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Acceptance of new agricultural technology among small rural farmers

Author

Listed:
  • Xiaoyan Zhang

    (Nantong Institute of Technology)

  • Qing Yang

    (Universiti Kebangsaan Malaysia)

  • Abdullah Al Mamun

    (Universiti Kebangsaan Malaysia)

  • Mohammad Masukujjaman

    (Management and Science University)

  • Muhammad Mehedi Masud

    (University of Malaya)

Abstract

Amid China’s 2023 policy shift toward rural revitalization and agricultural modernization driven by a substantial agricultural population and the foundational role of agriculture in the national economy, there is an urgent need for the widespread adoption of new agricultural technologies to boost production quality, efficiency, and economic development. This study examines the determinants of technology adoption in agriculture among small rural farmers, focusing on the unified theory of acceptance and use of technology framework. Using a cross-sectional survey approach and a convenience sampling method, the study ultimately collected 326 responses from rural farmers. The collected data were analyzed using a structural equation modeling method with SmartPLS 4 software. The results reveal significant determinants of the intention to use new agricultural technology and the use of new agricultural technology, with performance expectancy, effort expectancy, and hedonic motivation exhibiting positive effects. Facilitating conditions have emerged as key factors influencing both the intention and usage of new agricultural technology. Although age does not moderate any of the relationships, using years moderates the relationship between performance expectancy and intention to use new agricultural technology as well as price value and intention to use new agricultural technology. Intention to use new agricultural technology has significant and positive mediating effects on the proposed relationships. The theoretical implications of this study underscore the significance of understanding the complex interplay of determinants, moderating factors, and mediating pathways within the unified theory of acceptance and use of technology framework to advance the knowledge of agricultural technology adoption. This study provides valuable perspectives for policymakers, practitioners, and researchers dedicated to promoting the adoption of sustainable technology in the agricultural sector.

Suggested Citation

  • Xiaoyan Zhang & Qing Yang & Abdullah Al Mamun & Mohammad Masukujjaman & Muhammad Mehedi Masud, 2024. "Acceptance of new agricultural technology among small rural farmers," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-17, December.
    • Handle: RePEc:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-024-04163-2
    DOI: 10.1057/s41599-024-04163-2
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    References listed on IDEAS

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    1. Sheng, Yu & Davidson, Alistair & Fuglie, Keith & Zhang, Dandan, 2016. "Input Substitution, Productivity Performance and Farm Size," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 60(3), July.
    2. Gansser, Oliver Alexander & Reich, Christina Stefanie, 2021. "A new acceptance model for artificial intelligence with extensions to UTAUT2: An empirical study in three segments of application," Technology in Society, Elsevier, vol. 65(C).
    3. A. Amarender Reddy & Mehjabeen, 2019. "Electronic National Agricultural Markets, Impacts, Problems and Way Forward," IIM Kozhikode Society & Management Review, , vol. 8(2), pages 143-155, July.
    4. Baabdullah, Abdullah Mohammed, 2018. "Consumer adoption of Mobile Social Network Games (M-SNGs) in Saudi Arabia: The role of social influence, hedonic motivation and trust," Technology in Society, Elsevier, vol. 53(C), pages 91-102.
    5. Cheah, Jun-Hwa & Amaro, Suzanne & Roldán, José L., 2023. "Multigroup analysis of more than two groups in PLS-SEM: A review, illustration, and recommendations," Journal of Business Research, Elsevier, vol. 156(C).
    6. Yan Shi & Abu Bakkar Siddik & Mohammad Masukujjaman & Guangwen Zheng & Muhammad Hamayun & Abdullah Mohammed Ibrahim, 2022. "The Antecedents of Willingness to Adopt and Pay for the IoT in the Agricultural Industry: An Application of the UTAUT 2 Theory," Sustainability, MDPI, vol. 14(11), pages 1-23, May.
    7. Sirkka Schukat & Heinke Heise, 2021. "Towards an Understanding of the Behavioral Intentions and Actual Use of Smart Products among German Farmers," Sustainability, MDPI, vol. 13(12), pages 1-24, June.
    8. Alalwan, Ali Abdallah, 2020. "Mobile food ordering apps: An empirical study of the factors affecting customer e-satisfaction and continued intention to reuse," International Journal of Information Management, Elsevier, vol. 50(C), pages 28-44.
    9. Ruiyu Sun & Siyao Zhang & Tianyu Wang & Jiarui Hu & Junhu Ruan & Junyong Ruan, 2021. "Willingness and Influencing Factors of Pig Farmers to Adopt Internet of Things Technology in Food Traceability," Sustainability, MDPI, vol. 13(16), pages 1-19, August.
    10. Yigang Zhang & Xiaoyan Guo, 2023. "The Dilemma and Path of Rural Environmental Governance in China: From the Perspective of a Community with a Shared Future," IJERPH, MDPI, vol. 20(2), pages 1-12, January.
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