The Digital Divide 2.0: Analyzing Connectivity and Device Quality Gaps in Remote Learning
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Background. The rapid shift to remote learning has intensified concerns about digital inequality, traditionally understood as disparities in access to internet connectivity and devices. Emerging evidence indicates that access alone is insufficient, as differences in connectivity stability and device performance critically shape students’ ability to participate effectively in online learning environments. These developments call for a reconceptualization of inequality within the framework of Digital Divide 2.0.
Purpose. This study aims to analyze the impact of connectivity stability and device quality on student engagement and learning effectiveness, and to conceptualize these disparities as multidimensional components of Digital Divide 2.0.
Method. A mixed-methods research design was employed involving 312 students from diverse educational contexts. Data were collected through structured surveys, objective connectivity tests, device quality assessments, and qualitative interviews. Quantitative data were analyzed using descriptive and inferential statistics to examine relationships and interaction effects, while qualitative data were analyzed through thematic coding to capture student experiences.
Results. The findings indicate that connectivity stability is a strong predictor of student engagement, while device quality significantly influences learning effectiveness. Interaction effects demonstrate that combined limitations in connectivity and device performance produce compounded disadvantages in learning outcomes. Qualitative insights further reveal that students facing unstable connections and low-performing devices experience frustration, reduced participation, and limited access to interactive learning opportunities.
Conclusion. Digital inequality in remote learning is multidimensional and extends beyond access to include quality-based disparities in connectivity and devices. Addressing Digital Divide 2.0 requires comprehensive strategies that integrate improvements in digital infrastructure with access to adequate technological resources. Policymakers and educators are encouraged to adopt holistic interventions to ensure equitable and effective remote learning environments.
Adewuyi, E. O. (2024). Caesarean section and associated factors in Nigeria: Assessing inequalities between rural and urban areas—Insights from the Nigeria Demographic and Health Survey 2018. BMC Pregnancy and Childbirth, 24(1). https://doi.org/10.1186/s12884-024-06722-6
Ahmad, A. (2024). AI can empower agriculture for global food security: Challenges and prospects in developing nations. Frontiers in Artificial Intelligence, 7(Query date: 2026-03-28 14:43:18). https://doi.org/10.3389/frai.2024.1328530
Aminuddin, A. (2022). AuSR1: Authentication and self-recovery using a new image inpainting technique with LSB shifting in fragile image watermarking. Journal of King Saud University Computer and Information Sciences, 34(8), 5822–5840. https://doi.org/10.1016/j.jksuci.2022.02.009
Asfar, T. (2025). A Proof-of-Concept Feasibility Trial Testing a Multi-Component App-Based Intervention for Improving Smoking Cessation and Adherence to Treatment in Low-Income HIV Patients. Nicotine and Tobacco Research, 27(9), 1513–1523. https://doi.org/10.1093/ntr/ntaf077
Bontsa, N. V. (2024). Awareness and Perception of Digital Technologies by Smallholder Farmers in the Eastern Cape Province, South Africa. South African Journal of Agricultural Extension, 52(5), 73–93. https://doi.org/10.17159/2413-3221/2024/v52n5a16200
Bybee, S. G. (2024). A Secondary Data Analysis of Technology Access as a Determinant of Health and Impediment in Social Needs Screening and Referral Processes. Ajpm Focus, 3(2). https://doi.org/10.1016/j.focus.2024.100189
Chen, I. C. (2025). Bridging the gray digital divide: A cross-cultural qualitative study on digital inclusion and healthy aging in Germany, Japan, and Thailand. Telematics and Informatics Reports, 18(Query date: 2026-03-28 14:43:18). https://doi.org/10.1016/j.teler.2025.100218
Cousins, M. M. (2022). Age, race, insurance type, and digital divide index are associated with video visit completion for patients seen for oncologic care in a large hospital system during the COVID-19 pandemic. Plos One, 17(11). https://doi.org/10.1371/journal.pone.0277617
Delchiaro, M. (2025). BankfullMapper: A semi-automated MATLAB tool on high-resolution digital terrain models for spatio-temporal monitoring of bankfull geometry and discharge. Computers and Geosciences, 205(Query date: 2026-03-28 14:43:18). https://doi.org/10.1016/j.cageo.2025.106001
Deng, S. (2025). A cross-voltage-domain sub-sampling phase-locked loop operating from 6.0 GHz to 8.8 GHz. Microelectronics Journal, 163(Query date: 2026-03-28 14:43:18). https://doi.org/10.1016/j.mejo.2025.106743
Ding, F. (2024). A survey of Deepfake and related digital forensics. Journal of Image and Graphics, 29(2), 295–317. https://doi.org/10.11834/jig.230088
Dzidzornu, A. A. K. (2025). Assessing digital literacy competency among student teachers in Ghana: Perceptions, challenges, and pathways for improvement using the UNESCO ICT-CFT. Discover Education, 4(1). https://doi.org/10.1007/s44217-025-00889-6
Fu, Y. (2024). An exploration of the post-pandemic profiles and predictors of children’s digital literacy and multimodal practices in Canada. Early Child Development and Care, 194(13), 1283–1300. https://doi.org/10.1080/03004430.2024.2328027
Guobadia, F. E. (2024). An Estimation of Digital Learning Culture Index of Secondary Education in Nigeria. Education Research International, 2024(Query date: 2026-03-28 14:43:18). https://doi.org/10.1155/2024/6671155
Huang, K. (2023). Breathing New Life into An Old Tree: Resolving Logging Dilemma of B+-tree on Modern Computational Storage Drives. Proceedings of the VLDB Endowment, 17(2), 134–147. https://doi.org/10.14778/3626292.3626297
Jelinek, R. (2022). An Evidence-Based Roadmap for the Provision of More Equitable Telemedicine. Applied Clinical Informatics, 13(3), 612–620. https://doi.org/10.1055/s-0042-1749597
Koumpias, A. M. (2024). Association of licensure and relationship requirement waivers with out-of-state tele-mental health care, 2019–2021. Health Affairs Scholar, 2(4). https://doi.org/10.1093/haschl/qxae026
Li, C. (2025). Beyond Photorealism: An AIGC-Powered Framework for Stylized and Gamified Cultural Heritage Revitalization. Buildings, 15(20). https://doi.org/10.3390/buildings15203782
Li, S. (2023). Associations between health literacy, digital skill, and eHealth literacy among older Chinese adults: A cross-sectional study. Digital Health, 9(Query date: 2026-03-28 14:43:18). https://doi.org/10.1177/20552076231178431
Li, X. T. (2022). A 5.12-GHz LC-based phase-locked loop for silicon pixel readouts of high-energy physics. Nuclear Science and Techniques, 33(7). https://doi.org/10.1007/s41365-022-01074-2
Lima, M. L. (2025). Acceptance of Digital Health in Portugal: An Example of Digital Divide. Portuguese Journal of Public Health, (Query date: 2026-03-28 14:43:18). https://doi.org/10.1159/000546866
Martinez, P. D. L. (2025). Adapting the Technology Acceptance Model to Examine the Use of Information Communication Technologies and Loneliness Among Low-Income, Older Asian Americans: Cross-Sectional Survey Analysis. Jmir Aging, 8(Query date: 2026-03-28 14:43:18). https://doi.org/10.2196/63856
Milanfar, L. (2024). Automatic Enrollment in Patient Portal Systems Mitigates the Digital Divide in Healthcare: An Interrupted Time Series Analysis of an Autoenrollment Workflow Intervention. Journal of Medical Systems, 48(1). https://doi.org/10.1007/s10916-024-02114-7
Mu, A. (2024). Assessing the Impact of Internet Skills on Depressive Symptoms Among Chinese Middle-Aged and Older Adults: Cross-Sectional Instrumental Variables Analysis. Jmir Aging, 7(1). https://doi.org/10.2196/50880
Nakamura, C. A. (2024). A self-help mobile messaging intervention to improve subthreshold depressive symptoms among older adults in a socioeconomically deprived region of Brazil (PRODIGITAL): A pragmatic, two-arm randomised controlled trial. Lancet Regional Health Americas, 39(Query date: 2026-03-28 14:43:18). https://doi.org/10.1016/j.lana.2024.100897
Papachashvili, N. (2025). Bridging the Gap: Digital Skills for Digital Transformation. Springer Proceedings in Business and Economics, (Query date: 2026-03-28 14:43:18), 179–198. https://doi.org/10.1007/978-3-032-07163-7_12
Patel, R. J. S. (2022). Associations of Demographic, Socioeconomic, and Cognitive Characteristics With Mobile Health Access: MESA (Multi-Ethnic Study of Atherosclerosis). Journal of the American Heart Association, 11(17). https://doi.org/10.1161/JAHA.121.024885
Pettersson, L. (2025). Accessibility of eHealth Before and During the COVID-19 Pandemic Among People With and People Without Impairment: Repeated Cross-Sectional Survey. Jmir Public Health and Surveillance, 11(Query date: 2026-03-28 14:43:18). https://doi.org/10.2196/64707
Phochai, T. (2024). Bridging the Digital Disability Divide: Determinants of Internet Use among Visually Impaired Individuals in Thailand. Disabilities, 4(3), 696–723. https://doi.org/10.3390/disabilities4030043
Ray, A. (2023). A Wirelessly Powered System of Coherent Sensing Nodes for Fracture Mapping Applications at Temperatures up to 250 °C and Pressures up to 24 MPa. IEEE Sensors Journal, 23(10), 10605–10615. https://doi.org/10.1109/JSEN.2023.3263051
Salcedo, E. D. (2022). Accessibility and Digital Divide, the 2.0 Inverse Care Law. Atencion Primaria, 54(10). https://doi.org/10.1016/j.aprim.2022.102485
Satapathy, S. (2024). A new integrated modelling and control of ternary pumped storage hydro power generation for small signal stability studies. Journal of Energy Storage, 103(Query date: 2026-03-28 14:43:18). https://doi.org/10.1016/j.est.2024.114179
Song, Y. (2024). An energy efficient fusing data gathering protocol in wireless sensor networks. Computer Networks, 243(Query date: 2026-03-28 14:43:18). https://doi.org/10.1016/j.comnet.2024.110305
Sun, D. (2022). A Power-Efficient TVC-Based Fast Auto-Frequency Calibration for PLLs. IEEE Transactions on Circuits and Systems II Express Briefs, 69(6), 2672–2676. https://doi.org/10.1109/TCSII.2022.3144682
Sun, X. (2024). A digital classification system of pelvic fractures based on close reduction techniques. Chinese Journal of Orthopaedic Trauma, 26(5), 428–434. https://doi.org/10.3760/cma.j.cn115530-20240201-00050
Taoufik, A. O. (2025). A consolidated conceptual framework of a smart e-government ecosystem: A scoping review. Electronic Government, 21(1), 81–113. https://doi.org/10.1504/EG.2025.143117
Ward, L. A. (2023). Clinical and Demographic Attributes of Patients with Diabetes Associated with the Utilization of Telemedicine in an Urban Medically Underserved Population Area. Biomedinformatics, 3(3), 605–615. https://doi.org/10.3390/biomedinformatics3030041
Werts-Pelter, S. J. (2025). Analysis of the Relationship Between Rural-Urban Status and Use of Digital Health Technology Among Older Cancer Survivors Based on the Health Information National Trends Survey: Cross-Sectional Analysis. Jmir Cancer, 11(Query date: 2026-03-28 14:43:18). https://doi.org/10.2196/66636
Xiong, Y. (2023). A 2-20-GHz 360° Variable Gain Phase Shifter MMIC With Reverse-Slope Phase Compensation. IEEE Transactions on Circuits and Systems I Regular Papers, 70(12), 5180–5193. https://doi.org/10.1109/TCSI.2023.3319967
Yang, W. (2025). A spatial weight sampling method integrating the spatiotemporal pattern enhances the understanding of the occurrence mechanism of wildfires in the southwestern mountains of China. Forest Ecology and Management, 585(Query date: 2026-03-28 14:43:18). https://doi.org/10.1016/j.foreco.2025.122619
Yang, Y. (2025). A Low-Spur and Low-Jitter Fractional Output Divider With Self-Adaption Frequency Filtering Technique. IEEE Journal of Solid State Circuits, 60(11), 4167–4179. https://doi.org/10.1109/JSSC.2025.3561203
Zhang, Y. (2024). 16QAM Mode-Wavelength Division Multiplexing Coherent Transmission System Based on MIMO Neural Network Equalization. Guangxue Xuebao Acta Optica Sinica, 44(3). https://doi.org/10.3788/AOS231576
Zheng, N. (2024). Airborne multidimensional SAR land cover dataset and fusion classification method. National Remote Sensing Bulletin, 28(9), 2209–2222. https://doi.org/10.11834/jrs.20242276
Zhou, N. (2023). Application of clustering algorithms to void recognition by 3D ground penetrating radar. Frontiers in Materials, 10(Query date: 2026-03-28 14:43:18). https://doi.org/10.3389/fmats.2023.1239263
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