Mobile applications for COVID19: A review and exploratory analysis of their roles in health, financial technology, and public services
DOI:
https://doi.org/10.47989/ir31161849Keywords:
COVID-19, Mobile Applications, m-Government, Healthcare Apps, Fintech, Apps, Public Services, Digital GovernanceAbstract
Introduction. The COVID-19 pandemic accelerated the use of mobile applications to maintain access to essential services. Governments worldwide adopted mobile technologies to support healthcare, financial, and public service delivery during lockdowns. This review examines the adoption, effectiveness, and challenges of these applications across sectors and regions.
Method. Using a systematic literature review combined with thematic exploratory analysis, this study identifies mobile applications developed in response to COVID-19, categorised by healthcare, financial technology (fintech), and public service domains. It analyses adoption drivers, technological trends, and regional implementation differences.
Analysis. The review reveals that while mobile apps enabled rapid service continuity, they also raised concerns regarding data privacy, digital equity, and system interoperability. Key themes include trust, usability, and institutional support, with variations in effectiveness based on infrastructure and governance.
Results. Mobile applications significantly contributed to healthcare delivery, financial transactions, and public services during COVID-19. While they enhanced accessibility and service continuity, major challenges emerged around data privacy, infrastructure, and user adoption. The study highlights the need for user-friendly, secure, and interoperable mobile systems to improve resilience in future crises.
Conclusion. The findings highlight the need for resilient, secure, and inclusive mobile systems. Cross-sector collaboration, privacy regulations, and context-aware design are essential for enhancing digital preparedness in future crises.
References
Abdillah, L. A. (2020). FinTech e-commerce payment application user experience analysis during COVID-19 pandemic (arXiv preprint). arXiv:2012.07750. https://arxiv.org/abs/2012.07750
Ahmed, J., & Tushar, Q. (2020). COVID-19 pandemic: A new era of cybersecurity threat and holistic approach to overcome. In 2020 IEEE Asia-Pacific Conference on Computer Science and Data Engineering (CSDE) (pp. 1–5). IEEE. https://doi.org/10.1109/CSDE50874.2020.9411533
Al Amin, M., Arefin, M. S., Alam, M. S., & Rasul, T. F. (2022). Understanding the predictors of rural customers’ continuance intention toward mobile banking services applications during the COVID-19 pandemic. Journal of Global Marketing, 35(4), 324–347. https://doi.org/10.1080/08911762.2022.2047106
Al Amin, M., Muzareba, A. M., Chowdhury, I. U., & Khondkar, M. (2024). Understanding e-satisfaction, continuance intention, and e-loyalty toward mobile payment application during COVID-19: An investigation using the electronic technology continuance model. Journal of Financial Services Marketing, 29(2), 318–340. https://doi.org/10.1057/s41264-023-00194-0
Alharbi, N. S., AlGhanmi, A. S., & Fahlevi, M. (2022). Public awareness, uses, and acceptance towards government health mobile apps during the COVID-19 lockdown: The case of Saudi Arabia. ICIC Express Letters, Part B: Applications, 13, 887–895.
Alkhwaldi, A. F., & Al-Ajaleen, R. T. (2022). Toward a conceptual model for citizens’ adoption of smart mobile government services during the COVID-19 pandemic in Jordan. Information Science Letters, 11(2), 573–579.
Almazroa, A., Alsalman, F., Alsehaibani, J., Alkhateeb, N., & AlSugeir, S. (2019). Easy clinic: Smart sensing application in healthcare. In 2019 2nd International Conference on Computer Applications & Information Security (ICCAIS) (pp. 1–5). IEEE. https://doi.org/10.1109/CAIS.2019.8769535
Al Nawayseh, M. K. (2020). FinTech in COVID-19 and beyond: What factors are affecting customers’ choice of FinTech applications? Journal of Open Innovation: Technology, Market, and Complexity, 6(4), 153. https://doi.org/10.3390/joitmc6040153
Althunibat, A., Alokush, B., Tarabieh, S. M., & Dawood, R. (2021). Mobile government and digital economy relationship and challenges. International Journal of Advanced Soft Computing and Applications, 13(1), 1–15.
Alsyouf, A. (2020). Mobile health for COVID-19 pandemic surveillance in developing countries: The case of Saudi Arabia. Solid State Technology, 63(6), 2474–2485. https://www.i-csrs.org/Volumes/ijasca/2021.1.7.pdf (Archived at https://web.archive.org/web/20241214005652/https://www.i-csrs.org/Volumes/ijasca/2021.1.7.pdf )
Ancheta, S. C., Soria, S. J., Francisco, C., Antonio, K. D., & Catacutan-Bangit, A. E. (2021). NUCare: A framework for mobile and web application for online consultation in one university in Manila. In 2021 1st International Conference on Information and Computing Research (iCORE) (pp. 17–22). IEEE. https://doi.org/10.1109/iCORE54267.2021.00022
Argenti, Paul A. (2013) Corporate communication (6th ed.) McGraw-Hill
Ashoer, M., Syahnur, M. H., Tjan, J. S., Junaid, A., Pramukti, A., & Halim, A. (2022). The future of mobile commerce application in a post-pandemic period; An integrative model of UTAUT2. In E3S Web of Conferences (Vol. 359, 05005). EDP Sciences. https://doi.org/10.1051/e3sconf/202235905005
Bannon, L. (2011). Reimagining HCI: Toward a more human-centered perspective. Interactions, 18(4), 50–57. https://doi.org/10.1145/1978822.1978833
Bassi, A., Arfin, S., John, O., & Jha, V. (2020). An overview of mobile applications (apps) to support the coronavirus disease 2019 response in India. Indian Journal of Medical Research, 151(5), 468–473. https://doi.org/10.4103/ijmr.IJMR_1433_20
Booday, M., & Albesher, A. (2021). Evaluating the usability of mobile applications: The case of COVID-19 apps in Saudi Arabia. In 2021 22nd International Arab Conference on Information Technology (ACIT) (pp. 1–7). IEEE. https://doi.org/10.1109/ACIT53391.2021.9677200
Bouaynaya, W., Mavengere, N., & Kayas, O. (2022). Exploring trust in mobile commerce during the pandemic crisis. In 2022 IEEE International Conference on e-Business Engineering (ICEBE) (pp. 119–123). IEEE. https://doi.org/10.1109/ICEBE55360.2022.00027
Caetano, R., Silva, A. B., Guedes, A. C. C. M., Paiva, C. C. N. D., Ribeiro, G. D. R., Santos, D. L., & Silva, R. M. D. (2020). Challenges and opportunities for telehealth during the COVID-19 pandemic: Ideas on spaces and initiatives in the Brazilian context. Cadernos de Saúde Pública, 36, e00088920. https://doi.org/10.1590/0102-311x00088920
Cunningham, P. M., & Cunningham, M. (2019). mHealth4Afrika—Co-designing a standards-based solution for use in resource-constrained primary healthcare facilities. In 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (pp. 4289–4292). IEEE. https://doi.org/10.1109/EMBC.2019.8856860
Darapaneni, N., et al. (2021). Effectiveness of lockdown in Karnataka during the second wave of COVID-19. In 2021 IEEE 12th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON) (pp. 0702–0707). IEEE. https://doi.org/10.1109/IEMCON53756.2021.9623116
Dumanska, I., Hrytsyna, L., Kharun, O., & Matviiets, O. (2021). E-commerce and M-commerce as global trends of international trade caused by the COVID-19 pandemic. WSEAS Transactions on Environment and Development, 17, 386–397. https://doi.org/10.37394/232015.2021.17.38
Halim, E., Chandra, A. N., Salim, J., Margarita, V., Destiano, R., & Hebrard, M. (2021). Predicting the determinants of continuance intention to use e-wallet in Indonesia post-COVID-19 pandemic. In 2021 International Conference on Information Management and Technology (ICIMTech) (pp. 545–550). IEEE. https://doi.org/10.1109/ICIMTech53080.2021.9534867
Hasnain, S. I., Behera, B., Mohanty, A., & Mishra, A. K. (2024, February). An empirical analysis on adoption of mobile commerce in Odisha: With special reference to the government apps [Special issue]. World Journal of Management and Economics, 16(2). (Archived at https://www.researchgate.net/publication/377964663_AN_EMPIRICAL_ANALYSIS_ON_ADOPTION_OF_MOBILE_COMMERCE_IN_ODISHA_WITH_SPECIAL_REFERENCE_TO_THE_GOVERNMENT_APPS)
Inayatulloh. (2021). Mobile government application model for supporting society in pandemic COVID-19. In 2021 International Conference on Information Management and Technology (ICIMTech) (pp. 353–357). IEEE. https://doi.org/10.1109/ICIMTech53080.2021.9534867
Karetsos, S., Costopoulou, C., & Sideridis, A. (2014). Developing a smartphone app for m-government in agriculture. Journal of Agricultural Informatics, 5(1), 1–15. https://doi.org/10.17700/jai.2014.5.1.171
Kurniasih, D., Setyoko, P. I., & Huda, M. N. (2024). Insights into mobile government adoption factors: A comprehensive analysis of Peduli Lindungi application in Indonesia. CommIT (Communication and Information Technology) Journal, 18(1), 53–65. http://dx.doi.org/10.21512/commit.v18i1.9024
Laksamana, P., Suharyanto, S., & Cahaya, Y. F. (2022). Determining factors of continuance intention in mobile payment: FinTech industry perspective. Asia Pacific Journal of Marketing and Logistics, 35(7), 1699–1718. https://doi.org/10.1108/APJML-09-2021-0657
Li, H., & Kostka, G. (2024, June 24). Chinese citizens’ digital engagement with local mobile government platforms: Motivation, usage, and gratifications. Global Media and China. https://doi.org/10.1177/20594364241265977
Lu, H. H., Lin, W. S., Raphael, C., & Wen, M. J. (2023). A study investigating user adaptive behavior and the continuance intention to use mobile health applications during the COVID-19 pandemic era: Evidence from the telemedicine applications utilised in Indonesia. Asia Pacific Management Review, 28(1), 52–59. https://doi.org/10.1016/j.apmrv.2022.07.002
Mansoor, M. (2021). Citizens’ trust in government as a function of good governance and government agency’s provision of quality information on social media during COVID-19. Government Information Quarterly, 38(4), 101597. https://doi.org/10.1016/j.giq.2021.101597
Maumbe, B. M. (2010). Mobile agriculture in South Africa: Implementation framework, value-added services and policy implications. International Journal of ICT Research and Development in Africa, 1(2), 35–59. https://doi.org/10.4018/jictrda.2010070103
Mohd, F., & Mustafah, N. I. E. (2021). “Hello, Dr”: A healthcare mobile application. In 2021 4th International Symposium on Agents, Multi-Agent Systems and Robotics (ISAMSR) (pp. 20–23). IEEE. https://doi.org/10.1109/ISAMSR53229.2021.9567764
Amaglobeli, D., de Mooij, R. A., Mengistu, A., Moszoro, M., Nose, M., Nunhuck, S., Pattanayak, S., Rivero del Paso, L., Solomon, F., Sparkman, R., Tourpe, H., & Uña, G. (2023). Transforming public finance through GovTech (IMF Staff Discussion Notes No. 2023/004). International Monetary Fund. https://doi.org/10.5089/9798400245480.006
Nani, D. A., & Lina, L. F. (2021). Determinants of continuance intention to use mobile commerce during the emergence of COVID-19 in Indonesia: DeLone and McLean perspective. Sriwijaya International Journal of Dynamic Economics and Business, 261–272. https://doi.org/10.29259/sijdeb.v5i3.261-272
Nathan, R. J., Setiawan, B., & Quynh, M. N. (2022). Fintech and financial health in Vietnam during the COVID-19 pandemic: In-depth descriptive analysis. Journal of Risk and Financial Management, 15(3), 125. https://doi.org/10.3390/jrfm15030125
Nie, L., Oldenburg, B., Cao, Y., & Ren, W. (2023). Continuous usage intention of mobile health services: Model construction and validation. BMC Health Services Research, 23(1), 442. https://doi.org/10.1186/s12913-023-09323-2
Ntaliani, M., Costopoulou, C., & Karetsos, S. (2008). Mobile government: A challenge for agriculture. Government Information Quarterly, 25(4), 699–716. https://doi.org/10.1016/j.giq.2007.10.002
Oztaskin, H. S., Iyit, N., & Alkan, O. (2024). Citizen attitudes towards e-government services during the COVID-19 pandemic: A case in Türkiye. Heliyon, 10(15), e35678. https://doi.org/10.1016/j.heliyon.2024.e35678
Paraschiv, E.-A., Petrache, C.-M., & Bica, O. (2022). On the continuous development of IoT in the big-data era in the context of remote health-care monitoring & artificial intelligence. In 2022 14th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) (pp. 1–6). IEEE. https://doi.org/10.1109/ECAI54874.2022.9847503
Peiris, R., Kanchana, B., Perera, D., & Wickramarathne, J. (2022). COVID-19 navigator taxi application for urban mobility during pandemic period. In 2022 2nd International Conference on Advanced Research in Computing (ICARC) (pp. 284–289). IEEE. https://doi.org/10.1109/ICARC54489.2022.9754000
Phung, T. M. (2023). Vietnam FinTech industry and government support: A role of FinTech entrepreneurial intention. Public Organization Review. https://doi.org/10.1007/s11115-023-00708-2
Salman, H., Aljawder, M., Almohsen, E., & Buzaboon, A. (2022). Artificial neural network modeling of users’ behavioral intention to adopt m-government services. In 2022 14th International Conference on Computational Intelligence and Communication Networks (CICN) (pp. 246–251). IEEE. https://doi.org/10.1109/CICN56167.2022.10008241
Sardjono, W., Selviyanti, E., Mukhlis, M., & Tohir, M. (2021). Global issues: Utilization of e-commerce and increased use of mobile commerce application as a result of the COVID-19 pandemic. Journal of Physics: Conference Series, 1832(1), 012024. https://doi.org/10.1088/1742-6596/1832/1/012024
Sharma, S. K., Ilavarasan, P. V., & Karanasios, S. (2024). Small businesses and FinTech: A systematic review and future directions. Electronic Commerce Research, 24, 535–575. https://doi.org/10.1007/s10660-023-09705-5
Sreelakshmi, CC, , & Prathap, S. K. (2020). Continuance adoption of mobile-based payments in COVID-19 context: An integrated framework of health belief model and expectation confirmation model. International Journal of Pervasive Computing and Communications, 16(4), 351–369. https://doi.org/10.1108/IJPCC-08-2020-0076
Sujarwoto, S., Augia, T., Dahlan, H., & Sahputri, R. (2022). COVID-19 mobile health apps: An overview of mobile applications in Indonesia. Frontiers in Public Health, 10. https://doi.org/10.3389/fpubh.2022.879695
Syafarina, Shabrina, A., Latifah, A. L., & Adytia, D. (2021). Evaluation of social restrictions and their effect on COVID-19 spread in Indonesia. In 2021 9th International Conference on Information and Communication Technology (ICoICT) (pp. 19–24). IEEE. https://doi.org/10.1109/ICoICT52021.2021.9527524
Tan, S. M., Liew, T. W., Gan, C. L., Chong, C. Y., & Ong, K. M. (2022). Factors influencing continuous intention to use mobile commerce applications during the COVID-19 pandemic. In Proceedings of the 2022 6th International Conference on E-Education, E-Business and E-Technology (pp. 78–84). https://doi.org/10.1145/3563359.3563371
Thirupathieswaran, R., Krishnan, R. S., Narayanan, K. L., Krishnan, R., Ram, C. R. S., & Robinson, Y. H. (2022). Mobile application based secured smart museum for COVID-19 pandemic situation. In 2022 International Conference on Sustainable Computing and Data Communication Systems (ICSCDS) (pp. 1230–1237). IEEE. https://doi.org/10.1109/ICSCDS53736.2022.9760772
Xinh, N. N., Tri, D. Q., & Luan, N. T. (2022). Understanding mobile shopping consumers’ continuance intention during COVID-19 epidemic. In Digital Transformation for Smart Business—Smart City in a Post-Pandemic World (pp. 96–117). Finance Publishing House. ISBN 978-604-79-3072-2
Yan, C., Siddik, A. B., Akter, N., & Dong, Q. (2023). Factors influencing the adoption intention of using mobile financial service during the COVID-19 pandemic: The role of FinTech. Environmental Science and Pollution Research, 30(22), 61271–61289. https://doi.org/10.1007/s11356-021-17437-y
Yasir, A., Hu, X., Ahmad, M., Rauf, A., Shi, J., & Ali Nasir, S. (2020). Modeling Impact of Word of Mouth and E-Government on Online Social Presence during COVID-19 Outbreak: A Multi-Mediation Approach. International Journal of Environmental Research and Public Health, 17(8), 2954. https://doi.org/10.3390/ijerph17082954
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