IDEAS home Printed from https://ideas.repec.org/a/sae/sagope/v13y2023i1p21582440231159323.html
   My bibliography  Save this article

Overcoming the Digital Divide With ICT Diffusion: Multivariate and Spatial Analysis at China’s Provincial Level

Author

Listed:
  • Jun Wen
  • Hadi Hussain
  • Renai Jiang
  • Junaid Waheed

Abstract

Several scholars have recently recommended a transition from focusing on Internet access (access divide) and Internet use (use divide) to the tangible outcomes of Internet use (outcome divide). This study evaluates the utility of this perspective in China for investigating digital inequalities across provinces. Despite having the world’s largest ICT market, digital disparities persist at the provincial, city, and county levels. This paper establishes an explanatory conceptual model of the digital divide (DD) at the provincial level and applies mapping through ArcGIS software to investigate spatial agglomeration. Spatial autocorrelation (Moran-i) is used to reveal high significance and multivariate analysis is used to investigate the key correlates. Among the provinces, a significant DD was found, which shows that provinces that are administratively sophisticated (such as Guangdong, Shanghai, Beijing, Jiangsu, Shandon, and Zhejiang) having a high digital development index score (IDI). Concomitantly, poverty-stricken regions and rural areas, mostly in southwest, central, and western China, have low IDI values. The factors found by this study to be most influential for improved ICT usage and outcomes are residential income (urban), e-government, literacy rate (secondary gross enrollment), and the working-age population. This indicates that socio-economic problems should be addressed first instead of institutional and innovational considerations. This study is the first to develop a conceptual model of the third-level digital divide (3-LDD) (ICT outcome) at the provincial level and utilize spatial analysis and mapping to supplement traditional methodologies.

Suggested Citation

  • Jun Wen & Hadi Hussain & Renai Jiang & Junaid Waheed, 2023. "Overcoming the Digital Divide With ICT Diffusion: Multivariate and Spatial Analysis at China’s Provincial Level," SAGE Open, , vol. 13(1), pages 21582440231, March.
  • Handle: RePEc:sae:sagope:v:13:y:2023:i:1:p:21582440231159323
    DOI: 10.1177/21582440231159323
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/21582440231159323
    Download Restriction: no

    File URL: https://libkey.io/10.1177/21582440231159323?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Liangzhi Yu & Wenjie Zhou, 2016. "Information inequality in contemporary Chinese urban society: The results of a cluster analysis," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 67(9), pages 2246-2262, September.
    2. Vicente, María Rosalía & López, Ana Jesús, 2011. "Assessing the regional digital divide across the European Union-27," Telecommunications Policy, Elsevier, vol. 35(3), pages 220-237, April.
    3. Zhouying Song & Tao Song & Yu Yang & Zhenbo Wang, 2019. "RETRACTED: Spatial–Temporal Characteristics and Determinants of Digital Divide in China: A Multivariate Spatial Analysis," Sustainability, MDPI, vol. 11(17), pages 1, August.
    4. Hongxin Zhao & Seung Kim & Taewon Suh & Jianjun Du, 2007. "Social Institutional Explanations of Global Internet Diffusion: A Cross-Country Analysis," Journal of Global Information Management (JGIM), IGI Global, vol. 15(2), pages 28-55, April.
    5. Azari, Rasool & Pick, James B., 2005. "Technology and society: socioeconomic influences on technological sectors for United States counties," International Journal of Information Management, Elsevier, vol. 25(1), pages 21-37.
    6. Frederico Cruz-Jesus & Tiago Oliveira & Fernando Bacao, 2018. "The Global Digital Divide: Evidence and Drivers," Journal of Global Information Management (JGIM), IGI Global, vol. 26(2), pages 1-26, April.
    7. John Leslie King & Vijay Gurbaxani & Kenneth L. Kraemer & F. Warren McFarlan & K. S. Raman & C. S. Yap, 1994. "Institutional Factors in Information Technology Innovation," Information Systems Research, INFORMS, vol. 5(2), pages 139-169, June.
    8. Pick, James B. & Nishida, Tetsushi, 2015. "Digital divides in the world and its regions: A spatial and multivariate analysis of technological utilization," Technological Forecasting and Social Change, Elsevier, vol. 91(C), pages 1-17.
    9. Jarque, Carlos M. & Bera, Anil K., 1980. "Efficient tests for normality, homoscedasticity and serial independence of regression residuals," Economics Letters, Elsevier, vol. 6(3), pages 255-259.
    10. Qi, Jiaqi & Zheng, Xiaoyong & Guo, Hongdong, 2019. "The formation of Taobao villages in China," China Economic Review, Elsevier, vol. 53(C), pages 106-127.
    11. Ritu Agarwal & Animesh Animesh & Kislaya Prasad, 2009. "Research Note---Social Interactions and the “Digital Divide”: Explaining Variations in Internet Use," Information Systems Research, INFORMS, vol. 20(2), pages 277-294, June.
    12. Loo, Becky P.Y. & Ngan, Y.L., 2012. "Developing mobile telecommunications to narrow digital divide in developing countries? Some lessons from China," Telecommunications Policy, Elsevier, vol. 36(10), pages 888-900.
    13. Grubesic, Tony H. & Murray, Alan T., 2005. "Geographies of imperfection in telecommunication analysis," Telecommunications Policy, Elsevier, vol. 29(1), pages 69-94, February.
    14. Grishchenko, Natalia, 2020. "The gap not only closes: Resistance and reverse shifts in the digital divide in Russia," Telecommunications Policy, Elsevier, vol. 44(8).
    15. 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.
    16. Frederico Cruz-Jesus & Tiago Oliveira & Fernando Bacao & Zahir Irani, 2017. "Assessing the pattern between economic and digital development of countries," Information Systems Frontiers, Springer, vol. 19(4), pages 835-854, August.
    17. Pick, James B. & Sarkar, Avijit & Johnson, Jeremy, 2015. "United States digital divide: State level analysis of spatial clustering and multivariate determinants of ICT utilization," Socio-Economic Planning Sciences, Elsevier, vol. 49(C), pages 16-32.
    18. World Bank, 2009. "2009 Information and Communications for Development : Extending Reach and Increasing Impact," World Bank Publications - Books, The World Bank Group, number 2636.
    19. Song, Zhouying & Wang, Chen & Bergmann, Luke, 2020. "China’s prefectural digital divide: Spatial analysis and multivariate determinants of ICT diffusion," International Journal of Information Management, Elsevier, vol. 52(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Meng Qi & Bei Zhang & Junjie Li & Bangfan Liu, 2023. "The Three-Dimensional Analytical and Governance Logic of China’s Digital Divide Bridging Policy," Sustainability, MDPI, vol. 15(9), pages 1-24, April.
    2. Ling Zhang, 2024. "Spatial agglomeration of information services industry and its evolution: Evidence from the Pearl River Delta, China," Growth and Change, Wiley Blackwell, vol. 55(1), March.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sarkar, Avijit & Pick, James B. & Johnson, Jeremy, 2015. "Africa's digital divide: Geography, policy, and implications," 2015 Regional ITS Conference, Los Angeles 2015 146339, International Telecommunications Society (ITS).
    2. Zhouying Song & Tao Song & Yu Yang & Zhenbo Wang, 2019. "RETRACTED: Spatial–Temporal Characteristics and Determinants of Digital Divide in China: A Multivariate Spatial Analysis," Sustainability, MDPI, vol. 11(17), pages 1, August.
    3. Setthasuravich, Prasongchai & Kato, Hironori, 2020. "The mediating role of the digital divide in outcomes of short-term transportation policy in Thailand," Transport Policy, Elsevier, vol. 97(C), pages 161-171.
    4. Szeles, Monica Răileanu, 2018. "New insights from a multilevel approach to the regional digital divide in the European Union," Telecommunications Policy, Elsevier, vol. 42(6), pages 452-463.
    5. Pick, James B. & Sarkar, Avijit & Johnson, Jeremy, 2015. "United States digital divide: State level analysis of spatial clustering and multivariate determinants of ICT utilization," Socio-Economic Planning Sciences, Elsevier, vol. 49(C), pages 16-32.
    6. Hilbert, Martin, 2016. "The bad news is that the digital access divide is here to stay: Domestically installed bandwidths among 172 countries for 1986–2014," Telecommunications Policy, Elsevier, vol. 40(6), pages 567-581.
    7. 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).
    8. Yuanren Zhou & Menggen Chen & Xiaojie Liu & Yun Chen, 2024. "A New Framework, Measurement, and Determinants of the Digital Divide in China," Mathematics, MDPI, vol. 12(14), pages 1-30, July.
    9. Lutz, Sebastian Uljas, 2019. "The European digital single market strategy: Local indicators of spatial association 2011–2016," Telecommunications Policy, Elsevier, vol. 43(5), pages 393-410.
    10. Silvana Rossy Brito & Aleksandra Socorro da Silva & Eulália Carvalho Mata & Nandamudi Lankalapalli Vijaykumar & Cláudio Alex Jorge Rocha & Maurílio Abreu Monteiro & João Crisóstomo Weyl Albuquerque Co, 2018. "An approach to evaluate large-scale ICT training interventions," Information Systems Frontiers, Springer, vol. 20(4), pages 883-899, August.
    11. Myovella, Godwin & Karacuka, Mehmet & Haucap, Justus, 2021. "Determinants of digitalization and digital divide in Sub-Saharan African economies: A spatial Durbin analysis," Telecommunications Policy, Elsevier, vol. 45(10).
    12. Lorenz Graf-Vlachy & Katharina Buhtz & Andreas König, 2018. "Social influence in technology adoption: taking stock and moving forward," Management Review Quarterly, Springer, vol. 68(1), pages 37-76, February.
    13. Vicente, María Rosalía, 2022. "ICT for healthy and active aging: The elderly as first and last movers," Telecommunications Policy, Elsevier, vol. 46(3).
    14. Frederico Cruz-Jesus & Tiago Oliveira & Fernando Bacao & Zahir Irani, 2017. "Assessing the pattern between economic and digital development of countries," Information Systems Frontiers, Springer, vol. 19(4), pages 835-854, August.
    15. Lisha Ye & Huiqin Yang, 2020. "From Digital Divide to Social Inclusion: A Tale of Mobile Platform Empowerment in Rural Areas," Sustainability, MDPI, vol. 12(6), pages 1-16, March.
    16. Monica Răileanu Szeles & Mihaela Simionescu, 2020. "Regional Patterns and Drivers of the EU Digital Economy," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 150(1), pages 95-119, July.
    17. Shao, Qinglong & Kostka, Genia, 2023. "The COVID-19 pandemic and deepening digital inequalities in China," Telecommunications Policy, Elsevier, vol. 47(10).
    18. Anca Elena-Bucea & Frederico Cruz-Jesus & Tiago Oliveira & Pedro Simões Coelho, 0. "Assessing the Role of Age, Education, Gender and Income on the Digital Divide: Evidence for the European Union," Information Systems Frontiers, Springer, vol. 0, pages 1-15.
    19. Wang, Di & Zhou, Tao & Lan, Feng & Wang, Mengmeng, 2021. "ICT and socio-economic development: Evidence from a spatial panel data analysis in China," Telecommunications Policy, Elsevier, vol. 45(7).
    20. Nishijima, Marislei & Ivanauskas, Terry Macedo & Sarti, Flavia Mori, 2017. "Evolution and determinants of digital divide in Brazil (2005–2013)," Telecommunications Policy, Elsevier, vol. 41(1), pages 12-24.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:sae:sagope:v:13:y:2023:i:1:p:21582440231159323. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: SAGE Publications (email available below). General contact details of provider: .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.