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Influence of Information Sources on Technology Adoption in Apple Production in China

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Listed:
  • Linjia Yao

    (College of Natural Resources and Environment, Northwest A&F University, Yangling 712100, China)

  • Gang Zhao

    (College of Soil and Water Conservation Science and Engineering, Northwest A&F University, Yangling 712100, China
    State Key Laboratory of Soil and Water Conservation and Desertification Control, Northwest A&F University, Yangling 712100, China)

  • Changqing Yan

    (College of Intelligent Equipment, Shandong University of Science and Technology, Taian 271019, China)

  • Amit Kumar Srivastava

    (Institute of Crop Science and Resource Conservation, University of Bonn, Katzenburgweg 5, 53115 Bonn, Germany
    Leibniz-Centre for Agricultural Landscape Research (ZALF), Eberswalder Straße 84, 15374 Müncheberg, Germany)

  • Qi Tian

    (College of Natural Resources and Environment, Northwest A&F University, Yangling 712100, China)

  • Ning Jin

    (Department of Resources and Environmental Engineering, Shanxi Institute of Energy, Jinzhong 030600, China)

  • Junjie Qu

    (Guangxi Crop Genetic Improvement and Biotechnology Key Laboratory, Guangxi Academy of Agricultural Sciences, Nanning 530007, China)

  • Ling Yin

    (Guangxi Crop Genetic Improvement and Biotechnology Key Laboratory, Guangxi Academy of Agricultural Sciences, Nanning 530007, China)

  • Ning Yao

    (College of Water Resources and Architectural Engineering, Northwest A&F University, Yangling 712100, China)

  • Heidi Webber

    (Leibniz-Centre for Agricultural Landscape Research (ZALF), Eberswalder Straße 84, 15374 Müncheberg, Germany)

  • Eike Luedeling

    (Horticultural Sciences, Institute of Crop Science and Resource Conservation, University of Bonn, Auf dem Hügel 6, 53121 Bonn, Germany)

  • Qiang Yu

    (College of Soil and Water Conservation Science and Engineering, Northwest A&F University, Yangling 712100, China
    State Key Laboratory of Soil and Water Conservation and Desertification Control, Northwest A&F University, Yangling 712100, China)

Abstract

China holds the largest apple cultivation area globally, yet yields per hectare remain relatively low. Despite substantial government investment in modern orchard technologies, adoption remains limited among farmers. This study investigates the economic and sociological drivers of technology uptake, focusing on how information sources shape adoption behavior. Based on 382 farmer surveys across major apple-producing provinces, the study examines (1) farmers’ preferences for agricultural information sources, (2) the influence of demographic characteristics on those preferences, and (3) the differential effects of specific sources on the adoption of key technologies, including dwarf rootstocks and virus-free seedlings. Results show that agri-chemical dealers (ACDs) and farmer peers (FPs) are the most commonly used information channels. Access to advice from local experts (EXPs) significantly increases the likelihood of adopting dwarf rootstocks, while information from ACDs promotes the use of virus-free seedlings. In contrast, reliance on personal farming experience is negatively associated with technology uptake. These findings highlight the need to strengthen formal information dissemination systems and better integrate trusted local actors like ACDs and EXPs into agricultural extension. Targeted information delivery can improve adoption efficiency, promote evidence-based decision-making, and support the modernization and sustainability of China’s apple sector.

Suggested Citation

  • Linjia Yao & Gang Zhao & Changqing Yan & Amit Kumar Srivastava & Qi Tian & Ning Jin & Junjie Qu & Ling Yin & Ning Yao & Heidi Webber & Eike Luedeling & Qiang Yu, 2025. "Influence of Information Sources on Technology Adoption in Apple Production in China," Agriculture, MDPI, vol. 15(16), pages 1-25, August.
    • Handle: RePEc:gam:jagris:v:15:y:2025:i:16:p:1785-:d:1729121
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    References listed on IDEAS

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    1. Bob Crabtree & Neil Chalmers & Nicola‐Jo Barron, 1998. "Information for Policy Design: Modelling Participation in a Farm Woodland Incentive Scheme," Journal of Agricultural Economics, Wiley Blackwell, vol. 49(3), pages 306-320, September.
    2. Stuart, D. & Denny, R.C.H. & Houser, M. & Reimer, A.P. & Marquart-Pyatt, S., 2018. "Farmer selection of sources of information for nitrogen management in the US Midwest: Implications for environmental programs," Land Use Policy, Elsevier, vol. 70(C), pages 289-297.
    3. Xuesong Sun & Zaisheng Zhang & Yiye Zhang, 2018. "Factors Influencing Farmer’s Decision-Making Behavior on Rural Construction Land Transformation," Sustainability, MDPI, vol. 10(11), pages 1-17, November.
    4. Timothy Conley & Udry Christopher, 2001. "Social Learning Through Networks: The Adoption of New Agricultural Technologies in Ghana," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 668-673.
    5. Adhiguru, P. & Birthal, Pratap Singh & Kumar, B. Ganesh, 2009. "Strengthening Pluralistic Agricultural Information Delivery Systems in India," Agricultural Economics Research Review, Agricultural Economics Research Association (India), vol. 22(01), January.
    6. Hyland, John J. & Heanue, Kevin & McKillop, Jessica & Micha, Evgenia, 2018. "Factors influencing dairy farmers’ adoption of best management grazing practices," Land Use Policy, Elsevier, vol. 78(C), pages 562-571.
    7. Ji, Yueqing & Hu, Xuezhi & Zhu, Jing & Zhong, Funing, 2017. "Demographic change and its impact on farmers' field production decisions," China Economic Review, Elsevier, vol. 43(C), pages 64-71.
    8. Jha, Srijna & Kaechele, Harald & Sieber, Stefan, 2021. "Factors influencing the adoption of agroforestry by smallholder farmer households in Tanzania: Case studies from Morogoro and Dodoma," Land Use Policy, Elsevier, vol. 103(C).
    9. repec:cdl:econwp:qt3d04q5sm is not listed on IDEAS
    10. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    11. Tracy A. Boyer & Benjamin Tong & Larry D. Sanders, 2018. "Soil and water conservation method adoption in a highly erosive watershed: the case of Southwest Oklahoma's Fort Cobb watershed," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 61(10), pages 1828-1849, August.
    12. Mohammed, Kamaldeen & Batung, Evans & Saaka, Sulemana Ansumah & Kansanga, Moses Mosonsieyiri & Luginaah, Isaac, 2023. "Determinants of mechanized technology adoption in smallholder agriculture: Implications for agricultural policy," Land Use Policy, Elsevier, vol. 129(C).
    13. Gary Charness & Matthew Rabin, 2002. "Understanding Social Preferences with Simple Tests," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(3), pages 817-869.
    14. George W. Norton & Jeffrey Alwang, 2020. "Changes in Agricultural Extension and Implications for Farmer Adoption of New Practices," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 8-20, March.
    15. Solano, C. & Leon, H. & Perez, E. & Herrero, M., 2003. "The role of personal information sources on the decision-making process of Costa Rican dairy farmers," Agricultural Systems, Elsevier, vol. 76(1), pages 3-18, April.
    16. Perosa, Bruno & Newton, Peter & Carrer, Marcelo José, 2021. "Access to information affects the adoption of integrated systems by farmers in Brazil," Land Use Policy, Elsevier, vol. 106(C).
    17. Nawab Khan & Ram L. Ray & Hazem S. Kassem & Muhammad Ihtisham & Badar Naseem Siddiqui & Shemei Zhang, 2022. "Can Cooperative Supports and Adoption of Improved Technologies Help Increase Agricultural Income? Evidence from a Recent Study," Land, MDPI, vol. 11(3), pages 1-18, March.
    18. Zhou, Yang & Li, Xunhuan & Liu, Yansui, 2020. "Rural land system reforms in China: History, issues, measures and prospects," Land Use Policy, Elsevier, vol. 91(C).
    19. Gilli, Marianna & Nicolli, Francesco & Farinelli, Paola, 2018. "Behavioural attitudes towards waste prevention and recycling," Ecological Economics, Elsevier, vol. 154(C), pages 294-305.
    20. Genius, Margarita & Pantzios, Christos J. & Tzouvelekas, Vangelis, 2006. "Information Acquisition and Adoption of Organic Farming Practices," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 31(01), pages 1-21, April.
    21. Niyazmetov, Davron & Soliev, Ilkhom & Theesfeld, Insa, 2021. "Ordered to volunteer? Institutional compatibility assessment of establishing agricultural cooperatives in Uzbekistan," Land Use Policy, Elsevier, vol. 108(C).
    22. Ayalew, Hailemariam & Chamberlin, Jordan & Newman, Carol, 2022. "Site-specific agronomic information and technology adoption: A field experiment from Ethiopia," Journal of Development Economics, Elsevier, vol. 156(C).
    23. Ruzzante, Sacha & Labarta, Ricardo & Bilton, Amy, 2021. "Adoption of agricultural technology in the developing world: A meta-analysis of the empirical literature," World Development, Elsevier, vol. 146(C).
    24. Songsermsawas, Tisorn & Baylis, Kathy & Chhatre, Ashwini & Michelson, Hope, 2016. "Can Peers Improve Agricultural Revenue?," World Development, Elsevier, vol. 83(C), pages 163-178.
    25. Ebrahimi Sarcheshmeh, Elaheh & Bijani, Masoud & Sadighi, Hassan, 2018. "Adoption behavior towards the use of nuclear technology in agriculture: A causal analysis," Technology in Society, Elsevier, vol. 55(C), pages 175-182.
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