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Digital Pathways to Sustainable Agriculture: Examining the Role of Agricultural Digitalization in Green Development in China

Author

Listed:
  • Ying Meng

    (School of Statistics, Capital University of Economics and Business, Beijing 100070, China)

  • Dong Li

    (School of Statistics, Capital University of Economics and Business, Beijing 100070, China)

Abstract

Amid the urgent need to align agricultural practices with the United Nations Sustainable Development Goals (SDGs), this study examines the role of agricultural digitalization in promoting sustainable and green development in China. Specifically, it explores demand-side factors that drive improvements in agricultural green development and categorizes development models into three types: market-oriented, policy-driven, and innovation-driven. Utilizing provincial-level data from 2011 to 2021, this study employs semiparametric and spatial Durbin models to empirically assess the effects, underlying mechanisms, and regional disparities of agricultural digitalization in advancing green development. The main findings are as follows: (1) Overall, both agricultural digitalization and the level of green agricultural development have gradually increased during the study period, with agricultural digitalization significantly contributing to sustainable agricultural development. (2) The impact of agricultural digitalization on green agricultural development shows an upward trend in eastern, coastal, and non-grain-producing regions, as well as in the southeastern areas of the “Hu Huanyong Line”. In contrast, inland regions and the northwestern areas of the “Hu Huanyong Line” exhibit a U-shaped relationship, and grain-producing regions experience a clear inhibitory effect. Additionally, the promoting effect of agricultural digitalization is more pronounced in regions with higher levels of green agricultural development. (3) Agricultural digitalization generates positive spillover effects, benefiting not only the local region but also surrounding areas, with a stronger radiative effect on neighboring regions. (4) Mechanism analysis suggests that under all three development models, agricultural digitalization can effectively enhance green agricultural development by improving the alignment of supply and demand for green agricultural products, accelerating the establishment and promotion of green agricultural brands, strengthening environmental regulation, fostering new agricultural business entities, advancing agricultural mechanization, and improving the efficiency of facility agriculture.

Suggested Citation

  • Ying Meng & Dong Li, 2025. "Digital Pathways to Sustainable Agriculture: Examining the Role of Agricultural Digitalization in Green Development in China," Sustainability, MDPI, vol. 17(8), pages 1-31, April.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:8:p:3652-:d:1637213
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    References listed on IDEAS

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    1. Liu, Yang & Huang, Yihan, 2024. "Assessing the interrelationship between fossil fuels resources and the biomass energy market for achieving a sustainable and green economy," Resources Policy, Elsevier, vol. 88(C).
    2. Xiaocheng Wang & Chenxi Yang & Cuixia Qiao, 2024. "Agricultural Service Trade and Green Development: A Perspective Based on China’s Agricultural Total Factor Productivity," Sustainability, MDPI, vol. 16(18), pages 1-23, September.
    3. Xiaoxia Zhai & Yongmin Luo, 2025. "Can Urban Internet Development Attract Labor Force? Evidence from Chinese Cities," Sustainability, MDPI, vol. 17(1), pages 1-16, January.
    4. Abbate, Stefano & Centobelli, Piera & Cerchione, Roberto, 2023. "The digital and sustainable transition of the agri-food sector," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    5. 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).
    6. Tang, Yuhong & Zhao, Qi & Ren, Yuheng, 2024. "Nexus among government digital development, resource dependence, and carbon emissions in China," Resources Policy, Elsevier, vol. 95(C).
    7. Abate, Gashaw T. & Abay, Kibrom A. & Chamberlin, Jordan & Kassim, Yumna & Spielman, David J. & Paul Jr Tabe-Ojong, Martin, 2023. "Digital tools and agricultural market transformation in Africa: Why are they not at scale yet, and what will it take to get there?," Food Policy, Elsevier, vol. 116(C).
    8. Deng, Haiyan & Zheng, Wangyi & Shen, Zhiyang & Štreimikienė, Dalia, 2023. "Does fiscal expenditure promote green agricultural productivity gains: An investigation on corn production," Applied Energy, Elsevier, vol. 334(C).
    9. Hu, Yuanhong & Liu, Jing & Zhang, Shuyu & Liu, Yuxin & Xu, Haixin & Liu, Pengling, 2024. "New mechanisms for increasing agricultural total factor productivity: Analysis of the regional effects of the digital economy," Economic Analysis and Policy, Elsevier, vol. 83(C), pages 766-785.
    10. Li, Xingguang & Zhang, Jianjun, 2024. "Rural digital credit and residential energy consumption: Evidence from the agricultural production perspective," Energy, Elsevier, vol. 290(C).
    11. Aryan Saxena & Jai Prakash Gupta & Janmejay Kumar Tiwary & Ashutosh Kumar & Saurav Sharma & Gaurav Pandey & Susham Biswas & Krishna Raghav Chaturvedi, 2024. "Innovative Pathways in Carbon Capture: Advancements and Strategic Approaches for Effective Carbon Capture, Utilization, and Storage," Sustainability, MDPI, vol. 16(22), pages 1-32, November.
    12. Zhang, Yudong & Cui, Ruiqing & Wei, Xiaobei & Chen, Tianyong, 2025. "How digital financial inclusion enhances agroecological efficiency: Impact effects and mechanism tests," International Review of Economics & Finance, Elsevier, vol. 97(C).
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