Abstract
This article quantifies the association between individual income and remaining life expectancy at the statutory retirement age (65) in the Netherlands. For this purpose, we estimate a mortality risk model using a large administrative data set that covers the 1996–2007 period. Besides age and marital status, the model includes as covariates individual and spouse’s income as well as a random individual specific effect. It thus allows for dynamic selection based on both observed and unobserved characteristics. We find that conditional on marital status, individual income is about equally strong and negatively associated with mortality risk for men and women and that spouse’s income is only weakly associated with mortality risk for women. For both men and women, we quantify remaining life expectancy at age 65 for low-income individuals as approximately 2.5 years less than that for high-income individuals.
Similar content being viewed by others
Notes
For a discussion on the implications for public health policy, we refer to epidemiological studies, such as Huisman et al. (2005) and the references therein.
Because of immigration, 532 individuals were older than 65 when they entered the panel after 1996. Estimating the model using only the 58.5 % of individuals who entered the panel in 1996 does not affect the main conclusions of this article.
About 8 % of the households have other household members, mostly children. Excluding these households would not affect our main results, which also remain unaffected by the use of a standardized (equivalized) income concept or pension income only.
Following Statistics Netherlands guidelines, we do not report statistics based on a number of observations below 25. These statistics are designated in the tables by dashes.
In our sample, about 25 % of married women age 65–69 receive an occupational pension; for women age 70–74, this figure is about 20 %, and for women age 75 or older, it is about 16 %.
We refer to our working paper, Kalwij et al. (2009), for the technical details.
The estimates of unconditional remaining life expectancy at age 65 are 15.99 (0.49) for men and 18.41 (0.38) for women. For these calculations, we estimated the mortality risk model using only age and year dummy variables as covariates.
An individual with low life expectancy prefers to retire earlier than an individual with high life expectancy, ceteris paribus (Bloom et al. 2003).
References
Aarts, M. J., Lemmens, V. E. P. P., Louwman, M. W. J., Kunst, A. E., & Coebergh, J. W. W. (2010). Socioeconomic status and changing inequalities in colorectal cancer? A review of the associations with risk, treatment and outcome. European Journal of Cancer, 46, 2681–2695.
Attanasio, O. P., & Emmerson, C. (2003). Mortality, health status and wealth. Journal of the European Economic Association, 1, 821–850.
Attanasio, O. P., & Hoynes, H. W. (2000). Differential mortality and wealth accumulation. Journal of Human Resources, 35, 1–29.
Barker, D. J. P. (1995). Fetal origins of coronary heart disease. British Medical Journal, 311, 171–174.
Barker, D. J. P. (1997). Maternal nutrition, fetal nutrition and diseases in later life. Nutrition, 13, 807–813.
Blakely, T., Kawachi, I., Atkinson, J., & Fawcett, J. (2004). Income and mortality: The shape of the association and confounding New Zealand Census-Mortality Study, 1981–1999. International Journal of Epidemiology, 33, 874–883.
Bloom, D. E., Canning, D., & Graham, B. (2003). Longevity and life-cycle savings. The Scandinavian Journal of Economics, 105, 319–338.
Bonenkamp, J. (2007). Measuring lifetime redistribution in Dutch occupational pensions (CPB Discussion Paper 82). Den Haag: Netherlands Bureau for Economic Policy Analysis.
Brown, J. R. (2000). Differential mortality and the value of individual account retirement annuities (NBER Working Paper 7560). Cambridge, MA: National Bureau of Economic Research.
Cameron, A. C., & Trivedi, P. K. (2005). Microeconometrics, methods and applications. New York: Cambridge University Press.
Cameron, S. V., & Heckman, J. J. (1998). Life cycle schooling and dynamic selection bias: Models and evidence for five cohorts of American males. Journal of Political Economy, 106, 262–333.
Case, A., Fertig, A., & Paxson, C. (2005). The lasting impact of childhood health and circumstances. Journal of Health Economics, 24, 365–389.
Case, A., Lubotsky, D., & Paxson, C. (2002). Economic status and health in childhood: The origins of the gradient. American Economic Review, 92, 1308–1334.
Centraal Bureau voor de Statistiek (CBS). (2009a). Documentatierapport Inkomenspanel onderzoek (IPO) [Documentation Dutch income panel study]. Voorburg, The Netherlands: Centrum voor Beleidsstatistiek.
Centraal Bureau voor de Statistiek (CBS). (2009b). Documentatierapport Doodsoorzaken (DO) [Documentation causes of death registry]. Voorburg, The Netherlands: Centrum voor Beleidsstatistiek.
Duleep, H. O. (1986). Measuring income’s effect on adult mortality using longitudinal administrative record data. Journal of Human Resources, 21, 238–251.
Flores, M., & Kalwij, A. (2011). The associations between early life circumstances and later life health and employment in the Netherlands and Spain (Netspar Discussion Paper 04/2011–040). Retrieved from www.netspar.nl/
Grossman, M. (1972). On the concept of health capital and the demand for health. Journal of Political Economy, 80, 223–255.
Grossman, M. (2000). The human capital model. In A. J. Culyer & J. P. Newhouse (Eds.), Handbook of health economics (Vol. 1A, pp. 347–408). New York: Elsevier/North-Holland.
Hári, N. (2007). Modeling mortality: Empirical studies on the effect of mortality on annuity markets (CentER dissertation series No. 187). Tilburg, The Netherlands: Tilburg University.
Huisman, M., Kunst, A. E., Andersen, O., Bopp, M., Borgan, J.-K., Borrell, C., . . . Mackenbach, J. P. (2004). Socioeconomic inequalities in mortality among elderly people in 11 European populations. Journal of Epidemiology and Community Health, 58, 468–475.
Huisman, M., Kunst, A. E., Bopp, M., Borgan, J.-K., Borrell, C., Costa, G., . . . Mackenbach, J. P. (2005). Educational inequalities in cause-specific mortality in middle-aged and older men and women in eight western European populations. Lancet, 365, 493–500.
Huisman, M., & Mackenbach, J. P. (2007). Intelligence and the explanation for socio-economic inequalities in health. Nederlands Tijdschrift voor Geneeskunde, 151, 1076–1082.
Hupfeld, S. (2009). Rich and healthy—Better than poor and sick? An empirical analysis of income, health, and the duration of the pension benefit spell. Journal of Health Economics, 28, 427–443.
Hurd, M. D., McFadden, D., & Merrill, A. (1999). Predictors of mortality among elderly (NBER working paper 7440). Cambridge, MA: National Bureau of Economic Research.
Kalwij, A. S., Alessie, R. J. M., & Knoef, M. G. (2009). The association between individual income and remaining life expectancy at the age of 65 in the Netherlands (Netspar Discussion Paper 09/2009–033). Retrieved from www.netspar.nl/
Knoef, M. G., Alessie, R. J. M., & Kalwij, A. S. (2009). Changes in the income distribution of the Dutch elderly over the years 1989–2020: A microsimulation (Netspar Discussion Paper 09/2009–030). Retrieved from www.netspar.nl/
Kunst, A. E., Bos, V., Andersen, O., Cardano, M., Costa, G., Harding, S., . . . Mackenbach, J. P. (2004). Monitoring of trends in socioeconomic inequalities in mortality: Experiences from a European project. Demographic Research, Special Collection, 2(article 9), 229–254. doi:10.4054/DemRes.2004.S2.9
Kunst, A. E., & Mackenbach, J. P. (1994). The size of mortality differences associated with educational level in nine industrialized countries. American Journal of Public Health, 84, 932–937.
Lindahl, M. (2005). Estimating the effect of income on health and mortality using lottery prizes as an exogenous source of variation in income. Journal of Human Resources, 40, 144–168.
Macintyre, S. (1997). The black report and beyond: What are the issues? Social Science & Medicine, 44, 723–745.
Marmot, M. G., Smith, G. D., Stansfeld, S., Patel, C., North, F., Head, J., . . . Feeny, A. (1991). Health inequalities among British civil servants: The Whitehall II study. Lancet, 337, 1387–1393.
Martikainen, P., Mäkelä, P., Koskinen, S., & Valkonen, T. (2001). Income differences in mortality: A register-based follow-up study of three million men and women. International Journal of Epidemiology, 30, 1397–1405.
McDonough, P., Williams, D. R., & House, J. S. (1999). Gender and the socioeconomic gradient in mortality. Journal of Health and Social Behavior, 40, 17–31.
Menchik, P. L. (1993). Economic status as a determinant of mortality among black and white older men: Does poverty kill? Population Studies, 47, 427–436.
Nelissen, J. H. M. (1999). Mortality differences related to socioeconomic status and the progressivity of old-age pensions and health insurance: The Netherlands. European Journal of Population, 15, 77–97.
Osler, M., Prescott, E., Grønbæk, M., Christensen, U., Due, P., & Engholm, G. (2002). Income inequality, individual income, and mortality in Danish adults: Analysis of pooled data from two cohort studies. British Medical Journal, 324, 13–16.
Palme, M., & Sandgren, S. (2008). Parental income, lifetime income, and mortality. Journal of the European Economic Association, 6, 890–911.
Ridder, G. (1984). The distribution of single-spell duration data. In G. R. Neumann & N. Westergard-Nielsen (Eds.), Studies in labor market analysis (pp. 45–74). Berlin, Germany: Springer-Verlag.
Simonovits, A. (2006). Optimal design of pension rule with flexible retirement: The two-type case. Journal of Economics, 89, 197–222.
Smith, J. P. (1999). Healthy bodies and thick wallets: The dual relation between health and economic status. Journal of Economic Perspectives, 13, 145–166.
Snyder, S. E., & Evans, W. N. (2006). The effect of income on mortality: Evidence from the social security notch. The Review of Economics and Statistics, 88, 482–495.
Stichting van de Arbeid. (2010). Pension Accord, Spring 2010 (in Dutch). Retrieved from www.stvda.nl/
Sullivan, D., & Von Wachter, T. (2009). Average earnings and long-term mortality: Evidence from administrative data. American Economic Review: Papers & Proceedings, 99, 133–138.
Torssander, J., & Erikson, R. (2009). Marital partner and mortality: The effects of social position of both spouses. Journal of Epidemiology and Community Health, 63, 992–998.
Van den Berg, G. J. (2001). Duration models: Specification, identification, and multiple durations. In J. J. Heckman & E. Leamer (Eds.), Handbook of econometrics (Vol. 5, pp. 3381–3460). Amsterdam, The Netherlands: Elsevier/North-Holland.
Van den Berg, G., Lindeboom, M., & Portrait, F. (2006). Economic conditions early in life and individual mortality. American Economic Review, 96, 290–302.
van Kippersluis, H., O’Donell, O., & Van Doorslaer, E. (2011). Long run returns to education: Does schooling lead to an extended old age? Journal of Human Resources, 46, 695–721.
von Gaudecker, H.-M., & Scholz, R. D. (2007). Differential mortality by lifetime earnings in Germany. Demographic Research, 17(article 4), 83–108. doi:10.4054/DemRes.2007.17.4
Whitehouse, E. R., & Zaidi, A. (2008). Socio-economic differences in mortality: Implications for pension policies (OECD Social, Employment and Migration Working Paper 71). Paris, France: OECD Publishing.
Wooldridge, J. M. (2001). Econometric analysis of cross section and panel data. Cambridge, MA: MIT Press.
Acknowledgments
Financial support from Stichting Instituut GAK (through Netspar) is gratefully acknowledged. We wish to thank Margherita Borella, Koen Caminada, Katherine Carman, Stefan Hochguertel, Arie Kapteyn, Pierre Carl Michaud, seminar participants at the Utrecht School of Economics, the Center for Research on Pensions and Welfare policies in Turin (CeRP’s 10th anniversary conference), University of Padova, the Netspar workshop “Labour Force Participation and Well-being of the 50+ Population” (September 2009), the European Society for Population Economics Conference 2010, the Econometric Society World Congress 2010, and two anonymous referees for valuable comments and discussions.
Author information
Authors and Affiliations
Corresponding author
Appendix
Appendix
Rights and permissions
About this article
Cite this article
Kalwij, A.S., Alessie, R.J.M. & Knoef, M.G. The Association Between Individual Income and Remaining Life Expectancy at the Age of 65 in the Netherlands. Demography 50, 181–206 (2013). https://doi.org/10.1007/s13524-012-0139-3
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13524-012-0139-3