Health Informatics in Developing Countries: Going beyond Pilot Practices to Sustainable Implementations: A Review of the Current Challenges
Open accessAbstract
OBJECTIVES: Information technology is an essential tool to improve patient safety and the quality of care, and to reduce healthcare costs. There is a scarcity of large sustainable implementations in developing countries. The objective of this paper is to review the challenges faced by developing countries to achieve sustainable implementations in health informatics and possible ways to address them. METHODS: In this non-systematic review of the literature, articles were searched using the keywords medical informatics, developing countries, implementation, and challenges in PubMed, LILACS, CINAHL, Scopus, and EMBASE. The authors, after reading the literature, reached a consensus to classify the challenges into six broad categories. RESULTS: The authors describe the problems faced by developing countries arising from the lack of adequate infrastructure and the ways these can be bypassed; the fundamental need to develop nationwide e-Health agendas to achieve sustainable implementations; ways to overcome public uncertainty with respect to privacy and security; the difficulties shared with developed countries in achieving interoperability; the need for a trained workforce in health informatics and existing initiatives for its development; and strategies to achieve regional integration. CONCLUSIONS: Central to the success of any implementation in health informatics is knowledge of the challenges to be faced. This is even more important in developing countries, where uncertainty and instability are common. The authors hope this article will assist policy makers, healthcare managers, and project leaders to successfully plan their implementations and make them sustainable, avoiding unexpected barriers and making better use of their resources.
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Failure of e-Health projects has been attributed to poor initial planning and research design, insufficient computing skills, lack of change management and lack of technology readiness.
“Failure of e-Health projects has been attributed to poor initial planning and research design, insufficient computing skills, lack of change management and lack of technology readiness.”
From Barriers and opportunities to implementation of sustainable e-Health programmes in Uganda: A literature review (2017) · cites this paper as [83]
The Results sections on resource and infrastructure limitations, health IT agendas, and the trained workforce identify inadequate infrastructure, weak planning frameworks, and shortages of informatics skills as barriers to sustainable e-Health implementation in developing countries (pages not provided). The paper does not specifically attribute project failure to poor research design or lack of change management, and its discussion of technology readiness is chiefly about infrastructure. (LLM, conf=0.82)
Experimental — accuracy not yet measuredAlthough several telehealth projects are medically and technically viable, their permanence constitutes a major challenge, especially in developing countries.
“Although several telehealth projects are in fact medically and technically viable solutions, their permanence constitutes a major challenge (14), especially in developing countries (15).”
From A mixed methods systematic review of success factors of mhealth and telehealth for maternal health in Sub-Saharan Africa (2017) · cites this paper as [15]
The lack of legislation for data confidentiality and ethics are key contributors to patient privacy and security concerns.
“This finding is consistent with other studies which identified the lack of legislation for data confidentiality and ethics as key contributors to patient privacy and security concerns [34, 38–41].”
From Interoperability opportunities and challenges in linking mhealth applications and eRecord systems: Botswana as an exemplar (2021) · cites this paper as [39]
User preference for free text data over standardised data coding affected semantic interoperability.
“Studies have shown that user preference for free text data over standardised data coding affected semantic interoperability [38, 39].”
From Interoperability opportunities and challenges in linking mhealth applications and eRecord systems: Botswana as an exemplar (2021) · cites this paper as [39]
The lack of agreement on national data and security standards are barriers to interoperability.
“The lack of agreement on national data and security standards are barriers to interoperability [38–40].”
From Interoperability opportunities and challenges in linking mhealth applications and eRecord systems: Botswana as an exemplar (2021) · cites this paper as [39]
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Cites
Institute of Medicine (2000) · National Academies Press eBooks · doi:10.17226/9728 · Cited by 14,174 · see citing works
Crossing the Quality Chasm: A New Health System for the 21st Century
Baker, A. (2001) · BMJ · doi:10.1136/bmj.323.7322.1192 · Cited by 10,754 · see citing works
To Err is Human: Building a Safer Health System
Hendee, W. R. (2001) · Journal of Vascular and Interventional Radiology · doi:10.1016/s1051-0443(01)70072-3 · Cited by 10,122 · see citing works
Crossing the Quality Chasm: A New Health System for the 21st Century
Committee on Quality of Health Care in America (2002) · Journal for Healthcare Quality · doi:10.1111/j.1945-1474.2002.tb00463.x · Cited by 8,508 · see citing works
The Computer-Based Patient Record: An Essential Technology for Health Care
(1992) · Annals of Internal Medicine · doi:10.7326/0003-4819-117-11-976_1 · Cited by 999 · see citing works
Progress in Digital Integrated Electronics
Moore, G. E. (1975) · Cited by 740 · see citing works
e-Health technologies show promise in developing countries
Blaya, J. A., Fraser, H. S. F., & Holt, B. (2010) · Health Affairs · doi:10.1377/hlthaff.2009.0894 · Cited by 581 · see citing works
Evaluating computerised health information systems: hard lessons still to be learnt
Littlejohns, P., Wyatt, J. C., & Garvican, L. (2003) · BMJ · doi:10.1136/bmj.326.7394.860 · Cited by 407 · see citing works
E-health in low- and middle-income countries: findings from the Center for Health Market Innovations
Lewis, T., Synowiec, C., Lagomarsino, G., & Schweitzer, J. (2012) · Bulletin of the World Health Organization · doi:10.2471/blt.11.099820 · Cited by 319 · see citing works
Implementing electronic medical record systems in developing countries
Fraser, H., Biondich, P., Moodley, D., Choi, S. S., Mamlin, B. W., & Peter Szolovits, B. (2005) · Journal of Innovation in Health Informatics · doi:10.14236/jhi.v13i2.585 · Cited by 298 · see citing works
Williams, F., & Boren, S. A. (2008) · Journal of Innovation in Health Informatics · doi:10.14236/jhi.v16i2.685 · Cited by 204 · see citing works
(2006) · PubMed Central · Cited by 166 · see citing works
Shiferaw, F., & Zolfo, M. (2012) · Global Health Action · doi:10.3402/gha.v5i0.15638 · Cited by 161 · see citing works
Rotich, J. (2003) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1301 · Cited by 155 · see citing works
An information system and medical record to support HIV treatment in rural Haiti
Fraser, H. S. F., Jazayeri, D., Nevil, P., Karacaoglu, Y., Farmer, P. E., Lyon, E., Fawzi, M. K. C. S., Leandre, F., Choi, S. S., & Mukherjee, J. S. (2004) · BMJ · doi:10.1136/bmj.329.7475.1142 · Cited by 125 · see citing works
Moore, G. E. (2006) · IEEE Solid-State Circuits Society Newsletter · doi:10.1109/n-ssc.2006.4804410 · Cited by 110 · see citing works
Barriers to implement Electronic Health Records (EHRs)
Ajami, ., & Arab-Chadegani, R. (2013) · Materia Socio Medica · doi:10.5455/msm.2013.25.213-215 · Cited by 94 · see citing works
The Computer-Based Patient Record: Revised Edition: An Essential Technology for Health Care
Dick, R. S., Eb, S., & De, D. (1997) · Cited by 93 · see citing works
An Agenda For Action On Global E-Health
Gerber, T., Olazabal, V., Brown, K., & Pablos-Mendez, A. (2010) · Health Affairs · doi:10.1377/hlthaff.2009.0934 · Cited by 92 · see citing works
Text messages could hasten tuberculosis drug compliance
Barclay, E. (2009) · The Lancet · doi:10.1016/s0140-6736(08)61938-8 · Cited by 79 · see citing works
Building A Health Informatics Workforce In Developing Countries
Hersh, W., Margolis, Á., de Quirós, F. G. B., & Otero, P. (2010) · Health Affairs · doi:10.1377/hlthaff.2009.0883 · Cited by 79 · see citing works
Simba, D., & Mwangu, M. (2004) · PubMed · Cited by 72 · see citing works
Information and Communications for Development 2006
Bank, W. (2006) · World Bank, Washington, DC eBooks · doi:10.1596/978-0-8213-6346-1 · Cited by 69 · see citing works
Electronic Health Records: A Practical Guide for Professionals and Organizations
Amatayakul, M. K. (2009) · Cited by 68 · see citing works
Connecting Information To Improve Health
Hammond, W. E., Bailey, C., Boucher, P., Spohr, M. H., & Whitaker, P. (2010) · Health Affairs · doi:10.1377/hlthaff.2009.0903 · Cited by 65 · see citing works
Educating 10,000 informaticians by 2010: The AMIA 10×10 program
Hersh, W., & Williamson, J. (2007) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2007.01.003 · Cited by 63 · see citing works
The Emergence of Mobile-Supported National Health Information Systems in Developing Countries
Asangansi, I., & Braa, K. (2010) · Studies in health technology and informatics · doi:10.3233/978-1-60750-588-4-540 · Cited by 57 · see citing works
(2011) · Europe PMC (PubMed Central) · Cited by 46 · see citing works
Mobile diabetes eye care: Experience in developing countries
Murthy, K. R., Murthy, P. R., Kapur, A., & Owens, D. R. (2012) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2012.04.025 · Cited by 44 · see citing works
Commercialisation of biotechnology: public trust and research
Chalmers, D., & Nicol, D. (2004) · International Journal of Biotechnology · doi:10.1504/ijbt.2004.004806 · Cited by 40 · see citing works
Gordon, A. N., & Hinson, R. E. (2007) · International Journal of Health Care Quality Assurance · doi:10.1108/09526860710819468 · Cited by 36 · see citing works
Knowledge of medical ethics among Nigerian medical doctors
Fadare, J., Desalu, O., Jemilohun, A. C., et al. (2012) · Nigerian Medical Journal · doi:10.4103/0300-1652.107600 · Cited by 35 · see citing works
Ethics of implementing Electronic Health Records in developing countries: points to consider.
Were, M. C., & Meslin, E. M. (2011) · PubMed Central · Cited by 33 · see citing works
Douglas, G. P., Deula, R. A., & Connor, S. E. (2003) · PubMed · Cited by 32 · see citing works
The Ethical Challenges of Genetic Databases: Safeguarding Altruism and Trust
Campbell, A. V. (2007) · King s Law Journal · doi:10.1080/09615768.2007.11427675 · Cited by 32 · see citing works
Latourette, M. T., Siebert, J. E., Barto, R. J., Marable, K., Muyepa, A., Hammond, C. A., Potchen, M. J., Kampondeni, S. D., & Taylor, T. E. (2010) · Journal of Imaging Informatics in Medicine · doi:10.1007/s10278-010-9323-4 · Cited by 24 · see citing works
The Challenges of Publishing on Health Informatics in Developing Countries
Paton, C., Malik, M., & Househ, M. S. (2013) · Applied Clinical Informatics · doi:10.4338/aci-2013-04-ie-0030 · Cited by 15 · see citing works
Otero, P., Hersh, W., Luna, D. R., et al. (2007) · Medinfo 2007: Proceedings of the 12th World Congress on Health (Medical) Informatics; Building Sustainable Health Systems · Cited by 13 · see citing works
Self-citationShifting paradigms in health services research ethics consent, privacy, and the challenges for IRBs
Meslin, E. M. (2006) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2006.00391.x · Cited by 12 · see citing works
Protecting Data Privacy in Health Services Research
Institute of Medicine (2000) · National Academies Press eBooks · doi:10.17226/9952 · Cited by 12 · see citing works
Interoperability: the key to breaking down information silos in health care.
Glaser, J. W. (2011) · PubMed · Cited by 11 · see citing works
Detmer, D. E. (2010) · Yearbook of Medical Informatics · doi:10.1055/s-0038-1638698 · Cited by 11 · see citing works
The Emergence of Telemedicine and e-Health in Hungary
Sass, M., & Fekó, A. (2011) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2010.0168 · Cited by 5 · see citing works
10x10 Comes Full Circle: Spanish Version Back to United States in Puerto Rico
Margolis, Á., Joglar, F. M., Bernaldo, D. Q. F. G., et al. (2013) · Studies in health technology and informatics · doi:10.3233/978-1-61499-289-9-1134 · Cited by 5 · see citing works
Factors affecting the sustainability of information technology applications in health care.
Madani, S., & Aronsky, D. (2003) · PubMed · Cited by 3 · see citing works
Mars, M., Holmes, J. H., Richards, J., et al. (2013) · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- [34]Health Metrics Network World Health Organization Country health information systems: a review of the current situation and trends Geneva, Switzerland World Health Organization 2011
Cited by
Sorted by citations
Grand Challenges in Digital Health
Kostkova, P. (2015) · Frontiers in Public Health · doi:10.3389/fpubh.2015.00134 · Cited by 227 · see citing works
Telemedicine in middle eastern countries: progress, barriers, and policy recommendations
Al-Samarraie, H., Ghazal, S., Alzahrani, A. I., & Moody, L. (2020) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2020.104232 · Cited by 179 · see citing works
Kiberu, V. M., Mars, M., & Scott, R. E. (2017) · African Journal of Primary Health Care & Family Medicine · doi:10.4102/phcfm.v9i1.1277 · Cited by 147 · see citing works
Fritz, F., Tilahun, B., & Dugas, M. (2015) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocu038 · Cited by 131 · see citing works
Building Capacity and Training for Digital Health: Challenges and Opportunities in Latin America
Curioso, W. H. (2019) · Journal of Medical Internet Research · doi:10.2196/16513 · Cited by 93 · see citing works
Ag Ahmed, M. A., Gagnon, M.-P., Hamelin-Brabant, L., Mbemba, G. I. C., & Alami, H. (2017) · mHealth · doi:10.21037/mhealth.2017.05.04 · Cited by 66 · see citing works
“Although several telehealth projects are in fact medically and technically viable solutions, their permanence constitutes a major challenge (14), especially in developing countries (15).”
BackgroundNdlovu, K., Scott, R. E., & Mars, M. (2021) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-021-01606-7 · Cited by 54 · see citing works
Kiosia, A., Boylan, S., Retford, M., Marques, L. P., Bueno, F. T. C., Kirima, C., Islam, M. S., Naheed, A., & Wozencraft, A. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1418382 · Cited by 25 · see citing works
Aldredge, N. H., Rodriguez, D., González, J., & Burt, D. R. (2020) · Annals of Global Health · doi:10.5334/aogh.3041 · Cited by 6 · see citing works
- Authors
- Luna, D., Almerares, A., Mayan, J. C., González Bernaldo de Quirós, F., & Otero, C.
- Affiliations
- Hospital Italiano de Buenos Aires (AR)
- Department of Health Informatics, Hospital Italiano de Buenos Aires, Buenos Aires, Argentina.
- Corresponding author
- Luna, Daniel
- Venue
- Healthcare Informatics Research
- Published
- 2014
- Volume
- 20
- Issue
- 1
- Pages
- 3
- ISSN
- 2093-3681 (ISSN-L)
- 2093-369X
- PMC
- PMC3950262
- OpenAlex
- W2142949663
- Cited by
- 176
- References
- 46
- Citations by year
- 2026: 11 · 2025: 16 · 2024: 14 · 2023: 14 · 2022: 12 · 2021: 21 · 2020: 23 · 2019: 16 · 2018: 12 · 2017: 15 · 2016: 14 · 2015: 5 · 2014: 2
- FWCI
- 1.82
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Healthcare Informatics Research (publishedVersion, cc-by-nc)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Health Sciences › Health Professions › Health Information Management › Electronic Health Records Systems
- Physical Sciences › Computer Science › Information Systems › ICT in Developing Communities
- Health Sciences › Health Professions › General Health Professions › Healthcare Systems and Practices
- Keywords
- health informatics, sustainable implementation, developing countries, implementation barriers, eHealth policy, health information infrastructure, privacy and security, interoperability, health informatics workforce, patient safety
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