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How does digitalization affect the urban-rural disparity at different disparity levels: A Bayesian Quantile Regression approach

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  • Fu, Hongpeng
  • Guan, Jianxing
  • Wang, Runzi
  • Kong, Liangji
  • Dai, Qinqin

Abstract

The digital revolution is bringing profound changes to the production, lifestyle, and governance in urban and rural areas. However, the varying impacts of different digitalization dimensions on urban-rural disparity have been understudied, particularly in developing countries. Based on 1931 county-level administrative units, this study used cluster analysis and a novel Bayesian Quantile Regression approach to explore the digitalization characteristics, and how digitalization influences urban-rural disparity at different disparity levels and in different regions. We found three types of digitalization development, including Balanced Digital Progression (29.26 %), Digital Consumption Powerhouse (17.50 %), and Digital Development Potential (53.24 %). Digitalization played an essential role in alleviating urban-rural disparity, with a more pronounced effect in areas with higher levels of disparity. The access to information infrastructure related to the first-level digital divide may exacerbate the urban-rural disparity, while the digitalization dimensions related to the second-level digital divide could mitigate the urban-rural disparity. Regarding the regional effects, information infrastructure adoption has different impacts on urban-rural disparity across various regions, while digitalization usage is consistently mitigating urban-rural disparities. By comprehensively examining the role of digitalization, we provided a scientific basis for formulating more precise and effective policies for a more balanced and integrated urban-rural development.

Suggested Citation

  • Fu, Hongpeng & Guan, Jianxing & Wang, Runzi & Kong, Liangji & Dai, Qinqin, 2024. "How does digitalization affect the urban-rural disparity at different disparity levels: A Bayesian Quantile Regression approach," Technology in Society, Elsevier, vol. 78(C).
  • Handle: RePEc:eee:teinso:v:78:y:2024:i:c:s0160791x24001817
    DOI: 10.1016/j.techsoc.2024.102633
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    as
    1. Wong, Poh-Kam, 2002. "ICT production and diffusion in Asia Digital dividends or digital divide?," Information Economics and Policy, Elsevier, vol. 14(2), pages 167-187, June.
    2. Dongling Zhang & Guoqing Zhang & Yuxin Jiao & Yanyan Wang & Pengnian Wang, 2022. "“Digital Dividend” or “Digital Divide”: What Role Does the Internet Play in the Health Inequalities among Chinese Residents?," IJERPH, MDPI, vol. 19(22), pages 1-19, November.
    3. Andrea Caragliu & Chiara F. Del Bo, 2022. "Smart cities and urban inequality," Regional Studies, Taylor & Francis Journals, vol. 56(7), pages 1097-1112, July.
    4. Jiang, Qianzi & Wang, Zhifang & Yu, Kongjian & Dou, Yuehan & Fu, Hongpeng & Liang, Xueyuan, 2023. "The influence of urbanization on local perception of the effect of traditional landscapes on human wellbeing: A case study of a pondscape in Chongqing, China," Ecosystem Services, Elsevier, vol. 60(C).
    5. Guo, Bingnan & Wang, Yu & Zhang, Hao & Liang, Chunyan & Feng, Yu & Hu, Feng, 2023. "Impact of the digital economy on high-quality urban economic development: Evidence from Chinese cities," Economic Modelling, Elsevier, vol. 120(C).
    6. Margarita Billon & Fernando Lera-Lopez & Rocío Marco, 2010. "Differences in digitalization levels: a multivariate analysis studying the global digital divide," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 146(1), pages 39-73, April.
    7. Wanglin Ma & R. Quentin Grafton & Alan Renwick, 2020. "Smartphone use and income growth in rural China: empirical results and policy implications," Electronic Commerce Research, Springer, vol. 20(4), pages 713-736, December.
    8. Lv, Chengchao & Song, Jie & Lee, Chien-Chiang, 2022. "Can digital finance narrow the regional disparities in the quality of economic growth? Evidence from China," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 502-521.
    9. Bertschek, Irene & Niebel, Thomas, 2016. "Mobile and more productive? Firm-level evidence on the productivity effects of mobile internet use," Telecommunications Policy, Elsevier, vol. 40(9), pages 888-898.
    10. Peng, Zhuangzhuang & Dan, Ting, 2023. "Digital dividend or digital divide? Digital economy and urban-rural income inequality in China," Telecommunications Policy, Elsevier, vol. 47(9).
    11. Watanabe, Chihiro & Naveed, Kashif & Tou, Yuji & Neittaanmäki, Pekka, 2018. "Measuring GDP in the digital economy: Increasing dependence on uncaptured GDP," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 226-240.
    12. Mehmet Güney Celbis & Denis de Crombrugghe, 2018. "Internet infrastructure and regional convergence: Evidence from Turkey," Papers in Regional Science, Wiley Blackwell, vol. 97(2), pages 387-409, June.
    13. Qiu, Leiju & Zhong, Shunbin & Sun, Baowen, 2021. "Blessing or curse? The effect of broadband Internet on China’s inter-city income inequality," Economic Analysis and Policy, Elsevier, vol. 72(C), pages 626-650.
    14. Wang, Di & Zhou, Tao & Wang, Mengmeng, 2021. "Information and communication technology (ICT), digital divide and urbanization: Evidence from Chinese cities," Technology in Society, Elsevier, vol. 64(C).
    15. Christine Zhenwei Qiang & Siou Chew Kuek & Andrew Dymond & Steve Esselaar, 2012. "Mobile Applications for Agriculture and Rural Development," World Bank Publications - Reports 21892, The World Bank Group.
    16. Naishu Yu & Yanzhe Wang, 2021. "Can Digital Inclusive Finance Narrow the Chinese Urban–Rural Income Gap? The Perspective of the Regional Urban–Rural Income Structure," Sustainability, MDPI, vol. 13(11), pages 1-18, June.
    17. Irina Georgescu & Jani Kinnunen, 2021. "The Digital Effectiveness on Economic Inequality: A Computational Approach," Springer Proceedings in Business and Economics, in: Alina Mihaela Dima & Fabrizio D'Ascenzo (ed.), Business Revolution in a Digital Era, pages 223-239, Springer.
    18. Anita Thonipara & Rolf Sternberg & Till Proeger & Lukas Haefner, 2023. "Digital divide, craft firms’ websites and urban-rural disparities—empirical evidence from a web-scraping approach [Digital Divide, Websites von Handwerksunternehmen und städtisch-ländliche Disparit," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 43(1), pages 69-99, April.
    19. Wang, Zhifang & Fu, Hongpeng & Jian, Yuqing & Qureshi, Salman & Jie, Hua & Wang, Lu, 2022. "On the comparative use of social media data and survey data in prioritizing ecosystem services for cost-effective governance," Ecosystem Services, Elsevier, vol. 56(C).
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    1. Zhang, Yulai & Hainan, Liu & Feng, Fangfang & Wu, Xuezhou, 2025. "Digital economy, education, human capital and urban–rural income disparity," Finance Research Letters, Elsevier, vol. 71(C).

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