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IJE Advance Access originally published online on May 9, 2006
International Journal of Epidemiology 2006 35(4):969-979; doi:10.1093/ije/dyl083
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Published by Oxford University Press 2006

Article

Widening socioeconomic inequalities in US life expectancy, 1980–2000

Gopal K Singh1,* and Mohammad Siahpush2

1 Maternal and Child Health Bureau, Health Resources and Services Administration, US Department of Health and Human Services, 5600 Fishers Lane, Room 18-41, Rockville, MD 20857, USA.
2 Centre for Behavioural Research in Cancer, Cancer Control Research Institute, The Cancer Council Victoria, 100 Drummond Street, Carlton 3053, Australia.

* Corresponding author. E-mail: gsingh{at}hrsa.gov


    Abstract
 Top
 Abstract
 Methods
 Results
 Discussion
 References
 
Background This study examines changes in the extent of inequalities in life expectancy at birth and other ages in the United States between 1980 and 2000 by gender and socioeconomic deprivation levels.

Methods A factor-based deprivation index consisting of 11 education, occupation, wealth, income distribution, unemployment, poverty, and housing quality indicators was used to define deprivation deciles, which were then linked to the US mortality data at the county-level. Life expectancy estimates were developed by age, gender, and deprivation levels for three 3 year time periods: 1980–82, 1989–91, and 1998–2000. Inequalities in life expectancy were measured by the absolute difference between the least-deprived group and each of the other deprivation deciles. Slope indices of inequality for each gender and time period were calculated by regressing life expectancy estimates on deprivation levels using weighted least squares models.

Results Those in less-deprived groups experienced a longer life expectancy at each age than their counterparts in more-deprived groups. In 1980–82, the overall life expectancy at birth was 2.8 years longer for the least-deprived group than for the most-deprived group (75.8 vs 73.0 years). By 1998–2000, the absolute difference in life expectancy at birth had increased to 4.5 years (79.2 vs 74.7 years). The inequality indices also showed a substantial widening of the deprivation gradient in life expectancy during the study period for both males and females.

Conclusions Between 1980 and 2000, those in higher socioeconomic groups experienced larger gains in life expectancy than those in more-deprived groups, contributing to the widening gap.


Keywords Life expectancy, deprivation, social inequality, trend, United States.

Accepted 3 April 2006

Ever since the launch of the national health initiative, Healthy People 2000, in 1990, one of the two overarching health goals of the US Department of Health and Human Services has been to reduce and ultimately eliminate health inequalities among various segments of the US population, including those among gender, ethnic, socioeconomic, and geographic groups. The other broad health goal for the nation seeks to increase life expectancy and quality of life among Americans of all ages.1

Partly as a result of this initiative, monitoring of health inequalities among ethnic, gender, and geographic groups has become increasingly common in the United States, although studies showing health inequalities over time in relation to socioeconomic position or area-based deprivation are still relatively rare. The declaration of a strong governmental commitment to reducing health inequalities notwithstanding, existing studies have shown persistent and often increasing socioeconomic inequalities in health, particularly in all-cause, cardiovascular, and cancer mortality.26 These efforts to examine health inequalities have involved the analysis of US mortality data, using age-adjusted death rates or relative mortality risks to measure socioeconomic gradients in mortality.26 To our knowledge, no attempt has yet been made to conduct a systematic analysis of how socioeconomic inequalities in US life expectancy have changed in recent decades.

Life expectancy is a more easily understood summary index of mortality than the age-standardized mortality rate and can be easily used to document both absolute and relative inequalities in survival between social class and deprivation groups. The aim of this paper is to examine changes in the extent of inequalities in US life expectancy between 1980 and 2000 by age, sex, and area socioeconomic deprivation.


    Methods
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 Abstract
 Methods
 Results
 Discussion
 References
 
To analyse temporal inequalities in US life expectancy, we used two national data sources, the national mortality database—a component of the National Vital Statistics System—and the decennial census.710 Since the mortality database lacks reliable socioeconomic data, socioeconomic patterns in life expectancy were derived indirectly by linking county-level socioeconomic data from the 1990 decennial census with the national mortality data.46 We used a factor-based deprivation index that consisted of 11 census-based social indicators, which may be viewed to broadly represent educational opportunities, labour force skills, economic, and housing conditions in a given county. Selected indicators of education, occupation, wealth, income distribution, unemployment rate, poverty rate, and housing quality were used to construct the index.46 The factor loadings (correlations of indicators with the index) ranged from 0.90 for median family income to 0.57 for unemployment rate.6 Substantive and methodological details underlying the construction of the US deprivation index are provided elsewhere.46

From a theoretical standpoint, the US deprivation index appears to be more comprehensive than the widely used Townsend index for the UK, which comprises only such variables as car ownership, housing tenure, household crowding, and unemployment rate.11 The US index with a more diverse set of indicators, although not as sophisticated as the Breadline Britain index or the UK index of multiple deprivation,1214 is more likely than the Townsend index to capture both absolute and distributive aspects of general living conditions and socioeconomic disadvantage in a community. Besides county, the US deprivation index was constructed at the census tract and zip code levels for 1970, 1980, and 1990 censuses.46

To analyse trends in life expectancy, we used the weighted population decile distribution of the 1990 deprivation index that classified all US counties into 10 groups of approximately equal population size. The groups thus created ranged from being the most-deprived (first decile) to the least-disadvantaged (10th decile) population groups. A majority of the deprived counties were concentrated in the southern region of the US, whereas many of the affluent counties were located in the north-eastern and western regions of the US.46 The 1990 index was used to compute life expectancy estimates for 3-year time periods: 1980–82, 1989–91, and 1998–2000. Age-, sex-, and county-specific deaths for 1980–82, 1989–91, and 1998–2000 were obtained using the national mortality database,7,8 whereas age-, sex-, and county-specific population estimates for the same time periods, developed by the US Census Bureau, served as denominators for computing age-specific mortality rates.9,10 Each of the 3097 counties in the mortality database was assigned one of the 10 deprivation categories. In the case of Alaska and Hawaii, state-level rather than county-level data were used. Life table estimates were calculated by the standard life table methodology by converting observed age-specific mortality rates (for 19 age groups: <1, 1–4, 5–9, ... , 80–84, and ≥85 years) into life table probabilities of dying.15 Infant mortality rate was used to approximate the probability of dying in the first year of life.

Inequalities in life expectancy at birth and at other ages were measured by the absolute difference in life expectancy between the least-deprived group and each of the other deprivation groups. Inequalities across sex and time periods were also measured in relative terms by the percentage change in life expectancy. We also calculated summary indices of inequality for each sex and time period by regressing life expectancy estimates on deprivation levels (deprivation deciles treated as a continuous variable) using weighted least squares regression models, where weights were the population sizes in each deprivation category. Since the deprivation deciles were approximately equal in population size, the weighted and unweighted slope indices of inequality were identical.


    Results
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 Abstract
 Methods
 Results
 Discussion
 References
 
Table 1 presents selected socioeconomic, demographic, and health characteristics of 10 area deprivation groups from 1980 to 2000, whereas Table 2 lists the top 20 and bottom 20 counties in terms of socioeconomic deprivation scores for the 1980, 1990, and 2000 census deprivation indices.10,16 A complete list of counties belonging in each deprivation group is available from the authors. Descriptive data in Table 1 indicate the relative stability and robustness of the county deprivation groups between 1980 and 2000. Although all deprivation groups experienced improved levels of educational attainment, their relative educational standing remained fairly stable during 1980–2000. Compared with the most-deprived group, the proportion of college graduates in the least-deprived group was about 3 times greater in 1980, 1990, and 2000. Median family income was nearly 2 times higher and median home value 3–4 times higher in the least-deprived group than in the most-deprived group during 1980–2000. The poverty rate was at least 3.7 times higher and unemployment rate at least 1.7 times higher in the most-deprived group than in the least-deprived group. More-deprived groups generally had higher proportions of black and rural residents.


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Table 1 Selected socioeconomic, demographic, and health characteristics of 10 area deprivation groups, US, 1980–2000

 

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Table 2 Top 20 and bottom 20 counties in terms of socioeconomic deprivation scoresa for the 1980, 1990, and 2000 US deprivation indicesb

 
Although infant mortality rates declined substantially in all deprivation groups, socioeconomic gradients in infant mortality appeared to have increased since 1980. Compared with the least-deprived group, the infant mortality rate in the most-deprived group was 1.43, 1.49, and 1.63 times greater in 1980, 1990, and 2000, respectively. The more-deprived groups generally had higher homicide and suicide rates, and the differential in suicide rates between the least-deprived and most-deprived groups appeared to have increased during 1980–2000 (Table 1).

Table 3 presents sex-specific and deprivation-specific number of deaths and life expectancy estimates at birth for the US in 1980–82, 1989–91, and 1998–2000. Life expectancy at birth is defined as the number of years a newborn is expected to live given the current levels of mortality at various ages. Since the number of deaths used to calculate life expectancies for each sex and deprivation group was quite large, the life expectancy estimates in Table 3 are expected to be quite robust and associated variances extremely small. Life expectancy at birth varied substantially by time period, sex, and deprivation levels—from a low of 68.7 years for men in the most-deprived group in 1980–82 to a high of 81.3 years for women in the least-deprived group in 1998–2000.


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Table 3 Number of deaths and life expectancy at birth (in years) by sex and socioeconomic deprivation groups, US, 1980–2000

 
In 1980–82, those in less-deprived groups experienced a longer life expectancy at each age than their counterparts in more-deprived groups. In 1980–82, the overall life expectancy at birth was 2.8 years longer for the least-deprived group than for the most-deprived group (75.8 vs 73.0 years). By 1998–2000, the absolute difference in life expectancy at birth had increased to 4.5 years (79.2 vs 74.7 years). Relative differences also increased over the study period; those in the least-deprived group experienced a 3.8% higher life expectancy in 1980–82 and a 6.0% higher life expectancy in 1998–2000 than those in the most-deprived group. The gap in life expectancy at birth between the least-deprived group and the 2nd through 7th most-deprived groups also widened over time. For example, compared with their counterparts in the least-deprived group, those in the third most-deprived group experienced a shorter life expectancy by 2.0 years in 1980–82, 2.3 years in 1989–91, and 2.5 years in 1998–2000. The index of inequality for the total population, as measured by the unstandardized slope, also showed a widening of the deprivation gradient in life expectancy, increasing from 0.25 in 1980–82 to 0.44 in 1998–2000. The standardized slope or correlation coefficient also increased from 0.94 to 0.98, implying an increasingly stronger association between deprivation levels and life expectancy over time.

Inequalities in life expectancy at birth, as measured by both the absolute and relative differences, were larger for males than for females in each period, and the magnitude of the difference increased over time more for males than for females. For males, the absolute difference in life expectancy at birth between the least-deprived and most-deprived groups increased from 3.8 years in 1980–82 to 5.4 years in 1998–2000. For females, the corresponding absolute differences were 1.3 and 3.3 years in the two time periods, respectively. In terms of the relative differences, men in the least-deprived group enjoyed a 5.5% higher life expectancy in 1980–82 and a 7.6% higher life expectancy in 1998–2000 than those in the most-deprived group. Women in the least-deprived group, on the other hand, had a 1.7% higher life expectancy in 1980–82 and a 4.2% higher life expectancy in 1998–2000 than women in the most-deprived group. The slope indices of inequality were larger in magnitude for men than for women, but the consistent increases in the estimated slopes and correlation coefficients during the study period represent increasing area socioeconomic inequalities in life expectancy at birth for both men and women.

Between 1980–82 and 1998–2000, those in higher socioeconomic groups posted larger gains in life expectancy at birth than those in more-deprived groups, contributing to the widening gap. This was apparent for both men and women, but the pattern held much more strongly for men. For men in the most-deprived group, life expectancy at birth increased by 0.23% per year from 1980–82 to 1998–2000, whereas it increased by 0.34% per year for men in the least-deprived group over the same time period. For women in the most-deprived and least-deprived groups, the average annual increases were 0.04 and 0.18%, respectively. The sex difference in life expectancy at birth was higher in more-deprived groups in each time period, and the magnitude of the sex differentials decreased over time across all deprivation groups.

Compared with those in the least-deprived group, those in the most-deprived group generally experienced shorter life expectancies throughout the entire life course (Figures 1 and 2). As expected, the absolute difference in life expectancy between the least-deprived group and the other deprivation groups was greatest at birth, with the difference declining consistently with age. The gap between the least-deprived group and the other more-deprived groups in life expectancy at each age increased during the study period. For example, the life expectancy at age 25 for the most-deprived group was 50.2 years in 1980–82 and 51.4 years in 1998–2000; for the least-deprived group, the life expectancy at age 25 was 52.3 years in 1980–82 and 55.2 years in 1998–2000. The difference thus increased from 2.1 years in 1980–82 to 3.8 years in 1998–2000. Although at advanced ages, such as at ages 70 years and beyond, the absolute difference in life expectancy between the least-deprived and most-deprived groups was small, the patterns in Figures 1 and 2 show increasing inequalities in male and female life expectancies over time.


Figure 1
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Figure 1 Inequalities in life expectancy between the least-deprived and most-deprived socioeconomic groups, US, 1980–2000

 

Figure 2
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Figure 2 Inequalities in male and female life expectancies between the least-deprived and most-deprived deprived socioeconomic groups, US, 1980–2000

 

    Discussion
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 Abstract
 Methods
 Results
 Discussion
 References
 
The long-term trend in US life expectancy indicates dramatic improvements in survival during the first half of the 20th century. Life expectancy at birth increased from 47.3 years in 1900 to 68.2 years in 1950.7 However, the gains in life expectancy in the last two decades or so have been modest, increasing from 73.7 years in 1980 to 77.0 years in 2000 and to 77.6 years in 2003.7,8 Against the backdrop of such impressive improvements in life expectancy, the present study reveals substantial and increasing disparities in US life expectancy over time, with the gap between the least-deprived and most-deprived groups widening from 2.8 years in 1980–82 to 4.5 years in 1998–2000. Clearly, gains in longevity would be substantial if people in the more-deprived groups experienced age-specific mortality rates similar to those of the least-deprived group.

Social inequalities in US life expectancy are not expected to diminish at least for the foreseeable future given large, persistent, and sometimes increasing inequalities in infant and post-neonatal mortality and life expectancy during 2001–2003, particularly those observed between blacks and whites.17 Existence of such marked and growing inequalities in US life expectancy stands in sharp contrast to the goals of Healthy People 2010, which calls for elimination of health inequalities by the end of this decade.1 Similar increasing inequalities in life expectancy have been observed in the UK, where the government in its recent report has acknowledged widening social inequalities in life expectancy and infant mortality despite government efforts to narrow the gap by 2010.12,1820

The pattern of widening inequalities in US life expectancy over the past two decades is consistent with those shown previously for US all-cause, cancer, and cardiovascular mortality trends.46 However, the recent pattern of widening inequalities differed from that observed for the US between 1930 and 1960. The Kitagawa and Hauser study showed substantial gradients in life expectancy at birth by census tract socioeconomic position for the city of Chicago in 1930, 1940, 1950, and 1960. While life expectancy at birth increased with increasing socioeconomic levels in each period, the difference in life expectancy between the lowest and highest socioeconomic groups diminished between 1930 and 1960.21 A recent Canadian study also showed a narrowing of the gap.22 Life expectancy at birth in urban Canada was, respectively, 6.3 and 2.8 years shorter in 1971 for men and women in the poorest quintile compared with their counterparts in the richest quintile. However, by 1996, the inequality in life expectancy between the richest and poorest quintiles had diminished to 5.0 years for men and 1.6 years for women.

Differentials in life expectancy between deprivation groups shown here are probably underestimated because we used counties, rather than smaller and more homogeneous geographic areas such as census tracts, to define deprivation groups. Many urban counties are large geographic areas or population units with substantial socioeconomic heterogeneity.46 Unfortunately, US mortality data are not available for geographic areas smaller than counties for confidentiality protection of individual information on death certificates. Despite this limitation, use of counties may be preferable to census tracts in temporal analyses because counties, unlike census tracts, maintain fairly stable social, political, administrative, and geographical boundaries over time.46 The 1990 deprivation index has been shown to provide a stable socioeconomic classification of counties over time,46 at least over the study period, and the use of the 1980 index produced life expectancy estimates for 1980–82 similar to those based on the 1990 index. For example, in 1980–82, life expectancy at birth (based on the 1980 index) was 72.9 and 73.3 years for the two most-deprived groups and 76.0 and 75.0 years for the two least-deprived groups, respectively. The 2000 deprivation index was not linked to the age-, sex-, and county-specific mortality data, and hence socioeconomic differentials in life expectancy estimates could not be derived for the 1998–2000 period using the 2000 index. The deprivation indices for the 1980, 1990, and 2000 censuses were highly correlated, however. The correlation of the 1990 index with the 1980 index was 0.94 and with the 2000 index 0.96. The high correlations among indices and the relatively stable socioeconomic standing of county deprivation groups in Table 1 confirm the fact that the broad geographical distribution of deprivation and social disadvantage has changed very little over the past several decades, which is a truly remarkable feature of social stratification in the US.46,23 A similar pattern has also been noted for Britain, where the broad geographical pattern in poverty has changed remarkably little over the past century.12,24

Rather than using deprivation deciles based on three different time periods, an advantage of using only the 1990 index was to ensure that the classification of counties into specific deprivation groups remained fixed over time. The small degree of area misclassification that may arise from using the 1990 index for the entire study period is unlikely to significantly affect the general trend of increasing inequalities in life expectancy shown here.

Increasing inequalities in life expectancy by deprivation parallel trends in income inequality, which has risen dramatically in the US over the past three decades.23,2527 The Gini coefficient for family income, a summary measure of income inequality that varies between 0 (complete equality) and 1 (extreme inequality), rose consistently from 0.349 in 1969 to 0.436 in 2002. Another income inequality measure, the ratio of household income at the 90th percentile to household income at the 10th percentile, increased from 8.85 in 1969 to 10.63 in 2001. Our analysis of temporal state-level data (not shown) indicates that the relationship of income inequality with life expectancy at birth in the US, even after adjusting for differences in absolute income levels, has become steeper over time, with standardized regression coefficients varying from –0.65 in 1969–71 to –0.71 in 1979–81 to –0.74 in 1989–91.

The widening socioeconomic inequalities in life expectancy shown here may be related to increasing temporal inequalities in the material and social living conditions between area deprivation groups, both in absolute and relative terms. Absolute differences between deprivation groups in income, wealth and assets (as measured by home ownership and median home value), poverty, unemployment, single-parent households, and health care personnel per capita widened between 1970 and 1990 and between 1980 and 2000, as shown in Table 1. Similarly, the gap in relative income disparity increased markedly.5

Besides material deprivation, psychosocial characteristics such as stress, low control at work, home, or over life circumstances, social support, and social integration are important factors in producing health inequalities.28 Residents of materially deprived areas experience higher levels of social disintegration as they have higher rates of suicide, homicide, violent crime, and migration than those in affluent areas.5 They are also less likely to participate in civic and political processes, as evidenced by the increasingly lower voting rates observed for those in more-deprived groups in each successive US presidential election from 1980 to 1996 (data not shown).29 Materialist and psychosocial interpretations are not competing explanations of health inequalities, however. Rather, psychosocial factors as those mentioned above are more likely to act as proximate factors through which social and material deprivation influences health.28

Temporal socioeconomic inequalities in life expectancy at birth and at other ages may also be related to geographical inequalities in the distribution of other valued social resources and behavioural and health care factors. County-level deprivation levels are strongly associated with lower local government spending on a variety of infrastructural resources (such as public safety, fire protection, social and welfare services, education, affordable housing, and employment) as well as with higher smoking and obesity rates and rates of non-health-care coverage (data not shown).29,30 The fact that the area deprivation groups differ significantly in their levels of urbanization and racial composition suggests that racial/ethnic discrimination, social segregation, and labour market discrimination, in addition to the material, social, and medical care factors identified above, may partly account for socioeconomic inequalities in life expectancy shown here.5,31 Behavioural and social policy interventions (e.g. smoking reduction, tobacco regulation and advertising, cancer screening, prenatal care, and universal health care coverage) have the potential to reduce health inequalities among deprivation groups. However, reducing geographical inequalities in education, income, poverty, unemployment, housing, transportation, and labour market opportunities, the most fundamental determinants of such health inequalities, must be an important public policy goal towards halting the current trend of increasing inequalities and bringing about substantial reductions in the magnitude of existing inequalities in US life expectancy.5,32


KEY MESSAGES

  • Health inequalities in the US, particularly those in all-cause, cardiovascular, and cancer mortality, have continued to widen despite the launch of the national health initiative in 1990 to reduce and ultimately eliminate such inequalities.
  • Previous efforts to analyse temporal inequalities have involved national mortality data using age-adjusted death rates or relative mortality risks, but none have utilized life expectancy data by area deprivation to examine changes in the extent of US health inequalities in the past two decades.
  • Higher life expectancy at birth and other ages were associated with lower levels of deprivation in each time period, with the deprivation gradient in US life expectancy widening substantially between 1980 and 2000 for both males and females.
  • Between 1980 and 2000, those in higher socioeconomic groups experienced larger gains in life expectancy than those in more deprived groups, contributing to the widening gap. Inequalities in US life expectancy were larger for males than for females in each period, and the magnitude of the difference increased over time more for males than for females.
  • Increasing inequalities in life expectancy parallel the rising trend in US income inequality and may reflect increasing polarization among deprivation groups with respect to material and social conditions.

 


    Acknowledgments
 
The views expressed are the authors' and not necessarily those of the Health Resources and Services Administration or the US Department of Health and Human Services. The lead author was at the National Institutes of Health when work on this paper was initiated.

Conflicts of interest: None.


    References
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 Methods
 Results
 Discussion
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1 US Department of Health and Human Services. Tracking Healthy People 2010. Washington, DC: US Government Printing Office, 2000.

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3 Feldman JJ, Makuc DM, Kleinman JC, Cornoni-Huntley J. National trends in educational differentials in mortality. Am J Epidemiol 1989;129:919–33.[Abstract/Free Full Text]

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6 Singh GK, Miller BA, Hankey BF, Feuer EJ, Pickle LW. Changing area socioeconomic patterns in U.S. cancer mortality, 1950–1998: part I—all cancers among men. J Natl Cancer Inst 2002;94:904–15.[Abstract/Free Full Text]

7 Arias E, Anderson RN, Kung HC, Murphy SL, Kochanek KD. Deaths: final data for 2001. Natl Vital Stat Rep 2003;52(3):1–116.[Medline]

8 Hoyert DL, Kung HC, Smith BL. Deaths: preliminary data for 2003. Natl Vital Stat Rep 2005;53(15):1–48.[Medline]

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10 US Census Bureau. Summary File 3, Technical Documentation. 2000 Census of Population and Housing. Washington, DC: US Department of Commerce, 2005.

11 Whitehead M. The Health Divide. London, England: Penguin Books, 1992.

12 Shaw M, Davey Smith G, Dorling D. Health inequalities and new labour: how the promises compare with real progress. BMJ 2005;330:1016–21.[Free Full Text]

13 Gordon D. Census based deprivation indices: their weighting and validation. J Epidemiol Community Health 1995;49:S39–44.[Abstract/Free Full Text]

14 Niggebrugge A, Hayes R, Jones A, Lovett A, Harvey I. The index of multiple deprivation 2000 access domain: a useful indicator of public health? Soc Sci Med 2005;60:2743–53.[CrossRef][Web of Science][Medline]

15 Namboodiri K, Suchindran CM. Life Table Techniques and Their Applications. Orlando, FL: Academic Press, 1987.

16 Bureau of Health Professions. Area Resource File, Technical Documentation. Rockville, MD: Health Resources and Services Administration, 2003.

17 Hoyert DL, Heron M, Murphy SL, Kung HC. Deaths: Final data for 2003. Health E-Stats. Hyattsville, MD: National Center for Health Statistics. Available at: http://www.cdc.gov/nchs/products/pubs/pubd/hestats/finaldeaths03/finaldeaths03.htm (Accessed January 19, 2006).

18 Raleigh VS, Kiri VA. Life expectancy in England: variations and trends by gender, health authority, and level of deprivation. J Epidemiol Community Health 2005;51:649–58.[Medline]

19 Shaw M, Dorling D, Gordon D, Davey Smith G. The Widening Gap: Health Inequalities and Policy in Britain. Bristol: Policy Press, 1999.

20 The UK Department of Health. Tackling Health Inequalities: Status Report on the Programme for Action. London, UK: Department of Health Publications, 2005.

21 Kitagawa EM, Hauser PM. Differential Mortality in the United States: A Study in Socioeconomic Epidemiology. Cambridge, MA: Harvard University Press, 1973.

22 Wilkins R, Bethelot JM, Ng E. Trends in mortality by neighborhood income in urban Canada from 1971 to 1996. Health Rep 2002;13(Suppl):45–72.

23 A. Glasmeier. An Atlas of Poverty in America: One Nation, Pulling Apart 1960–2003. Oxford, England: Routledge, 2005.

24 Dorling D, Mitchell R, Shaw M, Oxford S, Davey Smith G. The ghost of Christmas past: the health effects of poverty in London in 1896 and 1991. BMJ 2000;321:1547–51.[Abstract/Free Full Text]

25 Jones AF, Weinberg DH. The Changing Shape of the Nation's Income Distribution, 1947–1998. Current Population Reports, P60-204. Washington, DC: US Census Bureau, 2000.

26 Walt CD, Proctor BD, Mills RJ. Income, Poverty, and Health Insurance Coverage in the United States: 2003. Current Population Reports, P60-226. Washington, DC: US Census Bureau; 2004.

27 Danziger S, Gottschalk P (eds). Uneven Tides: Rising Inequality in America. New York, NY: Russell Sage Foundation, 1994.

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29 US Census Bureau. County and City Data Book, 2000 CD-ROM. Washington, DC: US Government Printing Office, 2000.

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31 Williams DR, Neighbors HW, Jackson, JS. Racial/ethnic discrimination and health: findings from community studies. Am J Public Health 2003;93:200–08.[Abstract/Free Full Text]

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