Abstract
Both lifespan psychology and life course sociology highlight that contextual factors influence individual functioning and development. In the current study, we operationalize context as county-level care services in inpatient and outpatient facilities (e.g., number of care facilities, privacy in facilities) and investigate how the care context shapes well-being in the last years of life. To do so, we combine 29 waves of individual-level longitudinal data on life satisfaction from now deceased participants in the nationwide German Socio-Economic Panel Study (N = 4557; age at death: M = 73.35, SD = 14.20; 47% women) with county-level data from the Federal Statistical Office. Results from three-level growth models revealed that having more inpatient care facilities, more employees per resident, and more staff in administration are each uniquely associated with higher late-life well-being, independent of key individual (age at death, gender, education, disability) and county (affluence, demographic composition) characteristics. Number of employees in physical care, residential comfort, and flexibility and care indicators in outpatient institutions were not found to be associated with levels or change in well-being. We take our results to provide empirical evidence that some contextual factors shape well-being in the last years of life and discuss possible routes how local care services might alleviate terminal decline.
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References
Andersen RM (1995) Revisiting the behavioral model and access to medical care: does it matter? J Health Soc Behav 36:1–10. doi:10.2307/2137284
Aneshensel CS, Wight RG, Miller-Martinez D, Botticello AL, Karlamangla AS, Seeman TE (2007) Urban neighborhoods and depressive symptoms among older adults. J Gerontol B Psychol Sci Soc Sci 62:52–59. doi:10.1093/geronb/62.1.S52
Backman L, MacDonald SWS (2006) Death and cognition—viewing a 1962 concept through 2006 spectacles—introduction to the special section. Eur Psychol 11:161–163. doi:10.1027/1016-9040.11.3.161
Bainbridge D, Brazil K, Ploeg J, Krueger P, Taniguchi A (2016) Measuring healthcare integration: operationalization of a framework for a systems evaluation of palliative care structures, processes, and outcomes. Palliat Med 30:567–579. doi:10.1177/0269216315619862
Baltes PB (1997) On the incomplete architecture of human ontogeny: selection, optimization, and compensation as foundation of developmental theory. Am Psychol 52:366–380. doi:10.1037/0003-066X.52.4.366
Brockmann H, Klein T (2004) Love and death in Germany: the marital biography and its effect on mortality. J Marriage Fam 66:567–581. doi:10.1111/j.0022-2445.2004.00038.x
Bronfenbrenner U (1979) The ecology of human development: experiments by nature and design. Harvard University Press, Cambridge
Choi S (2014) How does satisfaction with medical care differ by citizenship and nativity status? A county-level multilevel analysis. Gerontologist 55:gnt201. doi:10.1093/geront/gnt201
Clarke P, Morenoff J, Debbink M, Golberstein E, Elliott MR, Lantz PM (2013) Cumulative exposure to neighborhood context: consequences for health transitions over the adult life course. Res Aging 36:115–142. doi:10.1177/0164027512470702
Degenholtz HB, Kane RA, Kane RL, Bershadsky B, Kling KC (2006) Predicting nursing facility residents’ quality of life using external indicators. Health Serv Res 41:335–356. doi:10.1111/j.1475-6773.2005.00494.x
Federal Statistical Office (2012) Care statistics. Care in the framework of care insurance. County comparison 2009 [Pflegestatistik. Pflege im Rahmen der Pflegeversicherung. Kreisvergleich 2009]. Wiesbaden
Federal Statistical Office (2014) Care statistics 2013. Care in the framework of care insurance. Results in Germany [Pflegestatistik 2013. Pflege im Rahmen der Pflegeversicherung. Deutschlandergebnisse]. Wiesbaden
Fujita F, Diener E (2005) Life satisfaction set point: stability and change. J Pers Soc Psychol 88:158–164. doi:10.1037/0022-3514.88.1.158
Gerstorf D, Ram N (2012) Late-life: a venue for studying the mechanisms by which contextual factors influence individual development. In: Whitbourne SK, Sliwinski MJ (eds) Handbook of adulthood and aging. Wiley, New York, pp 49–71
Gerstorf D, Ram N (2013) Inquiry into terminal decline: five objectives for future study. Gerontologist 53:727–737. doi:10.1093/geront/gnt046
Gerstorf D, Ram N, Goebel J, Schupp J, Lindenberger U, Wagner GG (2010) Where people live and die makes a difference: individual and geographic disparities in well-being progression at the end of life. Psychol Aging 25:661–676. doi:10.1037/a0019574
Glass TA, McAtee MJ (2006) Behavioral science at the crossroads in public health: extending horizons, envisioning the future. Soc Sci Med 62:1650–1671. doi:10.1016/j.socscimed.2005.08.044
Guse LW, Masesar MA (1999) Quality of life and successful aging in long-term care: perceptions of residents. Issues Ment Health Nurs 20:527–539. doi:10.1080/016128499248349
Harrington C, Zimmerman D, Karon SL, Robinson J, Beutel P (2000) Nursing home staffing and its relationship to deficiencies. J Gerontol B Psychol Sci Soc Sci 55:278–287. doi:10.1093/geronb/55.5.S278
Headey B, Muffels R, Wagner GG (2010) Long-running German panel survey shows that personal and economic choices, not just genes, matter for happiness. Proc Natl Acad Sci USA 107:17922–17926. doi:10.1073/pnas.1008612107
Kane RL, Bershadsky B, Kane RA, Degenholtz HH, Liu JJ, Giles K, Kling KC (2004) Using resident reports of quality of life to distinguish among nursing homes. Gerontologist 44:624–632. doi:10.1093/geront/44.5.624
King KE, Morenoff JD, House JS (2011) Neighborhood context and social disparities in cumulative biological risk factors. Psychosom Med 73:572–579. doi:10.1097/PSY.0b013e318227b062
Kotakorpi K, Laamanen J-P (2010) Welfare state and life satisfaction: evidence from public health care. Economica 77:565–583. doi:10.1111/j.1468-0335.2008.00769.x
Kottwitz A (2014) Mode of birth and social inequalities in health: the effect of maternal education and access to hospital care on cesarean delivery. Health Place 27:9–21. doi:10.1016/j.healthplace.2014.01.005
Lawton MP (1982) Competence, environmental press, and the adaptation of older people. In: Lawton MP, Windley PG, Byerts TO (eds) Aging and the environment. Springer, New York, pp 33–59
Lawton MP, Moss M, Glicksman A (1990) The quality of the last year of life of older persons. Milbank Q 68:1–28. doi:10.2307/3350075
Little RJA, Rubin DB (1987) Statistical analysis with missing data. Wiley, New York
Litwin H (2010) Social networks and well-being: a comparison of older people in mediterranean and non-mediterranean countries. J Gerontol B Psychol Sci Soc Sci 65:599–608. doi:10.1093/geronb/gbp104
Lucas RE (2007) Long-term disability is associated with lasting changes in subjective well-being: evidence from two nationally representative longitudinal studies. J Pers Soc Psychol 92:717–730. doi:10.1037/0022-3514.92.4.717
McFarland MJ, Smith CA, Toussaint L, Thomas PA (2012) Forgiveness of others and health: do race and neighborhood matter? J Gerontol B Psychol Sci Soc Sci 67:66–75. doi:10.1093/geronb/gbr121
OECD (2011) Premature mortality. In: Health at a glance 2011: OECD indicators. OECD Publishing, Paris. doi:10.1787/health_glance-2011-5-en
Payne G, Laporte A, Deber R, Coyte PC (2007) Counting backward to health care’s future: using time-to-death modeling to identify changes in end-of-life morbidity and the impact of aging on health care expenditures. Milbank Q 85:213–257. doi:10.1111/j.1468-0009.2007.00485.x
Pekkarinen L, Sinervo T, Perälä M-L, Elovainio M (2004) Work stressors and the quality of life in long-term care units. Gerontologist 44:633–643. doi:10.1093/geront/44.5.633
Pruchno RA, Wilson-Genderson M, Cartwright FP (2012) The texture of neighborhoods and disability among older adults. J Gerontol B Psychol Sci Soc Sci 67:89–98. doi:10.1093/geronb/gbr131
Ram N, Grimm K (2015) Growth curve modeling and longitudinal factor analysis. In: Overton W, Molenaar PCM (eds) Handbook of child psychology: vol 1. Theoretical models of human development, 7th edn. Wiley, Hoboken
Robichaud L, Durand PJ, Bédard R, Ouellet J-P (2006) Quality of life indicators in long-term care: opinions of elderly residents and their families. Can J Occup Ther 73:245–251. doi:10.2182/cjot.06.003
Sampson RJ, Morenoff JD, Gannon-Rowley T (2002) Assessing “neigborhood effects”: social processes and new directions in research. Ann Rev Sociol 28:443–478. doi:10.1146/annurev.soc.28.110601.141114
SAS Institute Inc (2009) SAS/STAT user’s guide 9.2. SAS Institute Inc, Cary
Schimmack U, Oishi S (2005) The influence of chronically and temporarily accessible information on life satisfaction judgments. J Pers Soc Psychol 89:395–406. doi:10.1037/0022-3514.89.3.395
Shippee TP, Henning-Smith C, Kane RL, Lewis T (2015) Resident- and facility-level predictors of quality of life in long-term care. Gerontologist. doi:10.1093/geront/gnt148
Vogel N, Schilling OK, Wahl H-W, Beekman ATF, Penninx BWJH (2013) Time-to-death-related change in positive and negative affect among older adults approaching the end of life. Psychol Aging 28:128–141. doi:10.1037/a0030471
Voigtländer S, Berger U, Razum O (2010) The impact of regional and neighbourhood deprivation on physical health in Germany: a multilevel study. BMC Public Health 10:403. doi:10.1186/1471-2458-10-403
Wahl H-W, Schilling O, Oswald F, Iwarsson S (2009) The home environment and quality of life-related outcomes in advanced old age: findings of the ENABLE-AGE project. Eur J Ageing 6:101–111. doi:10.1007/s10433-009-0114-z
Wahl H-W, Iwarsson S, Oswald F (2012) Aging well and the environment: toward an integrative model and research agenda for the future. Gerontologist 52:306–316. doi:10.1093/geront/gnr154
Walshe K, Harrington C (2002) Regulation of nursing facilities in the United States: an analysis of resources and performance of state survey agencies. Gerontologist 42:475–486. doi:10.1093/geront/42.4.475
Wight RG, Ko MJ, Aneshensel CS (2011) Urban neighborhoods and depressive symptoms in late middle age. Res Aging 33:28–50. doi:10.1177/0164027510383048
Windsor TD, Fiori KL, Crisp DA (2012) Personal and neighborhood resources, future time perspective, and social relations in middle and older adulthood. J Gerontol B Psychol Sci Soc Sci 67:423–431. doi:10.1093/geronb/gbr117
World Health Organization (2002) Towards a common language for functioning, disability and health: ICF—the International classification of functioning, disability and health. World Health Organization, Geneva
Acknowledgements
This work was supported by the first author’s fellowship in the International Max Planck Research School on the Life Course (LIFE, www.imprs-life.mpg.de), and Grant by the Robert Bosch Stiftung (2012/2013): “Blickwechsel—Junge Forscher gestalten neues Alter”; and Nilam Ram’s contributions were supported by the Penn State Social Science Research Institute and UL TR000127 from the National Institute for Research Resources and the National Center for Advancing Translational Sciences. Work on the article was supported by the German Research Foundation (Grant GE 1896/3-1).
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Vogel, N., Ram, N., Goebel, J. et al. How does availability of county-level healthcare services shape terminal decline in well-being?. Eur J Ageing 15, 111–122 (2018). https://doi.org/10.1007/s10433-017-0425-4
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DOI: https://doi.org/10.1007/s10433-017-0425-4