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Effects of Continuous Adoption of Artificial Intelligence Technology on the Behavior of Holders’ Farmland Quality Protection: The Role of Social Norms and Green Cognition

Author

Listed:
  • Yanhong Guo

    (School of Economics Management and Law, Faculty of Human Resource Management, Jilin Normal University, Siping 136000, China)

  • Yifang Dong

    (Sunwah International Business School, Faculty of Economics, Liaoning University, Shenyang 100136, China)

  • Xu Wei

    (School of Economics Management and Law, Faculty of Human Resource Management, Jilin Normal University, Siping 136000, China)

  • Yifei Dong

    (Business School, Faculty of Economics, Liaoning University, Shenyang 100136, China)

Abstract

The continuous adoption of artificial intelligence technology (CAAIT) has fully demonstrated its transformative roles in various fields, and it has effectively improved the economic benefits of agriculture in practical applications. However, sustainable agricultural development can only be achieved if economic and environmental benefits are reconciled. Then, it is necessary to explore whether CAAIT can provide valuable environmental benefits. Therefore, this paper uses AMOS 22.0 and SPSS 25.0 software, a hierarchical regression model, and bootstrapping to analyze the survey data of 522 farmers and finds that: (1) CAAIT is positively correlated with the behavior of holders’ farmland quality protection (BHFQP). (2) Social norms (SN) partially mediate the relationship between CAAIT and BHFQP. (3) Green cognition (GC) plays a negative intermediary role in the relationship between CAAIT and SN. (4) GC also moderates the mediating effect of SN in the relationship between CAAIT and BHFQP. This paper attempts to explore whether, how, and when CAAIT can affect BHFQP, providing new empirical research to improve holders’ farmland quality protection behavior.

Suggested Citation

  • Yanhong Guo & Yifang Dong & Xu Wei & Yifei Dong, 2023. "Effects of Continuous Adoption of Artificial Intelligence Technology on the Behavior of Holders’ Farmland Quality Protection: The Role of Social Norms and Green Cognition," Sustainability, MDPI, vol. 15(14), pages 1-17, July.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:14:p:10760-:d:1189831
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    References listed on IDEAS

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    1. Crudeli, Luca & Mancinelli, Susanna & Mazzanti, Massimiliano & Pitoro, Raul, 2022. "Beyond individualistic behaviour: Social norms and innovation adoption in rural Mozambique," World Development, Elsevier, vol. 157(C).
    2. Hua Zhang & Qiwang Zhang & Man An & Zixuan Zhang & Nanqiao He, 2023. "Unveiling the Impact of Digital Financial Inclusion on Low-Carbon Green Utilization of Farmland: The Roles of Farmland Transfer and Management Scale," Sustainability, MDPI, vol. 15(4), pages 1-20, February.
    3. Zhou, Yang & Li, Xunhuan & Liu, Yansui, 2021. "Cultivated land protection and rational use in China," Land Use Policy, Elsevier, vol. 106(C).
    4. Maertens, Annemie, 2013. "Social Norms and Aspirations: Age of Marriage and Education in Rural India," World Development, Elsevier, vol. 47(C), pages 1-15.
    5. Pierre Damien Ntihinyurwa & Walter Timo de Vries, 2021. "Farmland Fragmentation, Farmland Consolidation and Food Security: Relationships, Research Lapses and Future Perspectives," Land, MDPI, vol. 10(2), pages 1-39, January.
    6. Jianhua Ren & Hongzhen Lei & Haiyun Ren, 2022. "Livelihood Capital, Ecological Cognition, and Farmers’ Green Production Behavior," Sustainability, MDPI, vol. 14(24), pages 1-16, December.
    7. Alessandra Galiè & Dina Najjar & Patti Petesch & Lone Badstue & Cathy Rozel Farnworth, 2022. "Livestock Innovations, Social Norms, and Women’s Empowerment in the Global South," Sustainability, MDPI, vol. 14(7), pages 1-20, March.
    8. Ke Wang & Yafei Zhao & Rajan Kumar Gangadhari & Zhixing Li, 2021. "Analyzing the Adoption Challenges of the Internet of Things (IoT) and Artificial Intelligence (AI) for Smart Cities in China," Sustainability, MDPI, vol. 13(19), pages 1-35, October.
    9. Schleich, Joachim & Alsheimer, Sven, 2022. "How much are individuals willing to pay to offset their carbon footprint? The role of information disclosure and social norms," Working Papers "Sustainability and Innovation" S10/2022, Fraunhofer Institute for Systems and Innovation Research (ISI).
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