The study, published in Frontiers in Public Health, employed reflexive thematic analysis to explore how the rural digital health divide forms and how it might be bridged. Researchers conducted in-depth interviews lasting 40 to 60 minutes with each older adult, supplemented by participant observation over two to three weeks in each village and group discussions organized as Digital Story Circles. They also interviewed 15 adult children or relatives and 5 community workers to triangulate findings. The result was roughly 280,000 words of transcribed interview data, 50,000 words of field notes, and more than 100 photographs documenting the daily realities of digital health exclusion in rural China.

The numbers tell a global story of technological marginalization. According to the World Social Report 2023, only 39 percent of people aged 60 and above worldwide are proficient in using digital devices, a figure that drops sharply among rural older adults in developing countries. In China, the situation is equally concerning. Although the proportion of internet users aged 50 and above has reached 34.1 percent, the share of non-internet users in rural China stands at 54.5 percent, 20.6 percentage points higher than the national rural average. Nearly 30 percent of rural older adults dare not use smartphones out of fear of operational difficulties, online fraud, and information insecurity, while over 40 percent cannot complete mobile medical payments or operate basic digital health functions independently.

What the researchers found defies the simple label of technological inability. The frequency of participants expressing willingness to accept and learn digital health functions reached 309 coded references, while only 36 cases indicated being unable and unwilling to learn. The learning motivations split into two categories: active learning driven by emotional and practical healthcare needs, such as consulting doctors via video calls, and passive learning compelled by rigid requirements in real medical scenarios, such as mandatory QR code scanning for treatment and online verification for medical insurance. The paradox is that rural older adults demonstrate strong willingness and practical needs to use digital health tools, yet remain unable to access the full range of digital health services.

The first shaping mechanism lies at the individual level, where a cascade of operational and interactive barriers forms what the researchers call the willing but unable paradox. The complicated operating logic of medical and health applications generated 79 coded references to operational challenges. Insensitive touchscreens frequently led to misoperation when selecting medical service options, accounting for 15 references. Medical platforms were designed with overly small fonts and poor audio-visual adaptation for older adults, cited 25 times. Unfamiliar icons and professional medical terminology increased understanding difficulties, referenced 14 times. Pervasive pop-up advertisements and disordered page layouts interfered with normal use, generating 48 references. Frequent version updates of health applications and continuous interface changes further raised the learning and adaptation threshold, cited 22 times. These are not isolated technical inconveniences but rather a fundamental mismatch between the design logic of digital health applications and the practical needs of rural older adults.

The second mechanism operates at the structural level, where the researchers identified what they term disembedded infrastructure. Many rural public smart health service kiosks sit idle, their hardware in place but supporting network, operation, maintenance, and guidance services missing. As one participant described, the equipment is just for show, the network often disconnected and responding slowly, with no one to teach villagers how to use it, forcing them back to bus trips to town for medical affairs. Community workers corroborated this, explaining that public digital health terminals were often installed as top-down policy mandates without sustained funding for maintenance or dedicated staff for operation guidance. The equipment breaks down and no one comes to fix it because the township health center has no budget for maintenance. This build-and-neglect pattern turns hardware deployment into a symbolic policy outcome rather than a practical instrument for residents’ well-being.

The structural constraints fall into what the researchers describe as triple capital deprivation. Economic capital shortage manifests as inadequate hardware and network infrastructure: many rural families lack dedicated smart devices, outdated phones cannot run medical applications stably, unstable networks cause buffering during remote consultation, and public terminals cannot receive timely maintenance. Cultural capital deficiency is embodied in unreasonable platform design that does not match older adults’ usage habits and cognitive characteristics. Social capital loss appears in the absence of supporting education and social support networks: rural areas lack professional instructors and volunteers, practical guidance materials and fixed learning venues are insufficient, limited funds make long-term training unsustainable, and policy publicity is ineffective. These three capital deficits do not exist independently but form a vicious cycle that continuously forms and solidifies the digital health divide.

The third mechanism is perhaps the most culturally distinctive: intergenerational disconnection marked by power reversal and emotional suppression. In traditional rural society, older adults typically hold a dominant position by virtue of life experience, but in the digital health era, young people become the main masters of digital operation skills, resulting in obvious intergenerational power reversal. A large number of young and middle-aged laborers migrate to cities for work, leaving no on-site instructors in rural communities, generating 77 coded references to the absence of instructors due to migration. Even when older adults turn to family members for help, busy work and poor patience make family guidance ineffective. As one adult child noted, teaching parents over the phone is too frustrating, so they tell parents to wait until holidays. Many rural older adults choose to suppress their learning demands to avoid troubling others. Yet when young people provide patient guidance, older adults can quickly master relevant operational skills, referenced 35 times, revealing that the divide is not inevitable.

Informed by spatial justice theory, the study proposes a systematic optimization framework across physical, social, and symbolic spatial dimensions. In the physical dimension, the primary task is to realize equitable distribution of digital health infrastructure between urban and rural areas, solving problems of idle facilities and poor network quality. This includes establishing township-level Digital Integration Service Centers dedicated to health facilities and network maintenance, providing subsidies for basic smart terminals and low-cost data packages for low-income older adults, and deploying public digital health service terminals at rural clinics, marketplaces, and grocery stores where older adults frequently gather. In the social dimension, the researchers advocate community empowerment and intergenerational co-learning, promoting a Time Bank plus Community Digital Health Leader model to organize regular skill training, developing family digital co-learning platforms for remote guidance, and compiling localized practical courses adapted to rural healthcare demands, including dialect-based video tutorials.

In the symbolic dimension, the study calls for cultivating an inclusive digital health culture that tolerates slow learning and eliminates stereotypes that older adults reject new technologies. This involves promoting the aging-adaptive transformation of digital health products, reducing redundant pop-up advertisements, enlarging fonts, and optimizing touchscreen sensitivity. It also means fostering an atmosphere where older adults can personally experience the tangible benefits of digital technology, transforming abstract anxiety into embodied confidence. The researchers argue that the digital health marginalization of rural older adults is essentially a typical spatial injustice: they are trapped by backward infrastructure in physical space, lack learning and assistance resources in social space, and their healthcare needs are ignored in the design of digital health products and services. Bridging the divide, therefore, requires reconstructing an equitable spatial environment across all three dimensions simultaneously, building an inclusive digital health ecosystem that promotes health equity for rural older populations.

Subject of Research: Digital health divide among rural older adults in China

Article Title: “Willing but unable”: the generative logic and bridging pathways of the digital health divide among rural older adults in China

Article References: Wang, Y., Liang, J., & Wu, Z. (2026). “Willing but unable”: the generative logic and bridging pathways of the digital health divide among rural older adults in China. Frontiers in Public Health, 14, Article 1907383. https://doi.org/10.3389/fpubh.2026.1907383

Image Credits: AI Generated

DOI: 10.3389/fpubh.2026.1907383

Keywords: Willing, unable, generative, logic, bridging, pathways, digital, health, divide, rural, older, adults