Volume 50 - Article 22 | Pages 583–624
Subnational contribution to life expectancy and life span variation changes: Evidence from the United States
By Wen Su, Alyson van Raalte, Jose Manuel Aburto, Vladimir Canudas-Romo
References
Aburto, J.M., Alvarez, J.A., Villavicencio, F., and Vaupel, J.W. (2019). The threshold age of the lifetable entropy. Demographic Research 41(4): 83–102.
Aburto, J.M., Basellini, U., Baudisch, A., and Villavicencio, F. (2022). Drewnowski’s index to measure lifespan variation: Revisiting the Gini coefficient of the life table. Theoretical Population Biology 148: 1–10.
Aburto, J.M. and Beltrán-Sánchez, H. (2019). Upsurge of homicides and its impact on life expectancy and life span inequality in Mexico, 2005–2015. American Journal of Public Health 109(3): 483–489.
Aburto, J.M., Kristensen, F.F., and Sharp, P. (2021). Black-white disparities during an epidemic: Life expectancy and lifespan disparity in the US, 1980–2000. Economics and Human Biology 40: 100937.
Aburto, J.M. and Raalte, A. (2018). Lifespan dispersion in times of life expectancy fluctuation: The case of Central and Eastern Europe. Demography 55(6): 2071–2096.
Aburto, J.M., Schöley, J., Kashnitsky, I., Zhang, L., Rahal, C., Missov, T.I., Mills, M.C., Dowd, J.B., and Kashyap, R. (2021). Quantifying impacts of the COVID-19 pandemic through life-expectancy losses: A population-level study of 29 countries. International Journal of Epidemiology 51(1): 63–74.
Aburto, J.M., Tilstra, A.M., Floridi, G., and Dowd, J.B. (2022). Significant impacts of the COVID-19 pandemic on race/ethnic differences in US mortality. Proceedings of the National Academy of Sciences 119(35): e2205813119.
Aburto, J.M., Villavicencio, F., Basellini, U., Kjærgaard, S., and Vaupel, J.W. (2020). Dynamics of life expectancy and life span equality. Proceedings of the National Academy of Sciences 117(10): 5250.
Acciai, F. and Firebaugh, G. (2019). Twin consequences of rising U.S. death rates among young adults: Lower life expectancy and greater lifespan variability. Preventive Medicine 127: 105793.
Allison, P.D. (1978). Measures of inequality. American Sociological Review 43(6): 865–880.
Andrasfay, T. and Goldman, N. (2021). Reductions in 2020 US life expectancy due to COVID-19 and the disproportionate impact on the Black and Latino populations. Proceedings of the National Academy of Sciences 118(5): e2014746118.
Arias, E. and Tejada-Vera, B. (2023). Differential impact of the COVID-19 pandemic on excess mortality and life expectancy loss within the Hispanic population. Demographic Research 48(12): 339–352.
Arthur, W.B. and Vaupel, J.W. (1984). Some general relationships in population dynamics. Population Index 50(2): 214–226.
Avendano, M. and Kawachi, I. (2014). Why do Americans have shorter life expectancy and worse health than do people in other high-income countries? Annual Review of Public Health 35(1): 307–325.
Barbieri, M. (2018). The contribution of drug-related deaths to the US disadvantage in mortality. International Journal of Epidemiology 48(3): 945–953.
Boing, A.F., Boing, A.C., Cordes, J., Kim, R., and Subramanian, S.V. (2020). Quantifying and explaining variation in life expectancy at census tract, county, and state levels in the United States. Proceedings of the National Academy of Sciences 117(30): 17688–17694.
Brown, D.C., Lariscy, J.T., and Walker, B.H. (2023). State-level trends in lifespan variability in the United States, 1960–2019: A research note. Demography 60(1): 1–14.
Canudas-Romo, V. (2008). The modal age at death and the shifting mortality hypothesis. Demographic Research 19(30): 1179–1204.
Canudas-Romo, V., Shen, T., and Payne, C. (2021). The role of reductions in old-age mortality in old-age population growth. Demographic Research 44(44): 1073–1084.
Canudas-Romo, V., Shen, T., and Payne, C.F. (2022). The components of change in population growth rates. Demography 59(2): 417–431.
Case, A. and Deaton, A. (2021). Deaths of despair and the future of capitalism. Princeton: Princeton University Press.
Colchero, F., Rau, R., Jones, O.R., Barthold, J.A., Conde, D.A., Lenart, A., Nemeth, L., Scheuerlein, A., Schoeley, J., Torres, C., Zarulli, V., Altmann, J., Brockman, D.K., Bronikowski, A.M., Fedigan, L.M., Pusey, A.E., Stoinski, T.S., Strier, K.B., Baudisch, A., Alberts, S.C., and Vaupel, J.W. (2016). The emergence of longevous populations. Proceedings of the National Academy of Sciences 113(48): 7681.
Couillard, B.K., Foote, C.L., Gandhi, K., Meara, E., and Skinner, J. (2021). Rising geographic disparities in US mortality. Journal of Economic Perspectives 35(4): 123–146.
De Ramos, I.P., Auchincloss, A.H., and Bilal, U. (2022). Exploring inequalities in life expectancy and lifespan variation by race/ethnicity and urbanicity in the United States: 1990 to 2019. SSM – Population Health 19(101230).
Denney, J.T., McNown, R., Rogers, R.G., and Doubilet, S. (2013). Stagnating life expectancies and future prospects in an age of uncertainty. Social Science Quarterly 94(2): 445–461.
Dwyer-Lindgren, L., Bertozzi-Villa, A., Stubbs, R.W., Morozoff, C., Kutz, M.J., Huynh, C., Barber, R.M., Shackelford, K.A., Mackenbach, J.P., Lenthe, F.J., Flaxman, A.D., Naghavi, M., Mokdad, A.H., and Murray, C.J.L. (2016). US county-level trends in mortality rates for major causes of death, 1980–2014. JAMA 316(22): 2385–2401.
Edwards, R.D. (2011). Changes in world inequality in length of life: 1970–2000. Population and Development Review 37(3): 499–528.
Edwards, R.D. and Tuljapurkar, S. (2005). Inequality in life spans and a new perspective on mortality convergence across industrialized countries. Population and Development Review 31(4): 645–674.
Enroth, L., Jasilionis, D., Németh, L., Strand, B.H., Tanjung, I., Sundberg, L., Fors, S., Jylhä, M., and Brønnum-Hansen, H. (2022). Changes in socioeconomic differentials in old age life expectancy in four Nordic countries: The impact of educational expansion and education-specific mortality. European Journal of Ageing 19(2): 161–173.
Fenelon, A. (2013). Geographic divergence in mortality in the United States. Population and Development Review 39(4): 611–634.
Fenelon, A. and Preston, S.H. (2012). Estimating smoking-attributable mortality in the United States. Demography 49(3): 797–818.
Firebaugh, G., Acciai, F., Noah, A., Prather, C.J., and Nau, C. (2014). Why the racial gap in life expectancy is declining in the United States. Demographic Research 31(32): 975–1006.
Fisman, D. (2022). Universal healthcare and the pandemic mortality gap. Proceedings of the National Academy of Sciences 119(29): e2208032119.
Franklin, R.S. (2014). An examination of the geography of population composition and change in the United States, 2000–2010: Insights from geographical indices and a shift–share analysis. Population, Space and Place 20(1): 18–36.
Galea, S. and Abdalla, S.M. (2022). State firearm laws and firearm-related mortality and morbidity. JAMA 328(12): 1189–1190.
Gillespie, D.O.S., Trotter, M.V., and Tuljapurkar, S.D. (2014). Divergence in age patterns of mortality change drives international divergence in lifespan inequality. Demography 51(3): 1003–1017.
Glaeser, E.L. and Tobio, K. (2008). The rise of the Sunbelt. Southern Economic Journal 74(3): 609–643.
Goldman, N. and Andrasfay, T. (2022). Life expectancy loss among Native Americans during the COVID-19 pandemic. Demographic Research 47(9): 233–246.
Goldstick, J.E., Zeoli, A., Mair, C., and Cunningham, R.M. (2019). US firearm-related mortality: National, state, and population trends, 1999–2017. Health Affairs 38(10): 1646–1652.
Graetz, N. and Elo, I.T. (2022). Decomposing county-level working-age mortality trends in the United States between 1999–2001 and 2015–2017. Spatial Demography 10(1): 33–74.
Harper, S., Riddell, C.A., and King, N.B. (2021). Declining life expectancy in the United States: Missing the trees for the forest. Annual Review of Public Health 42(1): 381–403.
Heimer, R.Z., Myrseth, K.O.R., and Schoenle, R.S. (2019). YOLO: Mortality beliefs and household finance puzzles. The Journal of Finance 74(6): 2957–2996.
Hendi, A.S. and Ho, J.Y. (2021). Immigration and improvements in American life expectancy. SSM – Population Health 15(100914).
Hiam, L., Minton, J., and McKee, M. (2021). What can lifespan variation reveal that life expectancy hides? Comparison of five high-income countries. Journal of the Royal Society of Medicine 114(8): 389–399.
Ho, J.Y. and Hendi, A.S. (2018). Recent trends in life expectancy across high income countries: Retrospective observational study. BMJ 362: k2562.
Ho, J.Y. and Preston, S.H. (2010). US mortality in an international context: Age variations. Population and Development Review 36(4): 749–773.
Jasilionis, D., Raalte, A.A., Klüsener, S., and Grigoriev, P. (2023). The underwhelming German life expectancy. European Journal of Epidemiology 38(8): 839–850.
Keyfitz, N. (1977). What difference would it make if cancer were eradicated? An examination of the Taeuber paradox. Demography 14(4): 411–418.
Lariscy, J.T., Nau, C., Firebaugh, G., and Hummer, R.A. (2015). Hispanic-White differences in lifespan variability in the United States. Demography 53(1): 215–239.
Lee, R. (2011). The outlook for population growth. Science 333(6042): 569–573.
Lee, R. and Zhou, Y. (2017). Does fertility or mortality drive contemporary population aging? The revisionist view revisited. Population and Development Review 43(2): 285–301.
Leser, C.E.V. (1955). Variations in mortality and life expectation. Population Studies 9(1): 67–71.
Luck, A.N., Elo, I.T., Preston, S.H., Paglino, E., Hempstead, K., and Stokes, A.C. (2023). COVID-19 and all-cause mortality by race, ethnicity, and age across five periods of the pandemic in the United States. Population Research and Policy Review 42(4): 71.
Luy, M., Zannella, M., Wegner-Siegmundt, C., Minagawa, Y., Lutz, W., and Caselli, G. (2019). The impact of increasing education levels on rising life expectancy: A decomposition analysis for Italy, Denmark, and the USA. Genus 75(1): 11.
Mattson, C.L., Tanz, L.J., Quinn, K., Kariisa, M., Patel, P., and Davis, N.L. (2021). Trends and geographic patterns in drug and synthetic opioid overdose deaths – United States, 2013–2019. MMWR (Morbidity and Mortality Weekly Report) 70: 202–207.
Mehta, N.K., Abrams, L.R., and Myrskylä, M. (2020). US life expectancy stalls due to cardiovascular disease, not drug deaths. Proceedings of the National Academy of Sciences 117(13): 6998–7000.
Montez, J.K. (2020). US state polarization, policymaking power, and population health. The Milbank Quarterly 98(4): 1033–1052.
Montez, J.K., Beckfield, J., Cooney, J.K., Grumbach, J.M., Hayward, M.D., Koytak, H.Z., Woolf, S.H., and Zajacova, A. (2020). US state policies, politics, and life expectancy. The Milbank Quarterly 98(3): 668–699.
Montez, J.K., Zajacova, A., Hayward, M.D., Woolf, S.H., Chapman, D., and Beckfield, J. (2019). Educational disparities in adult mortality across US states: How do they differ, and have they changed since the mid-1980s? Demography 56(2): 621–644.
NCHS (2023). Single-race Population Estimates, United States, 2010–2020. July 1st resident population by state, age, sex, single-race, and Hispanic origin, on CDC Wonder US Census Bureau, and CDC's National Center for Health Statistics [electronic resource].
Nepomuceno, M.R., Cui, Q., Raalte, A., Aburto, J.M., and Canudas-Romo, V. (2021). The cross-sectional average inequality in lifespan (CAL†): A lifespan variation measure that reflects the mortality histories of cohorts. Demography 59(1): 187–206.
Ni, M.Y., Canudas-Romo, V., Shi, J., Flores, F.P., Chow, M.S.C., Yao, X.I., Ho, S.Y., Lam, T.H., Schooling, C.M., Lopez, A.D., Ezzati, M., and Leung, G.M. (2021). Understanding longevity in Hong Kong: A comparative study with long-living, high-income countries. The Lancet Public Health 6(12): e919–e931.
Nolte, E. and McKee, C.M. (2012). In amenable mortality – deaths avoidable through health care – progress in the US lags that of three European countries. Health Affairs 31(9): 2114–2122.
Openshaw, S. (1984). The modifiable areal unit problem. Norwich: Geo Books.
Palloni, A. and Yonker, J.A. (2016). Is the US old-age mortality advantage vanishing? Population and Development Review 42(3): 465–489.
Peltzman, S. (2009). Mortality inequality. Journal of Economic Perspectives 23(4): 175–190.
Permanyer, I. and Scholl, N. (2019). Global trends in lifespan inequality: 1950–2015. PLOS ONE 14(5): e0215742.
Pollard, J.H. (1988). On the decomposition of changes in expectation of life and differentials in life expectancy. Demography 25(2): 265–276.
Preston, S., Heuveline, P., and Guillot, M. (2001). Demography: Measuring and modeling population processes. Malden, MA: Blackwell Publishers.
Preston, S.H. and Coale, A.J. (1982). Age structure, growth, attrition, and accession: A New synthesis. Population Index 48(2): 217–259.
Preston, S.H. and Stokes, A. (2012). Sources of population aging in more and less developed countries. Population and Development Review 38(2): 221–236.
Preston, S.H. and Vierboom, Y.C. (2021). The changing age distribution of the United States. Population and Development Review 47(2): 527–539.
Raalte, A.A. and Caswell, H. (2013). Perturbation analysis of indices of lifespan variability. Demography 50(5): 1615–1640.
Raalte, A.A., Sasson, I., and Martikainen, P. (2018). The case for monitoring life-span inequality. Science 362(6418): 1002.
Riddell, C.A., Morrison, K.T., Kaufman, J.S., and Harper, S. (2018). Trends in the contribution of major causes of death to the black-white life expectancy gap by US state. Health and Place 52: 85–100.
Rizzi, S., Gampe, J., and Eilers, P.H.C. (2015). Efficient estimation of smooth distributions from coarsely grouped data. American Journal of Epidemiology 182(2): 138–147.
Rizzi, S., Thinggaard, M., Engholm, G., Christensen, N., Johannesen, T.B., Vaupel, J.W., and Lindahl-Jacobsen, R. (2016). Comparison of non-parametric methods for ungrouping coarsely aggregated data. BMC Medical Research Methodology 16(1): 59.
Rogers, R.G., Hummer, R.A., Vinneau, J.M., and Lawrence, E.M. (2020). Greater mortality variability in the United States in comparison with peer countries. Demographic Research 42(36): 1039–1056.
Roy, B., Kiefe, C.I., Jacobs, D.R., Goff, D.C., Lloyd-Jones, D., Shikany, J.M., Reis, J.P., Gordon-Larsen, P., and Lewis, C.E. (2020). Education, race/ethnicity, and causes of premature mortality among middle-aged adults in 4 US urban communities: Results from CARDIA, 1985–2017. American Journal of Public Health 110(4): 530–536.
Sasson, I. (2016). Trends in life expectancy and lifespan variation by educational attainment: United States, 1990–2010. Demography 53(2): 269–293.
Schöley, J., Aburto, J.M., Kashnitsky, I., Kniffka, M.S., Zhang, L., Jaadla, H., Dowd, J.B., and Kashyap, R. (2022). Life expectancy changes since COVID-19. Nature Human Behaviour 6: 1649–1659.
Schwandt, H., Currie, J., Bär, M., Banks, J., Bertoli, P., Bütikofer, A., Cattan, S., Chao, B.Z.Y., Costa, C., González, L., Grembi, V., Huttunen, K., Karadakic, R., Kraftman, L., Krutikova, S., Lombardi, S., Redler, P., Riumallo-Herl, C., Rodríguez-González, A., Salvanes, K.G., Santana, P., Thuilliez, J., Doorslaer, E., Van Ourti, T., Winter, J.K., Wouterse, B., and Wuppermann, A. (2021). Inequality in mortality between Black and White Americans by age, place, and cause and in comparison to Europe. Proceedings of the National Academy of Sciences 118(40): e2104684118.
Schwandt, H., Currie, J., Wachter, T., Kowarski, J., Chapman, D., and Woolf, S.H. (2022). Changes in the relationship between income and life expectancy before and during the COVID-19 pandemic, California, 2015–2021. JAMA 328(4): 360–366.
Scott-Sheldon, L.A.J., Carey, M.P., Vanable, P.A., and Senn, T.E. (2010). Subjective life expectancy and health behaviors among STD clinic patients. American Journal of Health Behavior 34(3): 349–361.
Shkolnikov, V.M., Andreev, E.M., and Begun, A. (2003). Gini coefficient as a life table function: Computation from discrete data, decomposition of differences and empirical examples. Demographic Research 8(11): 305–358.
Shkolnikov, V.M., Andreev, E.M., Jasilionis, D., Leinsalu, M., Antonova, O.I., and McKee, M. (2006). The changing relation between education and life expectancy in central and eastern Europe in the 1990s. Journal of Epidemiology and Community Health 60(10): 875–881.
Shkolnikov, V.M., Andreev, E.M., Zhang, Z., Oeppen, J., and Vaupel, J.W. (2011). Losses of expected lifetime in the United States and other developed countries: Methods and empirical analyses. Demography 48(1): 211–239.
Timonin, S., Shkolnikov, V.M., Jasilionis, D., Grigoriev, P., Jdanov, D.A., and Leon, D.A. (2016). Disparities in length of life across developed countries: Measuring and decomposing changes over time within and between country groups. Population Health Metrics 14(1): 29.
Torres, C., Canudas-Romo, V., and Oeppen, J. (2019). The contribution of urbanization to changes in life expectancy in Scotland, 1861–1910. Population Studies 73(3): 387–404.
Tuljapurkar, S. (2010). The final inequality: Variance in age at death. In: Shoven, J.B. (ed.). Demography and the economy. Chicago: University of Chicago Press: 209–221.
U.S.Census Bureau (2022). The race estimates of the population from the Population Estimates Program (PEP [electronic resource].
USMD (2023). United States Mortality Database (USMD) University of California Berkeley (USA [electronic resource].
Vaupel, J.W. (2010). Biodemography of human ageing. Nature 464(7288): 536–542.
Vaupel, J.W. (1986). How change in age-specific mortality affects life expectancy. Population Studies 40(1): 147–157.
Vaupel, J.W. and Canudas-Romo, V. (2003). Decomposing change in life expectancy: A bouquet of formulas in honor of Nathan Keyfitz’s 90th birthday. Demography 40(2): 201–216.
Vaupel, J.W. and Canudas-Romo, V. (2002). Decomposing demographic change into direct vs. compositional components. Demographic Research 7(1): 1–14.
Vaupel, J.W. and Carey, J.R. (1993). Compositional interpretations of medfly mortality. Science 260(5114): 1666–1667.
Vaupel, J.W., Villavicencio, F., and Bergeron-Boucher, M.P. (2021). Demographic perspectives on the rise of longevity. Proceedings of the National Academy of Sciences 118(9): e2019536118.
Vaupel, J.W. and Yashin, A.I. (1985). Heterogeneity’s ruses: Some surprising effects of selection on population dynamics. The American Statistician 39(3): 176–185.
Vaupel, J.W. and Zhang, Z. (2010). Attrition in heterogeneous cohorts. Demographic Research 23(26): 737–748.
Vaupel, J.W., Zhang, Z., and Raalte, A.A. (2011). Life expectancy and disparity: An international comparison of life table data. BMJ Open 1(1): 000128.
Vierboom, Y.C., Preston, S.H., and Hendi, A.S. (2019). Rising geographic inequality in mortality in the United States. SSM – Population Health 9(100478).
Wagner, P. (2010). Sensitivity of life disparity with respect to changes in mortality rates. Demographic Research 23(3): 63–72.
Walker, B.H. and Brown, D.C. (2022). Trends in lifespan variation across the spectrum of rural and urban places in the United States, 1990–2017. SSM – Population Health 19(101213).
Wilmoth, J., Andreev, E.M., Jdanov, D.A., Glei, D.A., and Riffe, T. (2021). Methods protocol for the Human Mortality Database. Max Planck Institute for Demographic Research (Germany), University of California, Berkeley (USA), and French Institute for Demographic Studies (France).
Wilmoth, J.R. and Horiuchi, S. (1999). Rectangularization revisited: Variability of age at death within human populations*. Demography 36(4): 475–495.
Wintemute, G.J. (2015). The epidemiology of firearm violence in the twenty-first century United States. Annual Review of Public Health 36(1): 5–19.
Woolf, S.H., Masters, R.K., and Aron, L.Y. (2022). Changes in life expectancy between 2019 and 2020 in the US and 21 peer countries. JAMA Network Open 5(4): e227067–e227067.
Woolf, S.H. and Schoomaker, H. (2019). Life expectancy and mortality rates in the United States, 1959–2017. JAMA 322(20): 1996–2016.
Xu, W., Engelman, M., and Fletcher, J. (2021). From convergence to divergence: Lifespan variation in US states, 1959–2017. SSM – Population Health 16(100987).
Zhang, Z. and Li, Q. (2020). The ratio of expansion to compression: A new measure of lifespan disparity. PLOS ONE 15(12): e0243482.
Zhang, Z. and Vaupel, J.W. (2009). The age separating early deaths from late deaths. Demographic Research S8(29): 721–730.