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Measurement and Convergence Analysis of the Green Total Factor Productivity of Citrus in China

Author

Listed:
  • Bin Fan

    (School of Economics and Management, Northeast Agricultural University, Harbin 150030, China)

  • Ziyue Li

    (School of Economics and Management, Northeast Agricultural University, Harbin 150030, China)

  • Qingmei Zeng

    (School of Economics and Management, Northeast Agricultural University, Harbin 150030, China)

Abstract

Drawing on panel data for eight major citrus-producing provinces in China from 2008 to 2021, this study employs the super-efficiency EBM model—which incorporates both radial proportion and non-radial slack variables—to measure citrus green total factor productivity (GTFP). Temporal changes are investigated via the GML index, while regional disparities and convergence patterns are examined through a series of complementary techniques, thereby offering a comprehensive view of the sector’s green and coordinated development. The results reveal that, from a static perspective, the technical efficiency of most citrus-producing provinces remains below the production frontier. Dynamically, regional GTFP diverged markedly over the study period, with technical efficiency serving as the principal driver of growth. Convergence tests show no evidence of σ-convergence for the nation as a whole or for any of the three major producing regions. Absolute and conditional β-convergence coexist at the national level and in the upper–middle Yangtze region; the Zhejiang–Fujian hills exhibit no β-convergence, whereas the Guangdong–Guangxi hills display conditional β-convergence only. The findings indicate substantial room for improvement in China’s citrus GTFP. We therefore recommend that each region (1) accelerates green-technology innovation, (2) designs differentiated yet coordinated regional strategies, (3) institutionalizes long-term safeguards for green development, and (4) deepens international cooperation to enhance global competitiveness.

Suggested Citation

  • Bin Fan & Ziyue Li & Qingmei Zeng, 2025. "Measurement and Convergence Analysis of the Green Total Factor Productivity of Citrus in China," Sustainability, MDPI, vol. 17(16), pages 1-29, August.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:16:p:7291-:d:1723006
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    1. Weilun Huang & Xucheng Wang, 2024. "The Impact of Technological Innovations on Agricultural Productivity and Environmental Sustainability in China," Sustainability, MDPI, vol. 16(19), pages 1-37, September.
    2. Per Andersen & Niels Christian Petersen, 1993. "A Procedure for Ranking Efficient Units in Data Envelopment Analysis," Management Science, INFORMS, vol. 39(10), pages 1261-1264, October.
    3. Dong-hyun Oh, 2010. "A global Malmquist-Luenberger productivity index," Journal of Productivity Analysis, Springer, vol. 34(3), pages 183-197, December.
    4. Liping Zhu & Rui Shi & Lincheng Mi & Pu Liu & Guofeng Wang, 2022. "Spatial Distribution and Convergence of Agricultural Green Total Factor Productivity in China," IJERPH, MDPI, vol. 19(14), pages 1-16, July.
    5. Mao, Weining & Koo, Won W., 1997. "Productivity growth, technological progress, and efficiency change in chinese agriculture after rural economic reforms: A DEA approach," China Economic Review, Elsevier, vol. 8(2), pages 157-174.
    6. Tone, Kaoru & Tsutsui, Miki, 2010. "An epsilon-based measure of efficiency in DEA - A third pole of technical efficiency," European Journal of Operational Research, Elsevier, vol. 207(3), pages 1554-1563, December.
    7. Stanislav E. Shmelev & Linus Agbleze & Joachim H. Spangenberg, 2023. "Multidimensional Ecosystem Mapping: Towards a More Comprehensive Spatial Assessment of Nature’s Contributions to People in France," Sustainability, MDPI, vol. 15(9), pages 1-32, May.
    8. Zhen Wang & Jiayi Zhu & Xieqihua Liu & Dongdong Ge & Bin Liu, 2023. "Research on Spatial-Temporal Characteristics and Affecting Factors of Agricultural Green Total Factor Productivity in Jiangxi Province," Sustainability, MDPI, vol. 15(11), pages 1-19, June.
    9. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    10. Yang Yang & Heng Ma & Guosong Wu, 2022. "Agricultural Green Total Factor Productivity under the Distortion of the Factor Market in China," Sustainability, MDPI, vol. 14(15), pages 1-15, July.
    11. Kaoru Tone & Miki Tsutsui, 2010. "An epsilon-based measure of efficiency in DEA revisited -A third pole of technical efficiency," GRIPS Discussion Papers 09-21, National Graduate Institute for Policy Studies.
    12. Wei Yao & Yingyu Zhu & Shuyao Liu & Yan Zhang, 2024. "Can Agricultural Socialized Services Promote Agricultural Green Total Factor Productivity? From the Perspective of Production Factor Allocation," Sustainability, MDPI, vol. 16(19), pages 1-26, September.
    13. Wing, Ian Sue & De Cian, Enrica & Mistry, Malcolm N., 2021. "Global vulnerability of crop yields to climate change," Journal of Environmental Economics and Management, Elsevier, vol. 109(C).
    14. Min Yang & Quan Long & Wenli Li & Zhichao Wang & Xinhua He & Jie Wang & Xiaozhong Wang & Huaye Xiong & Chaoyi Guo & Guancheng Zhang & Bin Luo & Jun Qiu & Xinping Chen & Fusuo Zhang & Xiaojun Shi & Yue, 2020. "Mapping the Environmental Cost of a Typical Citrus-Producing County in China: Hotspot and Optimization," Sustainability, MDPI, vol. 12(5), pages 1-18, February.
    15. Lindikaya W. Myeki & Nicolette Matthews & Yonas T. Bahta, 2023. "Decomposition of Green Agriculture Productivity for Policy in Africa: An Application of Global Malmquist–Luenberger Index," Sustainability, MDPI, vol. 15(2), pages 1-17, January.
    16. Yanling Chen & Weiwei Fu & Jingyun Wang, 2022. "Evaluation and Influencing Factors of China’s Agricultural Productivity from the Perspective of Environmental Constraints," Sustainability, MDPI, vol. 14(5), pages 1-20, February.
    17. Stanislav E. Shmelev & Vitaliy Salnikov & Galina Turulina & Svetlana Polyakova & Tamara Tazhibayeva & Tobias Schnitzler & Irina A. Shmeleva, 2021. "Climate Change and Food Security: The Impact of Some Key Variables on Wheat Yield in Kazakhstan," Sustainability, MDPI, vol. 13(15), pages 1-23, July.
    18. Mingyong Hong & Mengjie Tian & Ji Wang, 2022. "Digital Inclusive Finance, Agricultural Industrial Structure Optimization and Agricultural Green Total Factor Productivity," Sustainability, MDPI, vol. 14(18), pages 1-18, September.
    19. Li Wang & Jinyang Tang & Mengqian Tang & Mengying Su & Lili Guo, 2022. "Scale of Operation, Financial Support, and Agricultural Green Total Factor Productivity: Evidence from China," IJERPH, MDPI, vol. 19(15), pages 1-18, July.
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