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Which Kind of Training Organization Can Better Promote the Adoption of Green Production Technologies by Farmers? Evidence from Citrus Growers in China

Author

Listed:
  • Qianwen Yang

    (Zhejiang Institute of Administration, Hangzhou 310012, China
    These authors contributed equally to this work.)

  • Sirui Liu

    (Zhejiang Institute of Administration, Hangzhou 310012, China
    These authors contributed equally to this work.)

  • Yubin Qin

    (Zhejiang Institute of Administration, Hangzhou 310012, China)

  • Lei Luo

    (College of Water Resources and Hydropower, Sichuan Agricultural University, Yaan 625000, China)

Abstract

Environmental pollution and waste caused by traditional citrus farming has become more serious. As the direct subject of agricultural production, we should pay more attention to the green production behavior of farmers. Numerous studies have fully proven that technology training is the important driving factor of farmers’ production behavior, but the question of which main body or organization should carry out the training is the question that still has no definite conclusion, in order to solve this problem. Based on the perspective of the heterogeneity of agricultural technology training organizations, this study conducts a discussion on the indicators of the difference in training organization and technology adoption behavior, and uses the Oprobit and IV-Oprobit models to conduct an empirical analysis on 782 Chinese farmers’ survey data. Finally, we find: (1) Technical training has a positive impact on farmers’ GPT adoption at the 1% level. For each additional training, the probability of adopting five GPT increased by 2.6%; (2) Different training organizations have different impacts on the farmers’ technology adoption. The training of profit-oriented organizations represented by agricultural enterprises has the most obvious promotion effect on GPT adoption by farmers. The overall effect of the training of government agricultural extension departments is better than that of quasi-public welfare organizations such as scientific research institutions; (3) The above effects also have obvious heterogeneity among farmers of different ages, education levels, family social networks, planting scale, family incomes and structure. Based on this, we put forward policy suggestions such as building a diversified agricultural extension training system.

Suggested Citation

  • Qianwen Yang & Sirui Liu & Yubin Qin & Lei Luo, 2025. "Which Kind of Training Organization Can Better Promote the Adoption of Green Production Technologies by Farmers? Evidence from Citrus Growers in China," Sustainability, MDPI, vol. 17(18), pages 1-21, September.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:18:p:8421-:d:1753418
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    References listed on IDEAS

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    1. Sangyoon Park & Zhaoneng Yuan & Hongsong Zhang, 2025. "Technology Training, Buyer-Supplier Relationship, and Quality Upgrading in an Agricultural Supply Chain," The Review of Economics and Statistics, MIT Press, vol. 107(3), pages 711-727, May.
    2. Dakuan Qiao & Lei Luo & Xingqiang Zheng & Xinhong Fu, 2022. "External Supervision, Face Consciousness, and Pesticide Safety Use: Evidence from Sichuan Province, China," IJERPH, MDPI, vol. 19(12), pages 1-16, June.
    3. Ruixin Zhang & Lei Luo & Yuying Liu & Xinhong Fu, 2022. "Impact of Labor Migration on Chemical Fertilizer Application of Citrus Growers: Empirical Evidence from China," Sustainability, MDPI, vol. 14(13), pages 1-14, June.
    4. Jianjun Jin & Wenyu Wang & Rui He & Haozhou Gong, 2016. "Pesticide Use and Risk Perceptions among Small-Scale Farmers in Anqiu County, China," IJERPH, MDPI, vol. 14(1), pages 1-10, December.
    5. Stoop, Willem A. & Adam, Abdoulaye & Kassam, Amir, 2009. "Comparing rice production systems: A challenge for agronomic research and for the dissemination of knowledge-intensive farming practices," Agricultural Water Management, Elsevier, vol. 96(11), pages 1491-1501, November.
    6. Wachenheim, Cheryl & Fan, Linfeng & Zheng, Shi, 2021. "Adoption of unmanned aerial vehicles for pesticide application: Role of social network, resource endowment, and perceptions," Technology in Society, Elsevier, vol. 64(C).
    7. Yuying Liu & Ruiling Shi & Yiting Peng & Wei Wang & Xinhong Fu, 2022. "Impacts of Technology Training Provided by Agricultural Cooperatives on Farmers’ Adoption of Biopesticides in China," Agriculture, MDPI, vol. 12(3), pages 1-17, February.
    8. Dalin Zhang & Feng Dong & Zhicheng Li & Sulan Xu, 2025. "How Can Farmers’ Green Production Behavior Be Promoted? A Literature Review of Drivers and Incentives for Behavioral Change," Agriculture, MDPI, vol. 15(7), pages 1-20, March.
    9. Li, Bo & Ding, Junqi & Wang, Jieqiong & Zhang, Biao & Zhang, Lingxian, 2021. "Key factors affecting the adoption willingness, behavior, and willingness-behavior consistency of farmers regarding photovoltaic agriculture in China," Energy Policy, Elsevier, vol. 149(C).
    10. Hongyu Wang & Xiaolei Wang & Apurbo Sarkar & Fuhong Zhang, 2021. "How Capital Endowment and Ecological Cognition Affect Environment-Friendly Technology Adoption: A Case of Apple Farmers of Shandong Province, China," IJERPH, MDPI, vol. 18(14), pages 1-16, July.
    11. JIA, Xiangping & HUANG, Jikun & XU, Zhigang, 2012. "Marketing of farmer professional cooperatives in the wave of transformed agrofood market in China," China Economic Review, Elsevier, vol. 23(3), pages 665-674.
    12. Lei Luo & Dakuan Qiao & Ruixin Zhang & Chenhao Luo & Xinhong Fu & Yuying Liu, 2022. "Research on the Influence of Education of Farmers’ Cooperatives on the Adoption of Green Prevention and Control Technologies by Members: Evidence from Rural China," IJERPH, MDPI, vol. 19(10), pages 1-17, May.
    13. Xu, Dingde & Liu, Yi & Li, Yichao & Liu, Shaoquan & Liu, Guihua, 2024. "Effect of farmland scale on agricultural green production technology adoption: Evidence from rice farmers in Jiangsu Province, China," Land Use Policy, Elsevier, vol. 147(C).
    14. Mao, Hui & Zhou, Li & Ying, RuiYao & Pan, Dan, 2021. "Time Preferences and green agricultural technology adoption: Field evidence from rice farmers in China," Land Use Policy, Elsevier, vol. 109(C).
    15. Wei Hou & Qianwen Yang & Yipei Cao & Lei Luo & Jingyi Ding & Qilin Wang & Jun Wei & Hai Ma, 2025. "Impact of Ecological Education on University Students’ Environmentally Sustainable Behavior—Evidence from China," Sustainability, MDPI, vol. 17(13), pages 1-27, July.
    16. Zhaoxu Liu & Jinghua Sun & Weiya Zhu & Yanbo Qu, 2021. "Exploring Impacts of Perceived Value and Government Regulation on Farmers’ Willingness to Adopt Wheat Straw Incorporation in China," Land, MDPI, vol. 10(10), pages 1-18, October.
    17. Chengmin Li & Haoyu Deng & Guoxin Yu & Rong Kong & Jian Liu, 2024. "Impact Effects of Cooperative Participation on the Adoption Behavior of Green Production Technologies by Cotton Farmers and the Driving Mechanisms," Agriculture, MDPI, vol. 14(2), pages 1-25, January.
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