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Third explanation is plausible
EDITOR There is, however, another possible explanation: confounding of
the association of income inequality with health at the state level (or
metropolitan area level) in the United States. This is not the same as
confounding at the individual level by, for example, personal income,
which varies between states.2 State level confounding may
occur when characteristics of the states are correlated with income
inequality, remain associated with mortality within strata of states by
income inequality, and hence cause a spurious association of income
inequality with mortality. Two possible candidates are the extent of
rurality and the welfare policies of the states. Both vary between
states, are plausibly related to population health, and are
probably correlated with the geographically biased distribution of
income inequality.
The United States provides a rich natural experiment to study the
association of income inequality with health, and several studies have
now replicated the association of state level income inequality with
health using different data sets.
3 4
But the use of
different data sets in these studies is akin to reanalysing one cross
sectional study of the same 50 people by using different measures of
exposure and outcome; it is not akin to separate studies of a different
50 people each time. Thus, a spurious association of income inequality
with health due to state level confounding will remain for each new
analysis of the same natural experiment.
It seems likely and plausible that income inequality is associated with
health.5 Instead of examining the possibility of state
level confounding, however, we propose two research strategies. Firstly, potential state level confounders are included as covariates in analyses. This will not be without difficulty, however, owing to the
high probability of (multi)collinearity of ecological variables and
challenging theoretical considerations
Ross et al report that income inequality in the state or
province and metropolitan area is associated with mortality in the
United States but not in Canada.1 They offer two
explanations for this discrepancy. Firstly, this association is
observed only at levels of inequality present in the United States, not
the lower levels observed in Canada. Secondly, the actual association of income inequality with mortality is modified by the social and
political characteristics specific to a place.
for example, causal ordering of
ecological variables, such as income inequality and welfare policies.
Secondly, many different natural experiments should be analysed to look
for a consistent association of income inequality with health. From
this perspective, the results from Canada and the United States are
just two separate natural experiments to which we want to add results
from many more natural experiments.
tblakely{at}wnmeds.ac.nz
Alistair Woodward
Department of Public Health, Wellington School of Medicine,
University of Otago, Wellington, New Zealand
| 1. |
Ross N, Wolfson M, Dun J, Berthelot J-M, Kaplan G, Lynch J.
Relation between income inequality and mortality in Canada and in the United States: cross sectional assessment using census data and vital statistics.
BMJ
2000;
320:
898-902 |
| 2. |
Blakely T, Woodward A.
Ecological effects in multi-level studies.
J Epidemiol Community Health
2000;
54:
367-374 |
| 3. |
Kaplan G, Pamuk E, Lynch J, Cohen R, Balfour J.
Inequality in income and mortality in the United States: analysis of mortality and potential pathways.
BMJ
1996;
312:
999-1003 |
| 4. |
Kennedy B, Kawachi I, Glass R, Prothrow-Stith D.
Income distribution, socioeconomic status, and self-rated health in the United States: multilevel analysis.
BMJ
1998;
317:
917-921 |
| 5. | Kawachi I, Kennedy B, Wilkinson R, eds. Society and population health reader: income inequality and health. New York: The New Press, 1999. |
Low mortality in Canadian cities may be driven by low mortality in immigrants
EDITOR The findings from Canada are surprising. Typically, there is a strong
inverse association between individual socio-economic status and
mortality, and also between overall distribution of wealth in a society
and mortality. There is, however, one population group where this
association tends to be absent: recent immigrants of working age
frequently have an age-adjusted overall mortality that is considerably
(20-30%) lower than that of the native born population.
2 3
This mortality advantage may persist 10-20 years after immigration4; it is present even where
immigrants are a minority group and socioeconomically disadvantaged.
In Canada, recent immigrants form a considerable proportion of the
total population, and they are not uniformly distributed in the
country. According to the 1996 census, immigrants represent 17.4% of
the total population; 85% of all immigrants Hence, the death rates in these two cities would be lower than
what might be expected from the wealth distribution. This could be
corrected for, for example, by restricting the analysis to Canadian
born people. Once this is done, the overall mortality in Toronto and
Vancouver would be higher. As these two cities are very populous, the
slope of the regression line would become steeper, indicating some
association between income inequality and mortality not only in the
United States but also in Canada. In conclusion, Ross et al may wish to
consider adjusting for the proportion of immigrants in future
studies on social inequalities in health.
Authors' reply
EDITOR Blakely and Woodward suggest that there are probably important
variables at the level of the state or metropolitan area that are
correlated with income inequality and cause a spurious association of
income inequality with mortality. We have, however, always conceptualised our measure of income inequality of a particular place
as a marker for a wide variety of social conditions and as reflecting
the outcome of layers of political, social, and economic history of
that place.1 It is striking how strongly income inequality
correlates with mortality at multiple geographic scales in the United
States. In states income inequality is correlated (after adjusting for
median income) with poverty, unemployment, incarceration, health
insurance provision, and numerous educational outcomes.2
Our primary objective was to investigate the relation between income
inequality and mortality in Canada compared with the United States,
which has higher incomes but lower life expectancy. Our comparative
analysis does not resolve causality. Instead, the results of this
natural experiment provoke hypotheses about how differences in policies
towards such things as health care, taxes and transfers, and urban
structure in two otherwise culturally similar countries might influence
population health.
Razum suggests that large immigrant populations in Canadian
cities lower the death rates for those places beyond what would be
expected for their income distributions. Although the healthy migrant
effect could contribute to lower mortality in Toronto and Vancouver, if
we were to exclude immigrants, hypothetically raising mortality in
Toronto and Vancouver, this would actually flatten the relation between
mortality and income inequality in Canada (figure 2).
The second critique, which is not articulated above, is the claim that
the Canadian range of income inequality was too narrow to allow any
significant relation to emerge. We selected the subset of United States
cities with income inequality measures in the same range as the
Canadian cities and fitted weighted linear regression lines to the
respective sets of points (figure).
A significant negative slope remained for the metropolitan areas in the
United States. Thus the relation appears consistently in the United
States but not in Canada. Our preliminary analysis of income inequality
and mortality for Australian metropolitan areas (with comparable income
distributions to Canadian metropolitan areas) has yielded similar
results to the Canadian analysis, suggesting that this "Canadian
paradox" may not be so paradoxical at all.
Ross et al compare the relation between income inequality and
mortality in the United States and Canada.1 They relate the proportion of income received by the less well off 50% of households to the mortality in all working age people. For Canadian metropolitan areas, they find no significant association between this
indicator of income inequality and mortality; this is visible by the
lack of slope in the respective weighted regression line (figure 2).
For metropolitan areas in the United States, the association between
income inequality and mortality is strong.
and 93% of those who
arrived between 1991 and 1996
live in a metropolitan area.5 This applies in particular to Toronto and
Vancouver, which have 42% and 35% immigrants among their respective
census populations (Montreal only 18%), half of whom have come to
Canada since 1981. A 20-30% lower mortality among immigrants thus may have driven down the death rates in Toronto and Vancouver by as much as
10-20%.
Department of Tropical Hygiene and Public Health, Heidelberg
University, D-69120 Heidelberg, Germany
oliver.razum{at}urz.uni-heidelberg.de
1.
Ross NA, Wolfson MC, Dunn JR, Berthelot JM, Kaplan GA, Lynch JW.
Relation between income inequality and mortality in Canada and in the United States: cross sectional assessment using census data and vital statistics.
BMJ
2000;
320:
898-902.
2.
Abraido-Lanza AF, Dohrenwend BP, Ng-Mak DS, Turner JB.
The Latino mortality paradox: a test of the "salmon bias" and healthy migrant hypotheses.
Am J Public Health
1999;
89:
1543-1548 3.
Razum O, Zeeb H, Rohrmann S.
The "healthy migrant effect"
not merely a fallacy of inaccurate denominator figures.
Int J Epidemiol
2000;
29:
191-1924.
Kliewer E.
Epidemiology of diseases among migrants.
International Migration
1992;
30:
141-164.
5.
Statistics Canada. 1996 Census: Immigration and citizenship.
The Daily, Statistics Canada, 1997 Nov 4.
Our study has received two types of critique
that ecological
variables in the United States and immigration in Canada confound the
relation between income inequality and mortality and that the range of
inequality in Canada was too narrow to draw conclusions about the
relation between income inequality and mortality there.

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Mortality among people of working age by proportion of income
belonging to less well off half of households, United States (1990) and
Canadian metropolitan areas (1991) over range of Canadian median share
values. Mortality is standardised to Canadian population in
1991
Nancy A Ross
rossnan{at}statcan.ca
Michael Wolfson
Jean-Marie Berthelot
Statistics Canada, Ottawa, Ontario, Canada, K1A 0T6
James Dunn
Centre for Health Services and Policy Research, Department of
Health Care and Epidemiology, University of British Columbia,
Vancouver, British Columbia, Canada, V6T 1Z3
George Kaplan
John Lynch
School of Public Health, University of Michigan, Ann Arbor, MI
48109-2029, USA
1.
Lynch JW, Davey Smith G, Kaplan GA, House J.
Income inequality and mortality: importance to health of individual income, psychosocial environment, or material conditions.
BMJ
2000;
320:
1200-1204 2.
Kaplan G, Pamuk E, Lynch J, Cohen R, Balfour J.
Inequality in income and mortality in the United States: analysis of mortality and potential pathways.
BMJ
1996;
312:
999-1003.
© BMJ 2000