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The Preston curve is an
empirical Empirical evidence for a proposition is evidence, i.e. what supports or counters this proposition, that is constituted by or accessible to sense experience or experimental procedure. Empirical evidence is of central importance to the sciences and ...
cross-sectional Cross-sectional data, or a cross section of a study population, in statistics and econometrics, is a type of data collected by observing many subjects (such as individuals, firms, countries, or regions) at the one point or period of time. The analy ...
relationship between
life expectancy Life expectancy is a statistical measure of the average time an organism is expected to live, based on the year of its birth, current age, and other demographic factors like sex. The most commonly used measure is life expectancy at birth ...
and real
per capita income Per capita income (PCI) or total income measures the average income earned per person in a given area (city, region, country, etc.) in a specified year. It is calculated by dividing the area's total income by its total population. Per capita i ...
. It is named after
Samuel H. Preston Samuel Hulse Preston (born December 2, 1943) is an American demographer and sociologist. He is one of the leading demographers in the United States. He received his Ph.D. in economics from Princeton University in 1968. Preston is a professor em ...
who first described it in 1975. Preston studied the relationship for the 1900s, 1930s and the 1960s and found it held for each of the three decades. More recent work has updated this research.


The relationship between life expectancy and income

The Preston curve indicates that individuals born in richer countries, on average, can expect to live longer than those born in poor countries. However, the link between income and life expectancy flattens out. This means that at low levels of per capita income, further increases in income are associated with large gains in life expectancy, but at high levels of income, increased income has little associated change in life expectancy. In other words, if the relationship is interpreted as being causal, then there are
diminishing returns In economics, diminishing returns are the decrease in marginal (incremental) output of a production process as the amount of a single factor of production is incrementally increased, holding all other factors of production equal ( ceteris paribu ...
to income in terms of life expectancy. A further significant finding of Preston's study was that the curve has shifted upwards during the 20th century. This means that life expectancy has increased in most countries, independently of changes in income. Preston credited education, better technology,
vaccinations Vaccination is the administration of a vaccine to help the immune system develop immunity from a disease. Vaccines contain a microorganism or virus in a weakened, live or killed state, or proteins or toxins from the organism. In stimulating ...
, improved provision of public health services,
oral rehydration therapy Oral rehydration therapy (ORT) is a type of fluid replacement used to prevent and treat dehydration, especially due to diarrhea. It involves drinking water with modest amounts of sugar and salts, specifically sodium and potassium. Oral rehydrati ...
and better
nutrition Nutrition is the biochemical and physiological process by which an organism uses food to support its life. It provides organisms with nutrients, which can be metabolized to create energy and chemical structures. Failure to obtain sufficient n ...
with these
exogenous In a variety of contexts, exogeny or exogeneity () is the fact of an action or object originating externally. It contrasts with endogeneity or endogeny, the fact of being influenced within a system. Economics In an economic model, an exogeno ...
improvements in health. According to Preston, the independent increases in life expectancy have been greatest in the poor countries, although he also believed that a good portion of the potential gains from better medical technology have not been realized. Several poor countries in
Sub-Saharan Africa Sub-Saharan Africa is, geographically, the area and regions of the continent of Africa that lies south of the Sahara. These include West Africa, East Africa, Central Africa, and Southern Africa. Geopolitically, in addition to the List of sov ...
have actually seen declines in life expectancy in the 1990s and 2000s as a result of the
HIV/AIDS epidemic The global epidemic of HIV/AIDS (human immunodeficiency virus infection and acquired immunodeficiency syndrome) began in 1981, and is an ongoing worldwide public health issue. According to the World Health Organization (WHO), as of 2021, HIV/AI ...
, even if their per capita incomes have increased during this time. Overall Preston found that improvements in health technology (the upwards shifts in the curve) accounted for 75% to 90% of the increase in life expectancy, while income growth (movement along the curve) was responsible for the rest. Analysis of more recent data, for example by
Michael Spence Andrew Michael Spence (born November 7, 1943) is a Canadian-American economist and Nobel laureate. Spence is the William R. Berkley Professor in Economics and Business at the Stern School of Business at New York University, and the Philip H. Kn ...
and Maureen Lewis, suggests that the " fit" of the relationship has become stronger in the decades since Preston's study. Though the source of income growth, rather than growth itself has been shown to be significant, with Ryan Edwards finding divergences from the Preston Curve partially explained by the size of the mining sector (a mining dominated economy). While the relationship between income and life expectancy is log linear on average, any one individual country can lie above or below curve. Those below the curve, such as
South Africa South Africa, officially the Republic of South Africa (RSA), is the southernmost country in Africa. It is bounded to the south by of coastline that stretch along the South Atlantic and Indian Oceans; to the north by the neighbouring countri ...
or
Zimbabwe Zimbabwe (), officially the Republic of Zimbabwe, is a landlocked country located in Southeast Africa, between the Zambezi and Limpopo Rivers, bordered by South Africa to the south, Botswana to the south-west, Zambia to the north, and Mozam ...
, have life expectancy levels that are lower than would be predicted based on per capita income alone. Countries above the curve, such as
Tajikistan Tajikistan (, ; tg, Тоҷикистон, Tojikiston; russian: Таджикистан, Tadzhikistan), officially the Republic of Tajikistan ( tg, Ҷумҳурии Тоҷикистон, Jumhurii Tojikiston), is a landlocked country in Centr ...
, have life expectancies that are exceptionally high given their level of economic development. In 2000, the USA lay just below the curve, indicating that it had a slightly lower life expectancy than other rich countries.Anne Case and Angus Deaton
"Health and wellbeing in Udaipur and South Africa"
2006, pg. 4, pg. 39
If the relationship is estimated with
nonparametric regression Nonparametric regression is a category of regression analysis in which the predictor does not take a predetermined form but is constructed according to information derived from the data. That is, no parametric form is assumed for the relationship ...
then it produces a version of the curve which has a "hinge" – i.e. a kink in the relationship where the slope of the regression equation falls off significantly. This point occurs around the per capita income level of $2,045 (data for the year 2000) which is about the per capita income level of India. This level of income is generally associated with a crossing of a "epidemiological transition", where countries change from having most of their mortality occur due to infant mortality to that due to old age mortality, and from prevalence of
infectious diseases An infection is the invasion of tissues by pathogens, their multiplication, and the reaction of host tissues to the infectious agent and the toxins they produce. An infectious disease, also known as a transmissible disease or communicable dise ...
to that of
chronic diseases A chronic condition is a health condition or disease that is persistent or otherwise long-lasting in its effects or a disease that comes with time. The term ''chronic'' is often applied when the course of the disease lasts for more than three mo ...
.


Implications

The fact that the relationship between income and health is
concave Concave or concavity may refer to: Science and technology * Concave lens * Concave mirror Mathematics * Concave function, the negative of a convex function * Concave polygon, a polygon which is not convex * Concave set * The concavity In ca ...
indicates that a transfer of income from the rich to the poor would increase the average health of a society. However, this policy prescription will have this effect only if the relationship between income and health is causal – i.e. if higher income causes longer life expectancy (see below). If the relationship is driven by other factors, if it is spurious, or if it is in fact health that leads to higher income, then this policy outcome will no longer be true. The existence of the Preston curve has been used by
Lant Pritchett Lant Pritchett (born 1959) is an American development economist. He is the RISE Research Director at the Blavatnik School of Government, University of Oxford. He was born in Utah in 1959 and raised in Boise, Idaho. He graduated from Brigham You ...
and
Larry Summers Lawrence Henry Summers (born November 30, 1954) is an American economist who served as the 71st United States secretary of the treasury from 1999 to 2001 and as director of the National Economic Council from 2009 to 2010. He also served as pres ...
to argue that poor countries should focus on
economic growth Economic growth can be defined as the increase or improvement in the inflation-adjusted market value of the goods and services produced by an economy in a financial year. Statisticians conventionally measure such growth as the percent rate of ...
, and that health improvements will come about spontaneously as a result of increases in income. According to these authors, in 1990 better economic performance could have prevented more than half a million child deaths worldwide. However, the upward shifts of the Preston curve still imply that the main portion of gains in life expectancy has come about as a result of improved health technology rather than just increases in per capita income. Preston did, however, acknowledge that in the poorest countries economic growth may be necessary for improvements in health, as even the most inexpensive technologies have a cost of adoption that poor countries may not be able to afford.
Angus Deaton Sir Angus Stewart Deaton (born 19 October 1945) is a British economist and academic. Deaton is currently a Senior Scholar and the Dwight D. Eisenhower Professor of Economics and International Affairs Emeritus at the Princeton School of Public ...

"Health in the age of globalization"
2004
Preston's work has also contributed to the broadening of the definition of
economic development In the economics study of the public sector, economic and social development is the process by which the economic well-being and quality of life of a nation, region, local community, or an individual are improved according to targeted goals and o ...
.
Gary Becker Gary Stanley Becker (; December 2, 1930 – May 3, 2014) was an American economist who received the 1992 Nobel Memorial Prize in Economic Sciences. He was a professor of economics and sociology at the University of Chicago, and was a leader of ...
''et al.'' have included longevity in a more general welfare measure and have illustrated that increases in life expectancy have made up a large portion of increases in overall global welfare since the 1960s. In the same work, Becker ''et al.'' also found that while cross-country incomes have diverged, the distribution of health has converged.


Criticisms and shortcomings


Lack of longitudinal evidence

The Preston curve is a relationship found in cross-country data - that is, it holds for a sample of countries taken at a particular point in time. Some research however suggests that a similar relationship does not hold in
time series In mathematics, a time series is a series of data points indexed (or listed or graphed) in time order. Most commonly, a time series is a sequence taken at successive equally spaced points in time. Thus it is a sequence of discrete-time data. Exa ...
and
longitudinal data In statistics and econometrics, panel data and longitudinal data are both multi-dimensional data involving measurements over time. Panel data is a subset of longitudinal data where observations are for the same subjects each time. Time series and ...
within individual countries. In particular, per capita incomes between countries have generally diverged over time, while life expectancies, and other health indicators such as the
infant mortality rate Infant mortality is the death of young children under the age of 1. This death toll is measured by the infant mortality rate (IMR), which is the probability of deaths of children under one year of age per 1000 live births. The under-five morta ...
s, have converged (this trend was interrupted in the 1990s with the outbreak of the AIDS epidemic in Sub-Saharan Africa). This suggests that over time changes in income may have no impact on health or even be negatively related.


Causality

A further limitation of the
correlation In statistics, correlation or dependence is any statistical relationship, whether causal or not, between two random variables or bivariate data. Although in the broadest sense, "correlation" may indicate any type of association, in statistics ...
is that it does not necessarily imply that the
causality Causality (also referred to as causation, or cause and effect) is influence by which one event, process, state, or object (''a'' ''cause'') contributes to the production of another event, process, state, or object (an ''effect'') where the cau ...
runs from income to health. It could actually be that better health, as proxied by life expectancy, contributes to higher incomes, rather than vice versa. Better health can increase incomes because healthier individuals tend to be more productive than sick ones; on average they work harder, longer and are more capable of focusing efficiently on production tasks. Furthermore, better health may affect not just the level of income but also its growth rate through its effect on education. Healthier children spend more time at school and learn faster, thus acquiring more
human capital Human capital is a concept used by social scientists to designate personal attributes considered useful in the production process. It encompasses employee knowledge, skills, know-how, good health, and education. Human capital has a substantial ...
which translates into higher growth rates of incomes later in life. Diseases such as malaria can short circuit these processes. Likewise there is evidence that more healthy individuals save more and thus contribute to the faster accumulation of physical capital of an economy.
Jeffrey Sachs Jeffrey David Sachs () (born 5 November 1954) is an American economist, academic, public policy analyst, and former director of The Earth Institute at Columbia University, where he holds the title of University Professor. He is known for his work ...
in particular has emphasized the role that the
disease A disease is a particular abnormal condition that negatively affects the structure or function of all or part of an organism, and that is not immediately due to any external injury. Diseases are often known to be medical conditions that a ...
burden has played in the impoverishment of countries located in the
tropical zone The tropics are the regions of Earth surrounding the Equator. They are defined in latitude by the Tropic of Cancer in the Northern Hemisphere at N and the Tropic of Capricorn in the Southern Hemisphere at S. The tropics are also referred to ...
s.United Nations Millennium Project, 2006
/ref> The problem of reverse causality between health and income means that any estimates of the impact of income on life expectancy could mistakenly reflect the influence of life expectancy (more generically, health) on income instead. As such, studies which do not account for this potential two-way causation may overestimate the importance of income for life expectancy. In economic research, this kind of problem has traditionally been dealt with through the use of
instrumental variable In statistics, econometrics, epidemiology and related disciplines, the method of instrumental variables (IV) is used to estimate causal relationships when controlled experiments are not feasible or when a treatment is not successfully delivered to ...
s which allow the researcher to separate out one effect from another. This strategy requires identification of an "instrument" – i.e. a variable which correlates with per capita income but not with the error term in the
linear regression In statistics, linear regression is a linear approach for modelling the relationship between a scalar response and one or more explanatory variables (also known as dependent and independent variables). The case of one explanatory variable is call ...
. However, since any variable which is likely to correlate with income is also likely to correlate strongly with health and life expectancy this is a difficult task. Some research suggests that in low and middle-income countries, the causality does indeed go from income to health, while the opposite is true for rich countries.Erkan Erdil, Hakan Yetkiner
"A Panel Data Approach for Income-Health Causality"
/ref>


References

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External links


An image of the Preston curve at ganfyd.org, the free medical knowledge base [no longer valid 2019-09-15
Demographic economics">o longer valid 2019-09-15">An image of the Preston curve at ganfyd.org, the free medical knowledge base [no longer valid 2019-09-15
Demographic economics Development economics