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Exploring the spatiotemporal structure and driving mechanism of digital village construction in China based on social network analysis and Geodetector

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  • Liping Zhang
  • Xiaoliang Zhou

Abstract

Clarifying the spatiotemporal structure and driving mechanism of China’s digital village construction (DVC) is imperative for ameliorating regional disparities and fostering the holistic progression of DVC in China. This study assesses the index of DVC in 30 Chinese provinces from 2011 to 2021 using the Intuitionistic Fuzzy Analytic Hierarchy Process (IFAHP) and dynamic GRA. It analyzes the spatiotemporal structure of DVC with kernel density, trend surface, and social network analysis techniques. Additionally, it employs Geodetector to elucidate the driving mechanism behind spatial differentiation in China’s digital village development network. The results indicate that: (1) Although the index of DVC in China from 2011 to 2021 has shown progressive enhancement, the average DVC index for all regions throughout the years surveyed stands at 0.457, which means that the DVC in China is still at an early stage. (2) The overall network structure analysis suggests that the number of ties in China’s DVC spatial correlation network grew slowly but still falls significantly short of the ideal number. Additionally, there is an increase in the network density of China’s DVC over the years, providing strong evidence of spatial spillover effects within the network. (3) The block roles of the central and western regions are main inflow and bidirectional spillover while the block roles of the eastern region are agent and main outflow. (4) The main driving factors of DVC in China are investment in information infrastructure and fiscal expenditure on education. Bivariate enhancement effect and nonlinear enhancement were found to exist in all interactions of indicators. These findings offer theoretical insights and practical directives for improving DVC in China and its synergistic effects.

Suggested Citation

  • Liping Zhang & Xiaoliang Zhou, 2024. "Exploring the spatiotemporal structure and driving mechanism of digital village construction in China based on social network analysis and Geodetector," PLOS ONE, Public Library of Science, vol. 19(11), pages 1-24, November.
  • Handle: RePEc:plo:pone00:0310846
    DOI: 10.1371/journal.pone.0310846
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    References listed on IDEAS

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    1. Scott, John, 1988. "Social Network Analysis and Intercorporate Relations," Hitotsubashi Journal of commerce and management, Hitotsubashi University, vol. 23(1), pages 53-68, December.
    2. Viswanath Venkatesh & Tracy Ann Sykes, 2013. "Digital Divide Initiative Success in Developing Countries: A Longitudinal Field Study in a Village in India," Information Systems Research, INFORMS, vol. 24(2), pages 239-260, June.
    3. Chengkai Zhang & Yu Li & Lili Yang & Zheng Wang, 2023. "Does the Development of Digital Inclusive Finance Promote the Construction of Digital Villages?—An Empirical Study Based on the Chinese Experience," Agriculture, MDPI, vol. 13(8), pages 1-23, August.
    4. Xiaojing Li & Raj Bahadur Singh Chandel & Xianli Xia, 2022. "Analysis on Regional Differences and Spatial Convergence of Digital Village Development Level: Theory and Evidence from China," Agriculture, MDPI, vol. 12(2), pages 1-20, January.
    5. Jing Yu & Yingying Meng & Size Zhou & Huaiwen Zeng & Ming Li & Zhaoxia Chen & Yan Nie, 2023. "Research on Spatial Delineation Method of Urban-Rural Fringe Combining POI and Nighttime Light Data—Taking Wuhan City as an Example," IJERPH, MDPI, vol. 20(5), pages 1-22, March.
    6. Chengkai Zhang & Yanjun Zhang & Yu Li & Shan Li, 2023. "Coupling Coordination between Fintech and Digital Villages: Mechanism, Spatiotemporal Evolution and Driving Factors—An Empirical Study Based on China," Sustainability, MDPI, vol. 15(10), pages 1-26, May.
    7. Tan, Shukui & Hu, Bixia & Kuang, Bing & Zhou, Min, 2021. "Regional differences and dynamic evolution of urban land green use efficiency within the Yangtze River Delta, China," Land Use Policy, Elsevier, vol. 106(C).
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