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An Integrated Framework for Assessing Livestock Ecological Efficiency in Sichuan: Spatiotemporal Dynamics, Drivers, and Projections

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  • Hongrui Liu

    (Yantai Institute, China Agricultural University, Yantai 264670, China)

  • Baoquan Yin

    (Yantai Institute, China Agricultural University, Yantai 264670, China)

Abstract

The upper reaches of the Yangtze River face the challenge of balancing livestock development and ecological protection. As a significant livestock production region in China, optimizing the livestock ecological efficiency (LEE) of Sichuan Province (SP) is of strategic importance for regional sustainable development. Livestock carbon emissions and related pollution indices were utilized as undesirable output indicators within the super-efficiency SBM model to measure SP’s LEE over the 2010–2022 period. Kernel density estimation was combined with the Theil index to analyze spatiotemporal variation characteristics. A STIRPAT model was constructed to explore the influencing factors of SP’s LEE, and a grey forecasting GM (1,1) model was employed for prediction. Key findings reveal the following: (1) LEE increased by 25.9%, with high-efficiency regions expanding from 19.0% to 57.1%; (2) regional disparities persist, driven by labor redundancy and environmental governance gaps; (3) per capita GDP, industrial agglomeration, and technology advancement significantly promoted efficiency, while government subsidies and carbon intensity suppressed it. Projections show LEE reaching 0.923 by 2035. Key recommendations include the following: (1) implementing region-specific strategies for resource optimization, (2) restructuring agricultural subsidies to incentivize emission reduction, and (3) promoting cross-regional technology diffusion. These provide actionable pathways for sustainable livestock management in ecologically fragile zones.

Suggested Citation

  • Hongrui Liu & Baoquan Yin, 2025. "An Integrated Framework for Assessing Livestock Ecological Efficiency in Sichuan: Spatiotemporal Dynamics, Drivers, and Projections," Sustainability, MDPI, vol. 17(16), pages 1-28, August.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:16:p:7415-:d:1725946
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    as
    1. Deli Yang & Qionglei Wang, 2024. "Evaluation of China’s Marine Aquaculture Sector’s Green Development Level Using the Super-Efficiency Slacks-Based Measure and Global Malmquist–Luenberger Index Models," Sustainability, MDPI, vol. 16(8), pages 1-15, April.
    2. Gong, Xiao-Li & Liu, Jian-Min & Xiong, Xiong & Zhang, Wei, 2021. "The dynamic effects of international oil price shocks on economic fluctuation," Resources Policy, Elsevier, vol. 74(C).
    3. Yaguai Yu & Zanzan Xu & Panyi Shen & Lening Zhang & Taohan Ni, 2022. "Efficiency Evaluation and Influencing Factors of Green Innovation in Chinese Resource-Based Cities: Based on SBM-Undesirable and Spatial Durbin Model," IJERPH, MDPI, vol. 19(21), pages 1-17, October.
    4. Isabelle Armanville & Peter Funk, 2003. "Induced innovation: an empirical test," Applied Economics, Taylor & Francis Journals, vol. 35(15), pages 1627-1647.
    5. Yuxin Yan & Yubao Chen & Minghua Han & Hui Zhen, 2022. "Research on Energy Efficiency Evaluation of Provinces along the Belt and Road under Carbon Emission Constraints: Based on Super-Efficient SBM and Malmquist Index Model," Sustainability, MDPI, vol. 14(14), pages 1-14, July.
    6. Peng Tang & Jing Chen & Jinlong Gao & Min Li & Jinshuo Wang, 2020. "What Role(s) Do Village Committees Play in the Withdrawal from Rural Homesteads? Evidence from Sichuan Province in Western China," Land, MDPI, vol. 9(12), pages 1-15, November.
    7. Jie Liu & Shao-yu Wang & Dong-mei Li, 2014. "The Analysis of the Impact of Land-Use Changes on Flood Exposure of Wuhan in Yangtze River Basin, China," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 28(9), pages 2507-2522, July.
    8. Esteban Rossi-Hansberg, 2005. "A Spatial Theory of Trade," American Economic Review, American Economic Association, vol. 95(5), pages 1464-1491, December.
    9. Guoyong Wu & Yu Xie & Haoxin Li & Noman Riaz, 2022. "Agricultural Ecological Efficiency under the Carbon Emissions Trading System in China: A Spatial Difference-in-Difference Approach," Sustainability, MDPI, vol. 14(8), pages 1-13, April.
    10. Yang Yang & Min Lin & Yangfei Lin & Chen Zhang & Celimuge Wu, 2025. "A Survey of Blockchain Applications for Management in Agriculture and Livestock Internet of Things," Future Internet, MDPI, vol. 17(1), pages 1-54, January.
    11. Nilesh Nirmal & Collins Fiifi Anyimadu & Anandu Chandra Khanashyam & Alaa El‐din A. Bekhit & Bablu Kumar Dhar, 2025. "Alternative Protein Sources: Addressing Global Food Security and Environmental Sustainability," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(3), pages 3958-3969, June.
    12. Luhao Jia & Mingya Wang & Shili Yang & Fan Zhang & Yidong Wang & Penghao Li & Wanqi Ma & Shaobo Sui & Tong Liu & Mingshi Wang, 2024. "Analysis of Agricultural Carbon Emissions and Carbon Sinks in the Yellow River Basin Based on LMDI and Tapio Decoupling Models," Sustainability, MDPI, vol. 16(1), pages 1-26, January.
    13. Zhengyu Zhang & Gui Jin, 2024. "Measurement of Agricultural Eco-Efficiency and Analysis of Its Influencing Factors: Insights from 44 Agricultural Counties in Liaoning Province," Land, MDPI, vol. 13(3), pages 1-16, February.
    14. Zhen Yu & Weidong Li & Hongyan Duan, 2023. "New Energy Technology Innovation and Industry Carbon Emission Reduction Based on the Perspective of Unbalanced Regional Economic Development," Sustainability, MDPI, vol. 15(22), pages 1-22, November.
    15. Xianghao Zhao & Changjiang Xiong, 2022. "Spatial and Temporal Characteristics, Evolution Law and Improvement Path of China’s Animal Husbandry Production Pattern," Sustainability, MDPI, vol. 14(23), pages 1-18, November.
    16. Ehsan Javanmardi & Sifeng Liu & Naiming Xie, 2020. "Exploring Grey Systems Theory-Based Methods and Applications in Sustainability Studies: A Systematic Review Approach," Sustainability, MDPI, vol. 12(11), pages 1-32, May.
    17. Ming Cheng & Wenjie Yao, 2024. "Trend prediction of carbon peak in China’s animal husbandry based on the empirical analysis of 31 provinces in China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(1), pages 2017-2034, January.
    18. Marcin Nowak & Małgorzata Kokocińska, 2024. "The Efficiency of Economic Growth for Sustainable Development—A Grey System Theory Approach in the Eurozone and Other European Countries," Sustainability, MDPI, vol. 16(5), pages 1-17, February.
    19. Zhang, Hao & Song, Yan & Zhang, Ming & Duan, Ye, 2024. "Land use efficiency and energy transition in Chinese cities: A cluster-frontier super-efficiency SBM-based analytical approach," Energy, Elsevier, vol. 304(C).
    20. Gong, Maogang & Zhong, Yanan & Zhang, Yun & Elahi, Ehsan & Yang, Yuanxi, 2023. "Have the new round of agricultural land system reform improved farmers' agricultural inputs in China?," Land Use Policy, Elsevier, vol. 132(C).
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