Abstract
Clustering countries based on health outcomes is a useful technique for assessing global health disparities. However, data on country-specific indicators of health outcomes are inconsistent across databases from different sources, such as World Bank, WHO, and UNICEF. The new database on under-five child mortality from the Institute for Health Metrics and Evaluation advances information about child mortality by showing both country-level estimates and confidence intervals. We used the new database for child mortality and WHO data for HALE from 160 countries to identify country clusters through model-based clustering techniques. The four clusters in 2000 and six in 2003, within levels of uncertainty, showed nonlinear distributions of health outcomes globally, indicating that no single trajectory for progression is evident. We propose the use of country clusters in further study of societal conditions that contribute to health outcomes and changes over time.
Similar content being viewed by others
References
United Nations. UN Millennium Development Goals. Available at http://www.un.org/millenniumgoals/, accessed 3 April 2008.
Murray CJL, Laakso T, Shibuya K, Hill K, Lopez AD . Can we achieve Millennium Development Goal 4? New analysis of country trends and forecasts of under-5 mortality to 2015. Lancet. 2007;370:1040–1054.
Mathers CD, Salomon JA, Murray CJL . Infant mortality is not an adequate summary measure of population health. J Epidem and Comm Hlth. 2003;57:319.
Institute for Health Metrics and Evaluation. Mortality data. Available at www.healthmetricsandevaluation.org/print/mortality.xls, accessed 1 April 2008.
World Bank. Available at http://ddp-ext.worldbank.org/ext/ddprerports/viewSourceNotes?DIMENSION_NAME=WDI_Series&HIERARCHY=Topic&cubeId=7, accessed 3 April 2008.
World Health Organization. World health report 2003. Available at http://www.who.int/whr/2003/en/Annex2-en.pdf, accessed 4 August 2004.
World Bank. World Development Indicators (CD-ROM). Washington, DC: World Bank; 2002.
Institute of Health Metrics and Evaluation. Mortality data. Available at http://www.healthmetricsandevaluation.org/print/mortality.xls, accessed 1 April 2008.
Banfield JD, Raftery AE . Model-based Gaussian and non-Gaussian clustering. Biometrics. 1993;49:803–821.
World Health Organization. MDG 4: Reduce child mortality. Available at http://www.who.int/topics/millennium_development_goals/child_mortality/en/index.html, accessed 5 April 2008.
UNICEF. Goal: Reduce child mortality. Available at http://www.unicef.org/mdg/childmortality.html, accessed 5 April 2008.
Health Metrics Network. Available at http://who.int/healthmetrics/en/, accessed 5 April 2008.
Chesnais JC . The Demographic Transition: Stages, Patterns, and Economic Implications. Oxford: Clarendon; 1992.
Lynch J, Davey Smith G, Harper S, Hillemeier M, Ross N, Kaplan G, et al. Is income inequality a determinant of population health? Part 1: a systematic review. Milbank Q. 2004;82:2.
Kawachi I . Income inequality and health. In: Bergman LF and Kawachi I, editors. Social Epidemiology. Oxford: Oxford University Press; 2000.
Berkman LF, Kawachi I . A historical framework for social epidemiology. In: Berkman LF and Kawachi I, editors. Social Epidemiology. Oxford: Oxford University Press; 2000.
Basch P . Textbook of International Health, 2nd Edition. New York: Oxford University Press; 1999.
Acknowledgements
Funding for the research and writing of this paper was provided by grants from the University of Washington School of Nursing Intramural Research Fund and the Natural Sciences and Engineering Research Council of Canada (Grant 327689-06).
Author information
Authors and Affiliations
Corresponding author
Additional information
Country clusters can and should be used to study societal conditions that contribute to changes in health outcomes over time.
Rights and permissions
About this article
Cite this article
Hegyvary, S., Berry, D. & Murua, A. Clustering Countries to Evaluate Health Outcomes Globally. J Public Health Pol 29, 319–339 (2008). https://doi.org/10.1057/jphp.2008.13
Published:
Issue Date:
DOI: https://doi.org/10.1057/jphp.2008.13