.w
demand tends to be inelastic for the affluent but elastic for the
vulnerable indigent population segments [63]. The response of
health care spending to changes in national resources can be
a gauge of the proportionate change in health care investment
arising from a given change in national income (GDP) and the
external assistance (ODA) supplement. Past econometric stud-
ies using macroeconomic data and different estimation meth-
ods agree that the OECD countries spend disproportionately
more on health from a given rise in GDP [18]. This is taken to
imply that the marginal health spending in the aggregate, across
payers (patients, insurers, governments, non-governmental or-
ganizations), in high-income countries provide more subjective
'care' than physiological 'cure'. This makes OECD health a
technical 'luxury' good, a finding that tends to be robust against
alternative model specifications, data sets, and the time periods
studied.
The 'basic needs' approach to economic development con-
siders health care as a 'basic need' -a necessity akin to ed-
ucation, shelter, and food. The estimated income elasticity
of health care expenditure can inform sound policy because
income is the major determinant of health care expenditure.
Consequently, if health care spending in the African coun-
tries behaves similarly like a 'luxury' commodity, what are
the implications for human capital investments in health and
economic development for the period following structural ad-
justments and austerity? If African health care spending tends
towards 'necessity' good values, can an extra health care
spending be viewed (in contrast to the findings for OECD
data) as providing 'cure' (that is, physiological benefits suchhgfedcbaZYXWVUTSRQPO
<fl Health Care Management Science 8,267-276,2005EDCBA
_ © 2005 Springer Science + Business Media, Inc. Manufactured in The Netherlands.CBA
Analysis and Implications of the Determinants of Healthcare Expenditure
in African Countries
ALBERT A. OKUNADE
Department of Economics, Office 450BB, The Fogelman College of Business and Economics, University of Memphis, Memphis, TN 38152, USA
E-mail: aokunade@memphis.edu
Received November 2004; accepted April 2005
Abstract. The income elasticity of health care spending in the OECD countries tends toward luxury good values. Similar studies, based on
more recent data, and capable of informing macroeconomic health policies of the African countries, do not currently exist. How the health
care expenditure in Africa responds to changes in the Gross Domestic Products (GDP), Official Development Assistance (ODA), and other
determinants, is also relevant for health policy because health care is a necessity in the 'basic needs' theory of economic development. This
paper presents econometric model findings of the determinants of per-capita health expenditure (in PPPs) for 26 African countries, using the
flexible Box-Cox model regression methods and 1995 cross-sectional data (sources: WRI, UNEP, UNDP, The World Bank). The economic
and other determinants, capturing 74 percent of the variations in health expenditures, include per-capita GDP (in PPPs), ODA CUSS),Gini
income inequality index, population dependency ratio, internal conflicts, and the percentage of births attended by trained medical workers.
Income inequality dampens, while the ODA and population per health personnel raise health care expenditure. The GDP elasticity of about
0.6 signals the tendency for health care to behave like a technical 'necessity: Implications for sustainable basic health development policies
are discussed.
Keywords: African countries, health care expenditure, GDP, ODA, basic needs, health policy
1. Introduction
Practically all of the African countries that sought official de-
velopment assistance (ODA) funds from international develop-
ment financial institutions (IFIs), in the 1980s to early 1990s,
endured stringent macroeconomic structural adjustment pro-
grams (SAP) and related 'reform' mandates (e.g., reduced gov-
ernment deficit, exchange rate liberalization, central govern-
ment divestments, greater privatization of certain industries,
etc.) of these agencies. These difficult adjustments [22] are
thought to have produced net declines in the provision of essen-
tial 'basic human needs' (food, housing, clothing, health, and
education), as the pre-reform domestic government shares of
these expenditures were typically large. As a result, the United
Nations in 1991 developed the 'human expenditure ratio' (the
percent of GDP for priority education, health, and other social
welfare) to monitor basic needs provision and avert further
cuts. The benefit of targeting health as an integral aspect of
the 'human development index' (longevity, knowledge, living
standards) lies in its capacity, as human capital, to spur poten-
tially sustainable human development and economic progress
[46]. The post-SAP era in Africa slowly began to emerge in
the mid 1990s.
The objective of this paper is to construct and estimate
econometric models of the socio-economic and demographic
determinants of post-SAP health care spending for a cross-
section of the developing African countries. Policy suggestions
deriving from the estimated models are discussed in the light of
basic health care needs in economic development. Health care