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Pathways Through Which Digital Technology Use Facilitates Farmers’ Adoption of Green Agricultural Technologies: A Comprehensive Study Based on Grounded Theory and Empirical Testing

Author

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  • Xiyang Yin

    (College of Public Administration, Sichuan Agricultural University, Yaan 625014, China)

  • Wanyi Li

    (College of Public Administration, Sichuan Agricultural University, Yaan 625014, China)

  • Shuyu Tang

    (College of Public Administration, Sichuan Agricultural University, Yaan 625014, China)

  • Yanjiao Li

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

  • Jianhua Zhao

    (Business and Communication, INTI International University, Nilai 71800, Malaysia)

  • Pengpeng Tian

    (College of Public Administration, Sichuan Agricultural University, Yaan 625014, China)

Abstract

The use of digital technologies can break down information barriers in rural areas, thereby creating crucial conditions for the widespread adoption of green agricultural technologies (GATs) among farmers. To explore the relationship between digital technology use (DTU) and farmers’ adoption of GATs, this study draws on 18 in-depth interviews and 608 survey responses collected from rice farmers in Sichuan Province, China. By adopting a mixed-methods design, it offers a comprehensive examination of the mechanisms through which digital technology use (DTU) promotes the adoption of green agricultural technologies (GATs) among farmers. Grounded theory analysis reveals that the DTU–GATs adoption pathway can be conceptualized within a “condition–process–outcome” framework. Specifically, digital infrastructure, farmers’ capital endowment, and practical needs constitute the foundational conditions, while technology perception and the regional soft environment act as key mediating processes. The ultimate outcomes include improvements in economic performance, social well-being, and ecological sustainability. Empirical evidence confirms that DTU significantly promotes the adoption of GATs, primarily by enhancing farmers’ perceptions of technology and improving the agricultural soft environment at the regional level. Moreover, the effects of DTU display substantial heterogeneity across different types of green technologies and among various farmer groups. These findings highlight the importance of strengthening digital infrastructure in rural areas, enhancing farmers’ digital literacy and capacity, and leveraging digital tools to tailor the dissemination and guidance of GATs. Such efforts are essential to raise farmers’ awareness, foster a supportive soft environment for sustainable agriculture, and ultimately advance the adoption of GATs.

Suggested Citation

  • Xiyang Yin & Wanyi Li & Shuyu Tang & Yanjiao Li & Jianhua Zhao & Pengpeng Tian, 2025. "Pathways Through Which Digital Technology Use Facilitates Farmers’ Adoption of Green Agricultural Technologies: A Comprehensive Study Based on Grounded Theory and Empirical Testing," Sustainability, MDPI, vol. 17(20), pages 1-23, October.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:20:p:9218-:d:1773722
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    1. Soul‐kifouly G. Midingoyi & Menale Kassie & Beatrice Muriithi & Gracious Diiro & Sunday Ekesi, 2019. "Do Farmers and the Environment Benefit from Adopting Integrated Pest Management Practices? Evidence from Kenya," Journal of Agricultural Economics, Wiley Blackwell, vol. 70(2), pages 452-470, June.
    2. Xinhui Peng & Xiaohuan Yan & Hongmei Wang, 2024. "Study on the Effect of Digital Technology Adoption and Farmers’ Cognition on Fertilizer Reduction and Efficiency Improvement Behavior," Agriculture, MDPI, vol. 14(7), pages 1-16, June.
    3. Xianpei Hong & Ying-Ju Chen & Yeming Gong & Hua Wang, 2024. "Farmers' green technology adoption : Implications from government subsidies and information sharing," Post-Print hal-04339466, HAL.
    4. Feder, Gershon & Just, Richard E & Zilberman, David, 1985. "Adoption of Agricultural Innovations in Developing Countries: A Survey," Economic Development and Cultural Change, University of Chicago Press, vol. 33(2), pages 255-298, January.
    5. Manu Goyal & Serguei Netessine, 2007. "Strategic Technology Choice and Capacity Investment Under Demand Uncertainty," Management Science, INFORMS, vol. 53(2), pages 192-207, February.
    6. Foyuan Kuang & Jiatong Li & Jianjun Jin & Xin Qiu, 2023. "Do Green Production Technologies Improve Household Income? Evidence from Rice Farmers in China," Land, MDPI, vol. 12(10), pages 1-15, September.
    7. Guo, Zhangdong & Chen, Xiaoqi & Zhang, Yongwang, 2022. "Impact of environmental regulation perception on farmers' agricultural green production technology adoption: A new perspective of social capital," Technology in Society, Elsevier, vol. 71(C).
    8. Adnan, Nadia & Nordin, Shahrina Md & Ali, Murad, 2018. "A solution for the sunset industry: Adoption of Green Fertiliser Technology amongst Malaysian paddy farmers," Land Use Policy, Elsevier, vol. 79(C), pages 575-584.
    9. Shen, Zhiyang & Wang, Songkai & Boussemart, Jean-Philippe & Hao, Yu, 2022. "Digital transition and green growth in Chinese agriculture," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    10. Yunlong Sui & Qiang Gao, 2023. "Farmers’ Endowments, Technology Perception and Green Production Technology Adoption Behavior," Sustainability, MDPI, vol. 15(9), pages 1-18, April.
    11. Jenny C. Aker & Ishita Ghosh & Jenna Burrell, 2016. "The promise (and pitfalls) of ICT for agriculture initiatives," Agricultural Economics, International Association of Agricultural Economists, vol. 47(S1), pages 35-48, November.
    12. Harou, Aurélie P. & Madajewicz, Malgosia & Michelson, Hope & Palm, Cheryl A. & Amuri, Nyambilila & Magomba, Christopher & Semoka, Johnson M. & Tschirhart, Kevin & Weil, Ray, 2022. "The joint effects of information and financing constraints on technology adoption: Evidence from a field experiment in rural Tanzania," Journal of Development Economics, Elsevier, vol. 155(C).
    13. Yanmei Yuan & Le Sun & Zongyun She & Shengwei Chen, 2025. "Influence of Digital Literacy on Farmers’ Adoption Behavior of Low-Carbon Agricultural Technology: Chain Intermediary Role Based on Capital Endowment and Adoption Willingness," Sustainability, MDPI, vol. 17(5), pages 1-21, March.
    14. Chai, Yuan & J. Pannell, David & G. Pardey, Philip, 2023. "Nudging farmers to reduce water pollution from nitrogen fertilizer," Food Policy, Elsevier, vol. 120(C).
    15. Yu Du & Hui Feng & Qingsong Zhang & Shaofeng Zheng, 2025. "Influence of Information Literacy on Farmers’ Green Production Technology Adoption Behavior: The Moderating Role of Risk Attitude," Agriculture, MDPI, vol. 15(7), pages 1-23, March.
    16. Unay-Gailhard, İlkay & Bojnec, Štefan, 2015. "Farm size and participation in agri-environmental measures: Farm-level evidence from Slovenia," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 46, pages 273-282.
    17. 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.
    18. Martey, Edward & Etwire, Prince Maxwell & Abdoulaye, Tahirou, 2020. "Welfare impacts of climate-smart agriculture in Ghana: Does row planting and drought-tolerant maize varieties matter?," Land Use Policy, Elsevier, vol. 95(C).
    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. Frederik von Briel & Per Davidsson & Jan Recker, 2018. "Digital Technologies as External Enablers of New Venture Creation in the IT Hardware Sector," Entrepreneurship Theory and Practice, , vol. 42(1), pages 47-69, January.
    21. 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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