, Shaobin & Liu, Haimeng & Pu, Haixia & Yang, Hao, 2020. "Spatial disparity and hierarchical cluster analysis of final energy consumption in China," Energy, Elsevier, vol. 197(C).
    24. Liu, Hongwei & Shao, Liangyu & Min, Jie & Ji, Xiang, 2024. "Regional differences and determinants of environmental efficiency in China's road transportation industry," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 931-946.
    25. Gaolan Hou & Zhou Zou & Tianran Zhang & Yue Meng, 2019. "Analysis of the Effect of Industrial Transformation of Resource-Based Cities in Northeast China," Economies, MDPI, vol. 7(2), pages 1-22, May.
    26. Lai, Aolin & Li, Zhenran & Hu, Xiurong & Wang, Qunwei, 2024. "Does digital economy improve city-level eco-efficiency in China?," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 1198-1213.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ren Fang-Rong & Wu Tao-Feng & Zhang Qing-Qing, 2025. "Ecological–environmental transformation efficiency in China: regional disparities, modeling challenges, and prospects for long-term sustainability governance," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-20, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gioia, Francesca & Morabito, Leo, 2025. "Behind the Screen: Gender Differences in the Creator Economy," IZA Discussion Papers 17666, IZA Network @ LISER.
    2. Zhu, Bingcheng & Huang, Hongyun & Liu, Ying & Zhang, Ning, 2025. "Twin goals, one policy: Cost-effective collaborative abatement via new energy cities," Energy Economics, Elsevier, vol. 151(C).
    3. Gao, Lan & Wang, Jing, 2025. "Can artificial intelligence reduce energy vulnerability? Evidence from an international perspective," Energy Economics, Elsevier, vol. 145(C).
    4. Yue Ma & Ling Miao & Lianyong Feng, 2025. "Research on the Implementation Effects, Multi-Objective Scheme Selection, and Element Regulation of China’s Carbon Market," Sustainability, MDPI, vol. 17(15), pages 1-19, July.
    5. Zhou, Peng & Huang, Xiaoqi & Song, Frank M., 2024. "The deterrent effect of environmental judicature on firms' pollution emissions: Evidence from a quasi-natural experiment in China," China Economic Review, Elsevier, vol. 88(C).
    6. Yongjun Chen & Wei Li & Longji Zeng & Min Chen, 2025. "Quality or Quantity? The Impact of Voluntary Environmental Regulation on Firm’s Green Technological Innovation: Evidence from Green Factory Certification in China," Sustainability, MDPI, vol. 17(6), pages 1-31, March.
    7. Guanglong Li & Xuhai Zhao & Yanfeng Jiang & Yuandong Zou & Shuyang Liu & Xuejing Li & Liangen Zeng, 2025. "How Can Digital Economy Accessibility Accelerate Urban Land Green Transformation in China? Evidence from Threshold and Intermediary Effects," Land, MDPI, vol. 14(2), pages 1-23, February.
    8. Gong, Maoyu & Zhang, Ning, 2025. "The hidden benefit of environmental regulation: Evidence from a quasi-experiment in China," Journal of Asian Economics, Elsevier, vol. 100(C).
    9. Zuo, Liang & Luo, Shunjun, 2024. "Resource dependency and green growth paradigm: Exploring interstice mechanism using financial resource availability and FDI in EAP region," Resources Policy, Elsevier, vol. 92(C).
    10. Zhang, Shaohua & Sang, Xiance & Yang, Wei & Luo, Xiaofeng, 2025. "Empowering household energy transition: The impact of digital economy on clean energy use in rural China," Energy, Elsevier, vol. 324(C).
    11. Baudino, Marco, 2024. "Oil rents, renewable energy and the role of financial development: Evidence from OPEC+ members," Resources Policy, Elsevier, vol. 99(C).
    12. Tambari, Ishaya & Failler, Pierre & Jaffry, Shabbar & Yuan, He, 2025. "Could natural resources and financial development influence the markets for renewable energy in developing economies?," Resources Policy, Elsevier, vol. 108(C).
    13. Hu, Bangyong & Alola, Andrew Adewale & Tauni, Muhammad Zubair & Adebayo, Tomiwa Sunday & Abbas, Shujaat, 2023. "Pathway to cleaner environment: How effective are renewable electricity and financial development approaches?," Structural Change and Economic Dynamics, Elsevier, vol. 67(C), pages 277-292.
    14. Zhang, Hua & Lai, Jie & Kang, Chenyi, 2024. "Green signalling under environmental pressure: Does local government environmental regulatory pressure promote corporate environmental information disclosure?," Economic Analysis and Policy, Elsevier, vol. 83(C), pages 813-844.
    15. Wang, Zhaohua & Feng, Chao, 2015. "A performance evaluation of the energy, environmental, and economic efficiency and productivity in China: An application of global data envelopment analysis," Applied Energy, Elsevier, vol. 147(C), pages 617-626.
    16. Wu, Jiayi & Lai, Aolin & Li, Zhenran & Wang, Qunwei, 2024. "Investment efficiency of renewable energy enterprises when exposed to air pollution: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 96(PC).
    17. Jun Liu & Hengxu Shen & Yuexing Li & Tianci Yin, 2025. "Impact of Industrial Symbiotic Agglomeration on Energy Efficiency: Analysis Using Time-Varying Difference-in-Difference Model," Sustainability, MDPI, vol. 17(5), pages 1-18, February.
    18. Wei, Changhe & Wang, Shaobin & Zhao, Xiaofeng, 2025. "Spatial-temporal variation and coupling relationship between primary energy consumption and economic growth: A global assessment," Energy, Elsevier, vol. 323(C).
    19. Yuan Feng & Jiaxin Liu & Changfei Nie, 2026. "How does digital economy affect synergy of carbon mitigation and pollution reduction? Evidence from next-generation internet demonstration city construction in China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 28(2), pages 4665-4695, February.
    20. Yang, Haidong & Zhang, Xiangle & Lao, Quanchu & Liu, Biyu, 2025. "How to accurately evaluate and effectively improve the performance of provincial green development in China? An improved integrated method," Energy Policy, Elsevier, vol. 198(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ecanpo:v:86:y:2025:i:c:p:1897-1913. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/economic-analysis-and-policy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.