Abstract
Background
Most of the few studies that exist on the longitudinal associations between health behaviors and work ability target to single health behaviors.
Purpose
To investigate how lifetime clusters of unhealthy behaviors associate with perceived work ability in early midlife.
Methods
The study population consisted of 46-year-old men and women (n = 3107) born in Northern Finland in 1966. Their current perceived work ability compared to lifetime best, and their unhealthy behaviors (physical inactivity, smoking, and alcohol consumption) were assessed by questionnaires. We determined clusters of unhealthy behaviors at the ages of 14, 31, and 46 and created lifetime development trajectories of health behaviors. We also assessed stress-related eating and drinking at the ages of 31 and 46.
Cross-tabulations and multivariate logistic regression models were used to investigate the associations between clusters of health behaviors, stress-related eating and drinking, and work ability at 46 years. The analyses were controlled for basic education and physical strenuousness of work, psychosocial job characteristics, perceived work ability, and BMI (kg/m2) at 31 years.
Results
Four health behavior trajectories emerged: always healthy, moderate (reference group), deteriorated. and always unhealthy. Among men, always unhealthy behaviors [OR (95 % confidence interval) 2.81 (1.35, 5.86)], and among women, deteriorated health behaviors [1.67 (1.07, 2.58)] associated with poor perceived work ability at 46 years. In addition, stress-related eating and drinking associated independently with poor perceived work ability at 46 years [men 2.58 (1.62, 4.12) and women 2.48 (1.70, 3.61)].
Conclusion
Long-lasting and stress-related unhealthy behaviors increase the risk of poor work ability in midlife.
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References
Tuomi K, Huuhtanen P, Nykyri E, Ilmarinen J. Promotion of work ability, the quality of work and retirement. Occup Med. 2001;51:318–24.
Feldt T, Hyvonen K, Mäkikangas A, Kinnunen U, Kokko K. Development trajectories of Finnish managers’ work ability over a 10-year follow-up period. Scand J Work Environ Health. 2009;35:37–47.
Sell L, Bultmann U, Rugulies R, Villadsen E, Faber A, Sogaard K. Predicting long-term sickness absence and early retirement pension from self-reported work ability. Int Arch Occup Environ Health. 2009;82:1133–8.
van den Berg TI, Robroek SJ, Plat JF, Koopmanschap MA, Burdorf A. The importance of job control for workers with decreased work ability to remain productive at work. Int Arch Occup Environ Health. 2011;84:705–12.
Ahlstrom L, Grimby-Ekman A, Hagberg M, Dellve L. The work ability index and single-item question: associations with sick leave, symptoms, and health—a prospective study of women on long-term sick leave. Scand J Work Environ Health. 2010;36:404–12.
Alavinia SM, van den Berg TI, van Duivenbooden C, Elders LA, Burdorf A. Impact of work-related factors, lifestyle, and work ability on sickness absence among Dutch construction workers. Scand J Work Environ Health. 2009;35:325–33.
Kujala V, Tammelin T, Remes J, Vammavaara E, Ek E, Laitinen J. Work ability index of young employees and their sickness absence during the following year. Scand J Work Environ Health. 2006;32:75–84.
Koskinen S, Martelin T, Sainio P, Gould R. Factors affecting work ability. In the book of Gould R, Ilmarinen J, Järivisalo J, Koskinen S. Dimensions of Work Ability. Results of the Health 2000 Survey. Helsinki: Finnish Centre for Pensions; 2008.
van den Berg TI, Elders LA, de Zwart BC, Burdorf A. The effects of work-related and individual factors on the work ability index: a systematic review. Occup Environ Med. 2009;66:211–20.
Airila A, Hakanen J, Punakallio A, Lusa S, Luukkonen R. Is work engagement related to work ability beyond working conditions and lifestyle factors? Int Arch Occup Environ Health. 2012;85:915–25.
Arvidson E, Börjesson M, Ahlborg G, Lindegåd A, Jonsdottir IH. The level of leisure time physical activity is associated with work ability-a cross sectional and prospective study of health care workers. BMC Public Health. 2013;13:855.
Kaleta D, Makowiec-Dabrowska T, Jegier A. Leisure-time physical activity, cardiorespiratory fitness and work ability: a study in randomly selected residents of Lodz. Int J Occup Med Environ Health. 2004;17:457–64.
Tuomi K, Ilmarinen J, Seitsamo J, Huuhtanen P, Martikainen R, Nygård C-H, et al. Summary of the Finnish research project (1981-1992) to promote the health and work ability of ageing workers. Scand J Work Environ Health. 1997;23:66–71.
Tuomi K, Vanhala S, Nykyri E, Janhonen M. Organizational practices, work demands and the well-being of employees: a follow-up study in the metal industry and retail trade. Occup Med. 2004;54:115–21.
Fischer FM, Martinez MC. Individual features, working conditions and work injuries are associated with work ability among nursing professionals. Work. 2013;45:509–17.
Kaleta D, Makowiec-Dabrowska T, Jegier A. Life style index and work ability. Int J Occup Med Environ Health. 2006;19:170–7.
Laitinen J, Näyhä S, Kujala V. Body mass index and weight change from adolescence into adulthood, waist-hip ratio and perceived work ability among young adults. Int J Obes. 2005;29:697–702.
van den Berg TI, Alavinia SM, Bredt FJ, Lindeboom D, Elders LAM, Burdorf A. The influence of psychosocial factors at work and life style on health and work ability among professional workers. Int J Occup Environ Health. 2008;81:1029–36.
Laitinen J, Ek E, Sovio U. Stress-related eating and drinking behavior and body mass index and predictors of this behavior. Prev Med. 2002;34:29–39.
Jääskeläinen A, Nevanperä N, Remes J, Rahkonen F, Järvelin MR, Laitinen J. Stress-related eating, obesity and associated behavioural traits in adolescents: a prospective population-based cohort study. BMC Public Health. 2014;14:321–35.
van de Vijfeijke H, Leijten FR, Ybema JF, van den Heuvel SG, Robroek SJ, van der Beek AJ, et al. Differential effects of mental and physical health and coping style on work ability: a 1-year follow-up study among aging workers. J Occup Environ Med. 2013;55:1238–43.
Harkonmäki K, Korkeila K, Vantera J, Kivimäki M, Suominen S, Sillanmäki L, et al. Childhood adversities as a predictor of disability retirement. J Epidemiol Community Health. 2007;61:479–84.
Isohanni I, Järvelin M-R, Rantakallio P, Jokelainen J, Jones PB, Nieminen P, et al. Juvenile and early adulthood smoking and adult educational achievements—a 31-year follow-up of the Northern Finland 1966 Birth Cohort. Scand J Public Health. 2001;29:87–95.
Tuomi K, Eskelinen J, Toikkanen J, Järvinen E, Ilmarinen J, Klockars M. Work load and individual factors affecting work ability among aging municipal employees. Scand J WEH. 1991;17:128–34.
Seitsamo J, Ilmarinen J. Life style, aging and work ability among active Finnish workers in 1981-1992. Scand J WEH. 1997;23:20–6.
Laaksonen M, Prättälä R, Karisto A. Patterns of unhealthy behaviour in Finland. Eur J Public Health. 2001;11:294–300.
Rantakallio P. Groups at risk in low birth weight infants and perinatal mortality. Acta Paediat Scand. 1969;193:1–71
Rantakallio P. The longitudinal study of the Northern Finland birth cohort of 1966. Paediatr Perinat Epidemiol. 1988;2:59–88.
Rantakallio P. A follow-up study up to the age of 14 of children whose mothers smoked during pregnancy. Acta Paediatr Scand. 1983;72:747–53.
Rantakallio P. Family background to and personal characteristics underlying teenage smoking. Background to teenage smoking. Scand J Soc Med. 1983;11:17–22.
Tuomi K, Ilmarinen J, Jahkola A, Katajarinne L, Tulkki A. Work Ability Index, Occupational Health Care No 19. 2 revisedth ed. Helsinki: Finnish Institute of Occupational Health; 2006.
Tammelin T, Näyhä S, Hills AP, Järvelin M-R. Adolescent participation in sports and adults physical activity. Am J Prev Med. 2003;24(1):22–8.
Lazarus RS, Folkman S. Stress, appraisal, and coping. New York: Springer; 1984.
Folkman S, Lazarus RS. An analysis of coping in a middle-aged community sample. J Health Soc Behav 1980;21:219–39.
Folkman S, Lazarus RS. If it changes it must be a process: a study of emotional and coping during three stages of a college examination. J Pers Soc Psychol. 1985;48:150–70.
Karazek R, Brisson C, Kawakami N, Houtman I, Bongers P, Amick B. The Job Content Questinnaire (JCQ): an instrument for psychosocial job characteristics. J Occup Health Psychol. 1998;3(4):322–55.
Nagin DS. Analyzing development trajectories: a semi-parametric, group-based approach. Psychol Methods. 1999;4:139–77.
Jones BL, Nagin DS. Advances in group-based trajectory modeling and a SAS procedure for estimating them. Soc Meth Res. 2007;35:542–71.
Jones BL, Nagin DS, Roeder K. A SAS procedure on mixture models for estimating developmental trajectories. Soc Meth Res. 2001;29:374–93.
Andruff H, Carraro N, Thompson A, Gaudreau P. Latent class growth modelling: a tutorial. Tutor Quant Methods Psychol. 2009;5(1):11–24.
Virtanen P, Janlert U, Hammarström A. Health status and health behavior as predictors of the occurrence of unemployment and prolonged unemployment. Public Health. 2013;127:46–52.
Robroek SJW, Reeuwijk KG, Hillier FC, Bambra CL, van Rijn RM, Burdorf A. The contribution of overweight, obesity, and lack of physical activity to exit from paid employment: a meta-analysis. Scand J WEH. 2013;39(3):233–40.
Salonsalmi A, Laaksonen M, Lahelma E, Rahkonen O. Drinking habits and disability retirement. Addiction. 2012;107:2128–36.
Korkiakangas E, Alahuhta M, Laitinen J. Barriers to regular exercise among adults at high risk or diagnosed with type 2 diabetes: a systematic review. Health Prom Int. 2009;29(3):1–12.
Mäkinen T, Kestilä L, Borodulin K, Martelin T, Rahkonen O, Leino-Arjas P, et al. Occupational class differences in leisure-time physical inactivity—contribution of past and current physical workload and other working conditions. Scand J WEH. 2010;36:62–70.
Lallukka T, Sarlio-Lähteenkorva S, Roos E, Laaksonen M, Rahkonen O, Lahelma E. Working conditions and health behaviors among employed women and men: the Helsinki Health Study. Prev Med. 2004;38:48–56.
Telama R, Yang X. Decline of physical activity from youth to young adulthood in Finland. Med Sci Sports Exercice. 2000;32:1617–22.
Rongen A, Robroek SJW, van Lenthe FJ, Burdorf A. Workplace health promotion. A meta-analysis of effectiveness. Am J Prev Med. 2013;44:406–15.
El Fassi M, Bocquet V, Majery N, Lair ML, Couffignal S, Mairiaux P. Work ability assessment in a worker population: comparison and determinants of Work Ability Index and Work Ability score. BMC Public Health. 2013;13:305. doi:10.1186/1471-2458-13-305.
Ilmarinen J, Gould R, Järvikoski A, Järvisalo J. Dimensions of work ability. In: Gould R, Ilmarinen J, Järvisalo J, Koskinen S, editors. Dimensions of work ability: results of the Health 2000 survey. Helsinki: Finnish Centre of Pensions, The Social Insurance Institution, National Public Health Institute, Institute of Occupational Health; 2006.
Ilmarinen J, Tuomi K. Past, present and future of work ability. People Work Res Rep. 2004;65:1–25.
von Bonsdorff ME, Kokko K, Seitsamo J, von Bonsdorff MB, Nygård C-H, Ilmarinen J, et al. Work strain in midlife and 28-year work ability trajectories. Scand J Work Environ Health. 2011;37:455–63.
Bonsdorff MB, Seitsamo J, Ilmarinen J, Nygård CH, Bonsdorff ME, Rantanen T. Work ability in midlife as a predictor of mortality and disability in later life: a 28-year prospective follow-up study. CMAJ. 2011;183(4):E235–42.
Acknowledgments
The study was funded by The Finnish Work Environment Fund (project 111252). The data collection of the 1966 Northern Finland Birth Cohort was financially supported by the European Commission (EURO-BLCS, Framework 5 award QLG1-CT-2000-01643), the US National Institutes of Health (NIMH) (5R01MH63706:02), the EU (European Regional Development Fund), the Oulu University Hospital, and the University of Oulu.
All procedures followed were in accordance with the ethical standards of the responsible committee on human experimentation (institutional and national) and with the Helsinki Declaration of 1975, as revised in 2000. Informed consent was obtained from all patients for being included in the study.
We thank the late Professor Paula Rantakallio for initiating the Northern Finland Birth Cohort study and Ms Alice Lehtinen for revising the language of the manuscript.
Conflict of Interest
Author Nina Nevanperä, Author Jorma Seitsamo, Author Leena Ala-Mursula, Author Jouko Remes, Author Leila Hopsu, Author Juha Auvinen, Author Tuija Tammelin, Author Marjo-Riitta Järvelin, and Author Jaana Laitinen declare that they have no conflict of interest.
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Nevanperä, N., Seitsamo, J., Ala-Mursula, L. et al. Perceived Work Ability in the Light of Long-Term and Stress-Related Unhealthy Behaviors—a Prospective Cohort Study. Int.J. Behav. Med. 23, 179–189 (2016). https://doi.org/10.1007/s12529-015-9512-0
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DOI: https://doi.org/10.1007/s12529-015-9512-0