A meta-analysis of education effects on chronic disease: The causal
dynamics of the Population Education Transition Curve
William C. Smith
a, b, *
, Emily Anderson
a
, Daniel Salinas
a, c
, Renata Horvatek
a
,
David P. Baker
a, d
a
The Pennsylvania State University, EducationTheory and Policy, 300 Rackley Building, University Park, PA 16802, USA
b
Higher School of Economics, Institute of Education, Moscow 101000, Russia
c
Organization for Economic Co-operation and Development, Paris 75116, France
d
The Pennsylvania State University, Population Research Institute, University Park, PA 16802, USA
article info
Article history:
Available online 16 October 2014
Keywords:
Chronic disease
Education
Epidemiological Transition
Heterogeneous effects
Meta analysis
Population Education Transition Curve
abstract
As the Epidemiological Transition progresses worldwide, chronic diseases account for the majority of
deaths in developed countries and a rising proportion in developing countries indicating a new global
pattern of mortality and health challenges into the future. Attainment of formal education is widely
reported to have a negative gradient with risk factors and onset of chronic disease, yet there has not been
a formal assessment of this research. A random-effects meta-analysis finds that across 414 published
effects more education significantly reduces the likelihood of chronic disease, except for neoplastic
diseases with substantial genetic causes. Some studies, however, report null effects and other research on
infectious disease report positive education gradients. Instead of assuming these contradictory results
are spurious, it is suggested that they are part of a predictable systemic interaction between multiple
mediating effects of education and the Epidemiological Transition stage of the population; and thus
represent one case of the Population Education Transition Curve modeling changes in the association
between education and health as dependent on population context.
© 2014 Elsevier Ltd. All rights reserved.
1. Introduction
As the Epidemiological Transition (hereafter, ET) progresses
worldwide, chronic diseases account for the majority of deaths in
developed countries and a rising proportion in developing coun-
tries forming a new global pattern of mortality and health chal-
lenges into the future. The ET is the historical change in primary
causes of morbidity and mortality from infectious diseases to
chronic diseases, progressing through four stages of disease
burden: pestilence and famine, receding pandemics, chronic and
man-made diseases, and delayed chronic diseases (Yusuf et al.,
2001). In developed nations well into advanced stages of the ET,
growing obesity, tobacco use, sedentary occupations, and other risk
factors coupled with lowering of deadly infectious diseases yield
high prevalence of chronic and degenerative diseases (Lopez and
Mathers, 2006; Reddy and Yusuf, 1998). At the same time, an un-
precedented number of national populations are moving rapidly
across ET stages and confronting growing levels of these diseases
(Fogel and Grotte, 2011; Omran, 1971, 1983). The pace of the ET is
particularly challenging for less-developed countries transitioning
from lower to the middle stages as rising prevalence of chronic
disease adds to the already substantial disease burden from infec-
tious diseases. For example, although incidents of HIV/AIDS and
tuberculosis are in decline in Africa, Latin America, and East Asia,
growing chronic disease adds to the high disease burden (Amuna
and Zotor, 2008; Jamison and Mosley, 1991). The advancing ET is
a major worldwide health trend, so understanding the interaction
between it and social factors is essential, and chief among these is
attainment of formal education.
Exposure to formal education is often reported as associated
with increased life expectancy, and hence is often referred to as a
leading “social vaccine,” meaning a social intervention that pro-
vides resources that can protect individuals and elevate the health
of populations (Baker et al., 2009; Ubaidullah, 2005). Education as a
“social vaccine” is indicated by a negative gradient between
educational attainment and disease with the term used in
* Corresponding author. The Pennsylvania State University, Education Theory and
Policy, 300 Rackley Building, University Park, PA 16802, USA.
E-mail addresses: wcs152@psu.edu (W.C. Smith), ewa111@psu.edu
(E. Anderson), drs347@psu.edu (D. Salinas), ruh158@psu.edu (R. Horvatek),
dpb4@psu.edu (D.P. Baker).
Contents lists available at ScienceDirect
Social Science & Medicine
journal homepage: www.elsevier.com/locate/socscimed
http://dx.doi.org/10.1016/j.socscimed.2014.10.027
0277-9536/© 2014 Elsevier Ltd. All rights reserved.
Social Science & Medicine 127 (2015) 29e40