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Impact of Digital Literacy on Farmers’ Adoption Behaviors of Green Production Technologies

Author

Listed:
  • Haoyuan Liu

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

  • Zhe Chen

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

  • Suyue Wen

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

  • Jizhou Zhang

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

  • Xianli Xia

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

Abstract

The application of digital technology offers new opportunities to promote the green transformation and upgrading of agriculture. Farmers’ digital literacy, as a critical link between digital technology and agricultural green development, significantly influences their production decisions. Whether digital literacy serves as an enabling factor driving farmers’ adoption of agricultural green production technologies warrants further exploration. This paper uses the entropy method to measure farmers’ digital literacy levels and employs a Probit model for empirical analysis of survey data from 643 farmers in Shandong and Shaanxi provinces, examining how farmers’ digital literacy influences their adoption of green production technologies. The baseline regression result indicates that digital literacy can significantly increase farmers’ adoption of green production technologies. A mechanism analysis reveals that enhanced farmers’ digital literacy promotes the adoption of green production technologies through three pathways: enhancing farmers’ risk perception, expanding farmers’ digital social capital, and strengthening the effectiveness of technology promotion. Heterogeneity analysis demonstrates that improved digital literacy significantly enhances the adoption of four technologies—water-saving irrigation, pest control, pollution-free pesticide, and straw return to fields—and exerts a stronger impact on large-scale and middle-generation farmers. Accordingly, this study suggests improving digital village infrastructure, enhancing farmers’ digital literacy comprehensively, and formulating differentiated extension policies.

Suggested Citation

  • Haoyuan Liu & Zhe Chen & Suyue Wen & Jizhou Zhang & Xianli Xia, 2025. "Impact of Digital Literacy on Farmers’ Adoption Behaviors of Green Production Technologies," Agriculture, MDPI, vol. 15(3), pages 1-23, January.
    • Handle: RePEc:gam:jagris:v:15:y:2025:i:3:p:303-:d:1580442
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    References listed on IDEAS

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    1. Rinku Mohan & Farrukh Saleem & Kiran Voderhobli & Akbar Sheikh-Akbari, 2024. "Ensuring Sustainable Digital Inclusion among the Elderly: A Comprehensive Analysis," Sustainability, MDPI, vol. 16(17), pages 1-29, August.
    2. Yuxuan Xu & Hongbin Liu & Jie Lyu & Ying Xue, 2022. "What Influences Farmers’ Adoption of Soil Testing and Formulated Fertilization Technology in Black Soil Areas? An Empirical Analysis Based on Logistic-ISM Model," IJERPH, MDPI, vol. 19(23), pages 1-24, November.
    3. Qianhui Ma & Shaofeng Zheng & Peng Deng, 2022. "Impact of Internet Use on Farmers’ Organic Fertilizer Application Behavior under the Climate Change Context: The Role of Social Network," Land, MDPI, vol. 11(9), pages 1-19, September.
    4. Shilei Cui & Yajuan Li & Xiaoqiang Jiao & Dong Zhang, 2022. "Hierarchical Linkage between the Basic Characteristics of Smallholders and Technology Awareness Determines Small-Holders’ Willingness to Adopt Green Production Technology," Agriculture, MDPI, vol. 12(8), pages 1-17, August.
    5. Pingan Xiang & Jian Guo, 2023. "Understanding Farmers’ Intentions to Adopt Pest and Disease Green Control Techniques: Comparison and Integration Based on Multiple Models," Sustainability, MDPI, vol. 15(14), pages 1-18, July.
    6. Fan Chen & Can Zhang & Wenna Wang, 2022. "Study on the Impact of Internet Use on Farmers’ Straw Returning to the Field: A Micro Survey Data from China," Sustainability, MDPI, vol. 14(14), pages 1-18, July.
    7. Zhiyun Zhou & Haoling Liao & Hua Li, 2023. "The Symbiotic Mechanism of the Influence of Productive and Transactional Agricultural Social Services on the Use of Soil Testing and Formula Fertilization Technology by Tea Farmers," Agriculture, MDPI, vol. 13(9), pages 1-26, August.
    8. Elahi, Ehsan & Khalid, Zainab & Zhang, Zhixin, 2022. "Understanding farmers’ intention and willingness to install renewable energy technology: A solution to reduce the environmental emissions of agriculture," Applied Energy, Elsevier, vol. 309(C).
    9. Chetty, Krish & Qigui, Liu & Gcora, Nozibele & Josie, Jaya & Wenwei, Li & Fang, Chen, 2018. "Bridging the digital divide: Measuring digital literacy," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 12, pages 1-20.
    10. Xiao Liu & Zhenyu Wang & Xiaoyan Han, 2024. "The Impact of Digital Literacy on Farmers’ Green Production Behavior: Mediating Effects Based on Ecological Cognition," Sustainability, MDPI, vol. 16(17), pages 1-20, August.
    11. Balázs Benjámin Budai & Sándor Csuhai & István Tózsa, 2023. "Digital Competence Development in Public Administration Higher Education," Sustainability, MDPI, vol. 15(16), pages 1-15, August.
    12. Rosalia Filippini & Maria Elena Marescotti & Eugenio Demartini & Anna Gaviglio, 2020. "Social Networks as Drivers for Technology Adoption: A Study from a Rural Mountain Area in Italy," Sustainability, MDPI, vol. 12(22), pages 1-18, November.
    13. Zheng Li & Disheng Zhang & Xiaohuan Yan, 2024. "How Does Information Acquisition Ability Affect Farmers’ Green Production Behaviors: Evidence from Chinese Apple Growers," Agriculture, MDPI, vol. 14(5), pages 1-17, April.
    14. Yanzi Li & Jiahui Xu & Fuqiang Liu & Xinshi Zhang, 2024. "Impact and Mechanism of Digital Information Selection on Farmers’ Ecological Production Technology Adoption: A Study on Wheat Farmers in China," Agriculture, MDPI, vol. 14(5), pages 1-20, April.
    15. 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.
    16. Yunlong Sui & Qiang Gao, 2023. "Farmers’ Endowments, Technology Perception and Green Production Technology Adoption Behavior," Sustainability, MDPI, vol. 15(9), pages 1-18, April.
    17. 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).
    18. Qianchun Dai & Kequn Cheng, 2022. "What Drives the Adoption of Agricultural Green Production Technologies? An Extension of TAM in Agriculture," Sustainability, MDPI, vol. 14(21), pages 1-18, November.
    19. Bo Liu & Na Li & Cairong Liao, 2024. "Effects of Social Capital on the Adoption of Green Production Technologies by Rice Farmers: Moderation Effects Based on Risk Preferences," Sustainability, MDPI, vol. 16(20), pages 1-20, October.
    20. Ding Xiuling & Lu Qian & Li Lipeng & Apurbo Sarkar, 2023. "The Impact of Technical Training on Farmers Adopting Water-Saving Irrigation Technology: An Empirical Evidence from China," Agriculture, MDPI, vol. 13(5), pages 1-20, April.
    21. Gang Cui & Zhicheng Liu, 2022. "The Impact of Environmental Regulations and Social Norms on Farmers’ Chemical Fertilizer Reduction Behaviors: An Investigation of Citrus Farmers in Southern China," Sustainability, MDPI, vol. 14(13), pages 1-19, July.
    22. Pan, Dan & Zhang, Ning, 2018. "The Role of Agricultural Training on Fertilizer Use Knowledge: A Randomized Controlled Experiment," Ecological Economics, Elsevier, vol. 148(C), pages 77-91.
    23. Xiaolong Sun & Jing Lyu & Candi Ge, 2022. "Knowledge and Farmers’ Adoption of Green Production Technologies: An Empirical Study on IPM Adoption Intention in Major Indica-Rice-Producing Areas in the Anhui Province of China," IJERPH, MDPI, vol. 19(21), pages 1-16, November.
    24. 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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