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Published in: European Journal of Ageing 2/2018

Open Access 01-06-2018 | Original Investigation

Predictors of decline in self-reported health: addressing non-ignorable dropout in longitudinal studies of aging

Authors: Minna Genbäck, Nawi Ng, Elena Stanghellini, Xavier de Luna

Published in: European Journal of Ageing | Issue 2/2018

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Abstract

Predictors of decline in health in older populations have been investigated in multiple studies before. Most longitudinal studies of aging, however, assume that dropout at follow-up is ignorable (missing at random) given a set of observed characteristics at baseline. The objective of this study was to address non-ignorable dropout in investigating predictors of declining self-reported health (SRH) in older populations (50 years or older) in Sweden, the Netherlands, and Italy. We used the SHARE panel survey, and since only 2895 out of the original 5657 participants in the survey 2004 were followed up in 2013, we studied whether the results were sensitive to the expectation that those dropping out have a higher proportion of decliners in SRH. We found that older age and a greater number of chronic diseases were positively associated with a decline in self-reported health in the three countries studies here. Maximum grip strength was associated with decline in self-reported health in Sweden and Italy, and self-reported limitations in normal activities due to health problems were associated with decline in self-reported health in Sweden. These results were not sensitive to non-ignorable dropout. On the other hand, although obesity was associated with decline in a complete case analysis, this result was not confirmed when performing a sensitivity analysis to non-ignorable dropout. The findings, thereby, contribute to the literature in understanding the robustness of longitudinal study results to non-ignorable dropout while considering three different population samples in Europe.
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Literature
go back to reference Ayyagari P et al (2012) Self-rated health trajectories in the African American health cohort. PLoS ONE 7:e53278CrossRef Ayyagari P et al (2012) Self-rated health trajectories in the African American health cohort. PLoS ONE 7:e53278CrossRef
go back to reference Börsch-Supan A, Jürges H (2005) The survey of health, aging, and retirement in Europe. Methodology, Mannheim research institute for the economics of aging (MEA) Börsch-Supan A, Jürges H (2005) The survey of health, aging, and retirement in Europe. Methodology, Mannheim research institute for the economics of aging (MEA)
go back to reference Core Team R (2015) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna Core Team R (2015) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna
go back to reference Cullati S, Rousseaux E, Gabadinho A, Courvoisier DS, Burton-Jeangros C (2014) Factors of change and cumulative factors in self-rated health trajectories: a systematic review. Adv Life Course Res 19:14–27CrossRef Cullati S, Rousseaux E, Gabadinho A, Courvoisier DS, Burton-Jeangros C (2014) Factors of change and cumulative factors in self-rated health trajectories: a systematic review. Adv Life Course Res 19:14–27CrossRef
go back to reference Deeg DJ, Kriegsman DM (2003) Concepts of self-rated health: specifying the gender difference in mortality risk. Gerontol 43:376–386CrossRef Deeg DJ, Kriegsman DM (2003) Concepts of self-rated health: specifying the gender difference in mortality risk. Gerontol 43:376–386CrossRef
go back to reference Eriksson M, Ng N (2015) Changes in access to structural social capital and its influence on self-rated health over time for middle-aged men and women: a longitudinal study from northern Sweden. Soc Sci Med 130:250–258CrossRef Eriksson M, Ng N (2015) Changes in access to structural social capital and its influence on self-rated health over time for middle-aged men and women: a longitudinal study from northern Sweden. Soc Sci Med 130:250–258CrossRef
go back to reference Genbäck M, Stanghellini E, de Luna X (2015) Uncertainty intervals for regression parameters with non-ignorable missingness in the outcome. Stat Pap 56:829–847CrossRef Genbäck M, Stanghellini E, de Luna X (2015) Uncertainty intervals for regression parameters with non-ignorable missingness in the outcome. Stat Pap 56:829–847CrossRef
go back to reference Giordano GN, Lindstrom M (2010) The impact of changes in different aspects of social capital and material conditions on self-rated health over time: a longitudinal cohort study. Soc Sci Med 70:700–710CrossRef Giordano GN, Lindstrom M (2010) The impact of changes in different aspects of social capital and material conditions on self-rated health over time: a longitudinal cohort study. Soc Sci Med 70:700–710CrossRef
go back to reference Giordano GN, Björk J, Lindström M (2012) Social capital and self-rated health–a study of temporal (causal) relationships. Soc Sci Med 75:340–348CrossRef Giordano GN, Björk J, Lindström M (2012) Social capital and self-rated health–a study of temporal (causal) relationships. Soc Sci Med 75:340–348CrossRef
go back to reference Gueorguieva R, Sindelar JL, Falba TA, Fletcher JM, Keenan P, Wu R, Gallo WT (2009) The impact of occupation on self-rated health: cross-sectional and longitudinal evidence from the health and retirement survey. J Gerontol Ser B: Psychol Sci Soc Sci 64B:118–124CrossRef Gueorguieva R, Sindelar JL, Falba TA, Fletcher JM, Keenan P, Wu R, Gallo WT (2009) The impact of occupation on self-rated health: cross-sectional and longitudinal evidence from the health and retirement survey. J Gerontol Ser B: Psychol Sci Soc Sci 64B:118–124CrossRef
go back to reference Hämmig O, Gutzwiller F, Kawachi I (2014) The contribution of lifestyle and work factors to social inequalities in self-rated health among the employed population in Switzerland. Soc Sci Med 121:74–84CrossRef Hämmig O, Gutzwiller F, Kawachi I (2014) The contribution of lifestyle and work factors to social inequalities in self-rated health among the employed population in Switzerland. Soc Sci Med 121:74–84CrossRef
go back to reference Hsu H-C (2015) Trajectories of multimorbidity and impacts on successful aging. Exp Gerontol 66:32–38CrossRef Hsu H-C (2015) Trajectories of multimorbidity and impacts on successful aging. Exp Gerontol 66:32–38CrossRef
go back to reference Idler EL, Benyamini Y (1997) Self-rated health and mortality: a review of twenty-seven community studies. J Health Soc Behav 38:21–37CrossRef Idler EL, Benyamini Y (1997) Self-rated health and mortality: a review of twenty-seven community studies. J Health Soc Behav 38:21–37CrossRef
go back to reference Josefsson M, de Luna X, Daniels MJ, Nyberg L (2016) Causal inference with longitudinal outcomes and non-ignorable dropout: estimating the effect of living alone on cognitive decline. J Roy Stat Soc: Ser C (Appl Stat) 65:131–144CrossRef Josefsson M, de Luna X, Daniels MJ, Nyberg L (2016) Causal inference with longitudinal outcomes and non-ignorable dropout: estimating the effect of living alone on cognitive decline. J Roy Stat Soc: Ser C (Appl Stat) 65:131–144CrossRef
go back to reference Jürges H (2007) True health vs response styles: exploring cross-country differences in self-reported health. Health Econ 16:163–178CrossRef Jürges H (2007) True health vs response styles: exploring cross-country differences in self-reported health. Health Econ 16:163–178CrossRef
go back to reference Jylhä M (2009) What is self-rated health and why does it predict mortality? Towards a unified conceptual model. Soc Sci Med 69:307–316CrossRef Jylhä M (2009) What is self-rated health and why does it predict mortality? Towards a unified conceptual model. Soc Sci Med 69:307–316CrossRef
go back to reference Jylhä M, Guralnik JM, Ferrucci L, Jokela J, Heikkinen E (1998) Is self-rated health comparable across cultures and genders? J Gerontol Ser B: Psychol Sci Soc Sci 53:S144–S152CrossRef Jylhä M, Guralnik JM, Ferrucci L, Jokela J, Heikkinen E (1998) Is self-rated health comparable across cultures and genders? J Gerontol Ser B: Psychol Sci Soc Sci 53:S144–S152CrossRef
go back to reference Kuhn R, Rahman O, Menken J (2006) Survey measures of health: how well do self-reported and observed indicators measure health and predict mortality. In: Menken BCAJ (ed) Aging in sub-Saharan Africa: recommendations for furthering research. The National Academies Press, Washington, D.C., pp 314–342 Kuhn R, Rahman O, Menken J (2006) Survey measures of health: how well do self-reported and observed indicators measure health and predict mortality. In: Menken BCAJ (ed) Aging in sub-Saharan Africa: recommendations for furthering research. The National Academies Press, Washington, D.C., pp 314–342
go back to reference Lee H-L, Huang H-C, Lee M-D, Chen JH, Lin K-C (2012) Factors affecting trajectory patterns of self-rated health (SRH) in an older population—A community-based longitudinal study. Arch Gerontol Geriatr 54:e334–e341CrossRef Lee H-L, Huang H-C, Lee M-D, Chen JH, Lin K-C (2012) Factors affecting trajectory patterns of self-rated health (SRH) in an older population—A community-based longitudinal study. Arch Gerontol Geriatr 54:e334–e341CrossRef
go back to reference Little RJA, Rubin DB (2002) Statistical analysis with missing data, 2nd edn. Wiley, New JerseyCrossRef Little RJA, Rubin DB (2002) Statistical analysis with missing data, 2nd edn. Wiley, New JerseyCrossRef
go back to reference Liu H (2012) Marital dissolution and self-rated health: age trajectories and birth cohort variations. Soc Sci Med 74:1107–1116CrossRef Liu H (2012) Marital dissolution and self-rated health: age trajectories and birth cohort variations. Soc Sci Med 74:1107–1116CrossRef
go back to reference Mirowsky J, Ross CE (2008) Education and self-rated health cumulative advantage and its rising importance. Res Aging 30:93–122CrossRef Mirowsky J, Ross CE (2008) Education and self-rated health cumulative advantage and its rising importance. Res Aging 30:93–122CrossRef
go back to reference Molenberghs G, Fitzmaurice G, Kenward MG, Tsiatis A, Verbeke G (2015) Handbook of missing data methodology. CRC Press, Boca Raton Molenberghs G, Fitzmaurice G, Kenward MG, Tsiatis A, Verbeke G (2015) Handbook of missing data methodology. CRC Press, Boca Raton
go back to reference Prince MJ et al (1999) Development of the EURO-D scale–a European, Union initiative to compare symptoms of depression in 14 European centres. Br J Psychiatry 174:330–338CrossRef Prince MJ et al (1999) Development of the EURO-D scale–a European, Union initiative to compare symptoms of depression in 14 European centres. Br J Psychiatry 174:330–338CrossRef
go back to reference Rohlfsen LS, Kronenfeld JJ (2014) Gender differences in trajectories of self-rated health in middle and old age an examination of differential exposure and differential vulnerability. J Aging Health 26:637–662CrossRef Rohlfsen LS, Kronenfeld JJ (2014) Gender differences in trajectories of self-rated health in middle and old age an examination of differential exposure and differential vulnerability. J Aging Health 26:637–662CrossRef
go back to reference Rosenkranz RR, Duncan MJ, Rosenkranz SK, Kolt GS (2013) Active lifestyles related to excellent self-rated health and quality of life: cross sectional findings from 194,545 participants in The 45 and Up Study. BMC Public Health 13:1071CrossRef Rosenkranz RR, Duncan MJ, Rosenkranz SK, Kolt GS (2013) Active lifestyles related to excellent self-rated health and quality of life: cross sectional findings from 194,545 participants in The 45 and Up Study. BMC Public Health 13:1071CrossRef
go back to reference Sargent-Cox K, Cherbuin N, Morris L, Butterworth P, Anstey KJ (2014) The effect of health behavior change on self-rated health across the adult life course: a longitudinal cohort study. Prev Med 58:75–80CrossRef Sargent-Cox K, Cherbuin N, Morris L, Butterworth P, Anstey KJ (2014) The effect of health behavior change on self-rated health across the adult life course: a longitudinal cohort study. Prev Med 58:75–80CrossRef
go back to reference SHARE Release Guide 2.6.0, Wave 1 and Wave 2 SHARE Release Guide 2.6.0, Wave 1 and Wave 2
go back to reference Simons AMW, Groffen DAI, Bosma H (2013) Income-related health inequalities: does perceived discrimination matter? Int J Pub Health 58:513–520CrossRef Simons AMW, Groffen DAI, Bosma H (2013) Income-related health inequalities: does perceived discrimination matter? Int J Pub Health 58:513–520CrossRef
go back to reference Svedberg P, Gatz M, Lichtenstein P, Sandin S, Pedersen NL (2005) Self-rated health in a longitudinal perspective: a 9-year follow-up twin study. J Gerontol Ser B: Psychol Sci Soc Sci 60:S331–S340CrossRef Svedberg P, Gatz M, Lichtenstein P, Sandin S, Pedersen NL (2005) Self-rated health in a longitudinal perspective: a 9-year follow-up twin study. J Gerontol Ser B: Psychol Sci Soc Sci 60:S331–S340CrossRef
go back to reference Vansteelandt S, Goetghebeur E, Kenward MG, Molenberghs G (2006) Ignorance and uncertainty regions as inferential tools in a sensitivity analysis. Statistica Sinica 16:953–979 Vansteelandt S, Goetghebeur E, Kenward MG, Molenberghs G (2006) Ignorance and uncertainty regions as inferential tools in a sensitivity analysis. Statistica Sinica 16:953–979
go back to reference Verropoulou G (2012) Determinants of change in self-rated health among older adults in Europe: a longitudinal perspective based on SHARE data. Eur J Ageing 9:305–318CrossRef Verropoulou G (2012) Determinants of change in self-rated health among older adults in Europe: a longitudinal perspective based on SHARE data. Eur J Ageing 9:305–318CrossRef
go back to reference Wang A, Arah OA (2015) Body mass index and poor self-rated health in 49 low-income and middle-income countries, by sex, 2002–2004. Prev Chronic Dis 12:E133CrossRef Wang A, Arah OA (2015) Body mass index and poor self-rated health in 49 low-income and middle-income countries, by sex, 2002–2004. Prev Chronic Dis 12:E133CrossRef
Metadata
Title
Predictors of decline in self-reported health: addressing non-ignorable dropout in longitudinal studies of aging
Authors
Minna Genbäck
Nawi Ng
Elena Stanghellini
Xavier de Luna
Publication date
01-06-2018
Publisher
Springer Netherlands
Published in
European Journal of Ageing / Issue 2/2018
Print ISSN: 1613-9372
Electronic ISSN: 1613-9380
DOI
https://doi.org/10.1007/s10433-017-0448-x

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