Abstract
In an era marked by rapid digitalization and the ubiquity of information technology, society is witnessing a transformative shift toward more sophisticated and intelligent living and working environments. While this technological wave is readily embraced by the younger generation, who find convenience and utility in its offerings, a pressing global concern looms large—the ever-escalating challenge of population aging, which has reached unprecedented levels. The elderly, though esteemed, often find themselves grappling with the intricacies of adapting to an array of digital products and services, resulting in a stark consequence: digital exclusion and division, effectively sidelining China’s elderly citizens in an increasingly digitized and intelligent society. Against this backdrop, the harsh spotlight cast by the COVID-19 pandemic on the elderly, seemingly relegated to the margins of society, underscores the glaring dearth of research dedicated to probing the nuances of digital exclusion among China’s older adults. This study takes up the crucial mission of dissecting the multifaceted factors contributing to digital exclusion and unraveling the intricate dilemmas surrounding digital inclusion for the elderly. Employing a multifaceted research approach, including offline questionnaires and online data collection, the study harnesses statistical analysis methods to uncover the underpinnings of digital rejection among China’s elderly. This analytical journey yields a treasure trove of influential factors, culminating in the creation of a comprehensive evaluation system. The study assigns appropriate weights to these influential factors and employs a random forest model to forecast the extent of digital exclusion among the elderly residing in diverse regions of Tianjin. As a culmination of this extensive investigative endeavor, the study offers a collection of recommendations and strategies aimed at alleviating the predicament of digital exclusion encountered by China’s elderly population in the contemporary internet age.
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Data Availability
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Agarwal, P., Swami, S., & Malhotra, S. K. (2022). Artificial intelligence adoption in the post COVID-19 new-normal and role of smart technologies in transforming business: a review. Journal of Science and Technology Policy Management, ahead-of-print.
Ajonbadi, H. A., Olawoyin, F. S., & Adekoya, O. D. (2023). The anathema of digital divide in the Nigerian higher education: Lessons from the pandemic. In Beyond the Pandemic Pedagogy of Managerialism: Exploring the Limits of Online Teaching and Learning (pp. 189–208). Cham: Springer Nature Switzerland.
Al Meslamani, A. Z. (2023). Technical and regulatory challenges of digital health implementation in developing countries. Journal of Medical Economics, (just-accepted), 1–7.
Al-Ajeely, S. A., Alkhawaldeh, M. A., & Khasawneh, M. A. S. (2023). Investigating the Socio-economic Factors Influencing Access and Equity in Online Learning. Tuijin Jishu/journal of Propulsion Technology, 44(3), 352–361.
Alkureishi, M. A., Choo, Z. Y., Rahman, A., Ho, K., Benning-Shorb, J., Lenti, G., & Lee, W. W. (2021). Digitally disconnected: qualitative study of patient perspectives on the digital divide and potential solutions. JMIR Human Factors, 8(4), e33364.
Anrijs, S., Mariën, I., De Marez, L., & Ponnet, K. (2023). Excluded from essential internet services: Examining associations between digital exclusion, socio-economic resources and internet resources. Technology in Society, 73, 102211.
Anwana, E. O., & Owojori, O. M. (2023). Analysis of Flooding Vulnerability in Informal Settlements Literature: Mapping and Research Agenda. Social Sciences, 12(1), 40.
Asenbaum, H. (2023). The Politics of Becoming: Anonymity and Democracy in the Digital Age. Oxford University Press.
Bansal, N., & Choudhary, H. (2023). Growing old in the digital era: a qualitative study of internet use and outcomes among urban Indian older adults. Working with Older People, ahead-of-print.
Blit-Cohen, E., & Litwin, H. (2004). Elder participation in cyberspace: A qualitative analysis of Israeli retirees. Journal of Aging Studies, 18(4), 385–398. https://doi.org/10.1016/j.jaging.2004.06.007
Blomberg, M., Altschwager, D., Seo, H., Booton, E., & Nwachukwu, M. (2021). Digital divide and marginalized women during COVID-19: A study of women recently released from prison. Information, Communication & Society, 24(14), 2113–2132.
Borsenberger, C., Delahaye, H., & Barnéoud, M. (2023). Digital exclusion and the role of posts have to play to fight against it. The Postal and Delivery Contribution in Hard Times (pp. 259–272). Springer International Publishing.
Casselden, B. (2022). Not like riding a bike: How public libraries facilitate older people’s digital inclusion during the Covid-19 pandemic. Journal of Librarianship and Information Science, 09610006221101898.
Chan, D. Y. L., Lee, S. W. H., & Teh, P. L. (2023). Factors influencing technology use among low-income older adults: A systematic review. Heliyon, e20111.
Chee, S. Y. (2023). Age-related digital disparities, functional limitations, and social isolation: unraveling the grey digital divide between baby boomers and the silent generation in senior living facilities. Aging & mental health, 1–12.
Cheshmehzangi, A., Zou, T., Su, Z., & Tang, T. (2023). The growing digital divide in education among primary and secondary children during the COVID-19 pandemic: An overview of social exclusion and education equality issues. Journal of Human Behavior in the Social Environment, 33(3), 434–449.
Choudrie, J., Banerjee, S., Kotecha, K., Walambe, R., Karende, H., & Ameta, J. (2021). Machine learning techniques and older adults processing of online information and misinformation: A covid 19 study. Computers in Human Behavior, 119, 106716.
Djamaludin, D., Aziz, M. F., Ar-Rasyid, Y., & As-Sayyis, I. A. (2023). Assessing the Impact of Electronic Court Systems on the Efficiency of Judicial Processes in the Era of Digital Transformation. Volksgeist: Jurnal Ilmu Hukum dan Konstitusi, 1–18.
Dutwin, D., & Buskirk, T. D. (2022). A deeper dive into the digital divide: Reducing coverage bias in Internet surveys. Social Science Computer Review, 08944393221093467.
Faloye, S. T., & Ajayi, N. (2022). Understanding the impact of the digital divide on South African students in higher educational institutions. African Journal of Science, Technology, Innovation and Development, 14(7), 1734–1744.
Fang, M. L., Walker, M., Wong, K. L. Y., Sixsmith, J., Remund, L., & Sixsmith, A. (2022). Future of digital health and community care: Exploring intended positive impacts and unintended negative consequences of COVID-19. In Healthcare Management Forum, 35(5), 279–285. Los Angeles, CA: Sage Publications.
Fareed, N., Swoboda, C. M., Jonnalagadda, P., & Huerta, T. R. (2021). Persistent digital divide in health-related internet use among cancer survivors: Findings from the Health Information National Trends Survey, 2003–2018. Journal of Cancer Survivorship, 15, 87–98.
Fernández-de-Castro, P., Aranda, D., Moyano, S., & Sampedro, V. (2023). Digital youth work: A systematic review with a proposal. Social Work Education, 42(3), 318–336.
Freeman, R. R. (2023). Negotiating the sacred: Understanding impacts to IKS and ITEK from use of remote sensing and GIS technologies within tribal landscapes. (Doctoral Dissertation) University of Montana.
Gallistl, V., Rohner, R., Seifert, A., & Wanka, A. (2020). Configuring the older non-user: Between research, policy and practice of digital exclusion. Social Inclusion, 8(2), 233–243.
Geerts, N., Schirmer, W., Vercruyssen, A., & Glorieux, I. (2023). Bridging the ‘instruction gap’: How ICT instructors help older adults with the acquisition of digital skills. International Journal of Lifelong Education, 42(2), 195–207.
George, B., & Wooden, O. (2023). Managing the strategic transformation of higher education through artificial intelligence. Administrative Sciences, 13(9), 196.
Gródek-Szostak, Z., Siguencia, L. O., Niemczyk, A., & Seweryn, R. (2022). Digital exclusion of elderly citizens: Polish experiences based on the project Adult Social Inclusion in a Digital Environment (ASIDE). Ekonomia, 27(4), 53–62.
Haleem, A., Javaid, M., Singh, R. P., & Suman, R. (2022). Medical 4.0 technologies for healthcare: Features, capabilities, and applications. Internet of Things and Cyber-Physical Systems, 2, 12–30.
Hepburn, P. A. (2022). A new governance model for delivering digital policy agendas: A case study of digital inclusion amongst elderly people in the UK. In Research Anthology on Supporting Healthy Aging in a Digital Society, 520–535. IGI Global.
Hirsh, Å., Liljenberg, M., Jahnke, A., & Karlsson Pérez, Å. (2023). Far from the generalised norm: Recognising the interplay between contextual particularities and principals’ leadership in schools in low-socio-economic status communities. Educational Management Administration & Leadership, 17411432231187349.
Huang, L., Liang, X., Li, L., Xiao, H., & Xie, F. (2023). The Impact of Internet Use on the Well-Being of Rural Residents. Agriculture, 13(7), 1462.
Kalyan Shankar, V., Sahni, R., & Roy, K. K. (2023). Introducing computers in Indian schools: institutional resistances and the making of a digital divide. Learning, Media and Technology, 1–14.
Kania-Lundholm, M. (2023). Coping in the culture of connectivity: How older adults make sense of living with digital ageism. In Digital Ageism, 192–209. Routledge.
Khalifa, A., & Ali, O. B. (2023). Consumer Behavior in the Digital Age: A Multifaceted Study on social media, Pet Product Marketing, and EdTech Adoption. Journal of Sustainable Technologies and Infrastructure Planning, 7(5), 1–21.
Kolotouchkina, O., Viñarás-Abad, M., & Mañas-Viniegra, L. (2023). Digital Ageism: Emerging Challenges and Best Practices of Age-Friendly Digital Urban Governance. Media and Communication, 11(3), 6–17.
Lazić, M., Bradić, M. A., & Banović, J. (2023). Digital skills in tourism and hospitality as a precondition for the sector resilient growth: The case of Serbia. Menadžment u Hotelijerstvu i Turizmu, 11(1), 25–40.
Li, R. Y. M., Shi, M., Abankwa, D. A., Xu, Y., Richter, A., Ng, K. T. W., & Song, L. (2022). Exploring the market requirements for smart and traditional ageing housing units: A mixed methods approach. Smart Cities, 5(4), 1752–1775.
Liu, L., Wu, F., Tong, H., Hao, C., & Xie, T. (2021). The digital divide and active aging in China. International Journal of Environmental Research and Public Health, 18(23).
Liu, S., Zhu, S., Hou, Z., & Li, C. (2023). Digital village construction, human capital and the development of the rural older adult care service industry. Frontiers in Public Health, 11.
Lyons, A. C., & Kass-Hanna, J. (2022). 24 The Evolution of Financial Services in the Digital Age. De Gruyter Handbook of Personal Finance, 405.
Mammen, J. T., Rugmini Devi, M., & Girish Kumar, R. (2023). North-South digital divide: A comparative study of personal and positional inequalities in USA and India. African Journal of Science, Technology, Innovation and Development, 15(4), 482–495.
Mannheim, I., Wouters, E. J., Köttl, H., Van Boekel, L. C., Brankaert, R., & Van Zaalen, Y. (2023). Ageism in the discourse and practice of designing digital technology for older persons: A scoping review. The Gerontologist, 63(7), 1188–1200.
Mohd, Z. N. N., Ahmad, N. A., Abd, R. M. F., Zainal, A., Abdul, R. F. H., Tengku, S., T. S., & Pek, L. S. (2023). Elderly and their barriers to accepting and learning to use technology: A scoping review. Masyarakat, Kebudayaan & Politik, 36(1).
Mubarak, F., & Suomi, R. (2022). Elderly adult forgotten? Digital exclusion in the information age and the rising gray digital divide. INQUIRY: The Journal of Health Care Organization, Provision, and Financing, 59, 00469580221096272.
Ndemo, B., & Weiss, T. (2017). Making sense of Africa’s emerging digital transformation and its many futures. Africa Journal of Management, 3(3–4), 328–347.
O’Sullivan, J. (2023). Literary Games, Walking Simulators and the New Wave of Digital Fiction. In The Routledge Companion to Literary Media, 255–267. Routledge.
Pejić Bach, M., Ivančić, L., Bosilj Vukšić, V., Stjepić, A. M., & Milanović Glavan, L. (2023). Internet Usage among Senior Citizens: Self-Efficacy and Social Influence Are More Important than Social Support. Journal of Theoretical and Applied Electronic Commerce Research, 18(3), 1463–1483.
Peng, Z., & Dan, T. (2023). Digital dividend or digital divide? Digital economy and urban-rural income inequality in China. Telecommunications Policy, 102616.
Percy Campbell, J. (2023). Aging in Place with Google and Amazon Smart Speakers: Privacy and Surveillance Implications for Older Adults (Doctoral dissertation) University of Victoria.
Rafique, I., Nasim, A., & Shabbir, R. (2023). Democracy and Inequality: A Comparative Analysis of Political System and Social Disparities, Global Sociological Review, VIII(II), 351–362.
Ramalho, A., & Petrica, J. (2023, August). The Quiet Epidemic: An Overview of Emerging Qualitative Research Trends on Sedentary Behavior in Aging Populations. In Healthcare, 11(15), 2215. MDPI.
Reddick, C. G., Enriquez, R., Harris, R. J., & Sharma, B. (2020). Determinants of broadband access and affordability: An analysis of a community survey on the digital divide. Cities, 106, 102904.
Reuter, A., Scharf, T., & Smeddinck, J. (2021). Content creation in later life: Reconsidering older adults’ digital participation and inclusion. Proceedings of the ACM on Human-Computer Interaction, 4(CSCW3), 1–23.
Sarker, M. A. A., Asgari, H., & Jin, X. (2023). Aging population and automated mobility: Exploring the impacts of land use patterns and attitudes. Transportation Research Record, 03611981231160548.
Sharifi, A., Ahmadi, M., & Ala, A. (2021). The impact of artificial intelligence and digital style on industry and energy post-COVID-19 pandemic. Environmental Science and Pollution Research, 28, 46964–46984.
Shi, Y., Ma, D., Zhang, J., & Chen, B. (2023). In the digital age: A systematic literature review of the e-health literacy and influencing factors among Chinese older adults. Journal of Public Health, 31(5), 679–687.
Shin, S. Y., Kim, D., & Chun, S. A. (2021). Digital divide in advanced smart city innovations. Sustainability, 13(7), 4076.
Smith, B., & Magnani, J. W. (2019). New technologies, new disparities: The intersection of electronic health and digital health literacy. International Journal of Cardiology, 292, 280–282.
Song, Y., Qian, C., & Pickard, S. (2021). Age-related digital divide during the COVID-19 pandemic in China. International Journal of Environmental Research and Public Health, 18(21), 11285.
Storer, H. L., Scott, C. F., Rodriguez, M., & Nyerges, E. X. (2023). Technology Is a ‘Blessing and a Curse’: The Perceived Risks and Benefits of Digital Technology Adoption at Domestic Violence Organizations that Serve Teens. Journal of Technology in Human Services, 41(1), 96–124.
Suárez Álvarez, A., & Vicente, M. R. (2023). Going ‘beyond the GDP’ in the digital economy: Exploring the relationship between internet use and well-being in Spain. Humanities and Social Sciences Communications, 10(1), 1–10.
Sun, Q., Gong, X., & Cong, X. (2022, December). Research on the Digital Divide of the Aged Population in the Context of Population Aging. In 2022 6th International Seminar on Education, Management and Social Sciences (ISEMSS 2022), 1242–1247. Atlantis Press.
Swenski, T. N., Fox, K. R., Udaipuria, S., Korth, C. X., Daniels, C. J., & Jackson, J. L. (2023). Age moderates change in disease-related stress among congenital heart disease survivors: a 6-year follow-up. European Journal of Cardiovascular Nursing, zvad045.
Tomczyk, Ł., Mascia, M. L., Gierszewski, D., & Walker, C. (2023). Barriers to digital inclusion among older people: a intergenerational reflection on the need to develop digital competences for the group with the highest level of digital exclusion. Innoeduca. International Journal of Technology and Educational Innovation, 9(1), 5–26.
Tuomi, A., Moreira Kares, E., & Zainal Abidin, H. (2023). Digital cultural tourism: older adults’ acceptance and use of digital cultural tourism services. Scandinavian Journal of Hospitality and Tourism, 1–22.
Vassilakopoulou, P., & Hustad, E. (2023). Bridging digital divides: A literature review and research agenda for information systems research. Information Systems Frontiers, 25(3), 955–969.
Wang, S., Cao, A., Wang, G., & Xiao, Y. (2022). The Impact of energy poverty on the digital divide: The mediating effect of depression and Internet perception. Technology in Society, 68, 101884.
Wang, W., Zhang, Y., & Zhao, J. (2023). Technological or social? Influencing factors and mechanisms of the psychological digital divide in rural Chinese elderly. Technology in Society, 74, 102307.
White, Z. (2023). Re-envisioning digital equity and connection literacy for older adults. North Carolina Medical Journal, 84(2).
Wu, X., & Yang, Y. (2023). Digital divide and senior travel consumption: An empirical study from China. Asia Pacific Journal of Tourism Research, 28(4), 306–322.
Yang, H. L., Zhang, S., Zhang, S. Q., Xie, L., Wu, Y. Y., Yao, Y. D., ... & Li, Z. Y. (2021). Internet use and depressive symptoms among older adults in China. Frontiers in Psychiatry, 12, 2235.
Ylipulli, J., & Hämäläinen, J. (2023, May). Towards practice-oriented framework for digital inequality in smart cities. In Proceedings of the 11th International Conference on Communities and Technologies, 180–190.
Zhang, C., Song, P., & Lim, K. (2023). Standardize or let a thousand flowers bloom? Interface design coordination between software platforms and hosted apps. MIS Quarterly, 47(3).
Zhao, Y., Zhang, T., Dasgupta, R. K., & Xia, R. (2023). Narrowing the age-based digital divide: Developing digital capability through social activities. Information Systems Journal, 33(2), 268–298.
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Li, Y., Yang, Y., Shi, S. et al. Seniors’ Knowledge-Based Digital Marginalization in the Era of Information Technology Advancements. J Knowl Econ (2023). https://doi.org/10.1007/s13132-023-01600-6
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DOI: https://doi.org/10.1007/s13132-023-01600-6