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Published in: BMC Public Health 1/2024

Open Access 01-12-2024 | Research

Psychosocial conditions during school-age as determinants of long-term labour market attachment: a study of the Northern Swedish Cohort from the 1980s to the 2020s

Authors: Pekka Virtanen, Tapio Nummi, Urban Janlert, Anne Hammarström

Published in: BMC Public Health | Issue 1/2024

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Abstract

Background

This study, conducted on a Swedish population cohort, explores how internalized (depressive and functional somatic) and externalized (smoking, drinking, truancy, vandalism, delinquency) mental health symptoms, as well as close interpersonal relations (family climate and school connectedness) reported during adolescence, influence the work-life course up to late midlife.

Methods

We examined repeated measurements of labour market status from age 16 to 56 using sequence analyses. We identified five different labour market attachment (LMA16-56) trajectories, namely ‘strong,’ ‘early intermediate,’ ‘early weak,’ ‘late weak,’ and ‘constantly weak.’ Multinomial logistic regressions were employed to relate each of the nine determinants to the identified trajectories.

Results

When compared to the risk of ‘strong’ LMA16-56, adversity in all conditions, except for vandalism, entailed a higher risk of the ‘constantly weak’ trajectory. Moreover, all conditions, except for functional somatic symptoms, entailed a higher risk of the ‘late weak’ LMA16-56. The risk of the ‘early intermediate’ LMA16-56 was non-significant across all the conditions.

Conclusions

This study contributes to existing knowledge through its novel exploration of labour market attachment and the revelation of the significance of proximal interpersonal relationships in attachment outcomes. Additionally, the study reaffirms the importance of externalizing behaviour, while suggesting that internalized symptoms in adolescence might have a less influential, though not negligible, role. These results underscore the importance of addressing acting out behaviour and nurturing human relationships during compulsory basic education, when the entire age group is still within reach. This approach aims not only to reduce frictions in the school-to-work transition but also to prevent midlife labour market attachment problems that may arise with delayed intervention.
Literature
1.
go back to reference Laux R. Measuring labour market attachment using the Labour Force Survey, Labour Market trends 1997 (October), London: HMSO. Laux R. Measuring labour market attachment using the Labour Force Survey, Labour Market trends 1997 (October), London: HMSO.
2.
go back to reference Little A. Inactivity and labour market attachment in Britain. Scott J Political Econ. 2007;54:19–54.CrossRef Little A. Inactivity and labour market attachment in Britain. Scott J Political Econ. 2007;54:19–54.CrossRef
3.
go back to reference Virtanen P, Lipiäinen L, Hammarström A, Janlert U, Saloniemi A, Nummi T. Tracks of labour market attachment in early middle age: a trajectory analysis over 12 years. Adv Life Course Res. 2011;16:55–64.CrossRef Virtanen P, Lipiäinen L, Hammarström A, Janlert U, Saloniemi A, Nummi T. Tracks of labour market attachment in early middle age: a trajectory analysis over 12 years. Adv Life Course Res. 2011;16:55–64.CrossRef
4.
go back to reference Suikkanen A, Viinamäki L. New dimensions of labour market citizenship. In: Ferrie E, Marmot M, Griffiths J, et al. editors. Labour market changes and job insecurity: a challenge for Social Welfare and health promotion. Copenhagen, Denmark: World Health Organization; 1999. (WHO regional publications, European series, no. 81. IRJA) Changing labour markets, welfare policies and citizenship. Suikkanen A, Viinamäki L. New dimensions of labour market citizenship. In: Ferrie E, Marmot M, Griffiths J, et al. editors. Labour market changes and job insecurity: a challenge for Social Welfare and health promotion. Copenhagen, Denmark: World Health Organization; 1999. (WHO regional publications, European series, no. 81. IRJA) Changing labour markets, welfare policies and citizenship.
5.
go back to reference Andersen J, Jensen P. Citizenship, changing labour markets and welfare policies: an introduction. In: Andersen J, Jensen P, editors. Changing labour markets, welfare policies and citizenship. Bristol, GB: The Policy Press; 2002. pp. 1–14.CrossRef Andersen J, Jensen P. Citizenship, changing labour markets and welfare policies: an introduction. In: Andersen J, Jensen P, editors. Changing labour markets, welfare policies and citizenship. Bristol, GB: The Policy Press; 2002. pp. 1–14.CrossRef
6.
go back to reference Hale D, Bevilacqua L, Viner R. Adolescent health and adult education and employment: a systematic review. Pediatrics. 2015;136:128–40.CrossRefPubMed Hale D, Bevilacqua L, Viner R. Adolescent health and adult education and employment: a systematic review. Pediatrics. 2015;136:128–40.CrossRefPubMed
8.
go back to reference Clayborne Z, Varin M, Colman I. Systematic review and meta-analysis: adolescent depression and long-term psychosocial outcomes. J Am Acad Child Adolesc Psychiatry. 2019;58:72–7.CrossRefPubMed Clayborne Z, Varin M, Colman I. Systematic review and meta-analysis: adolescent depression and long-term psychosocial outcomes. J Am Acad Child Adolesc Psychiatry. 2019;58:72–7.CrossRefPubMed
9.
go back to reference Gunnarsdottir H, Hensing G, Hammarström A. Poor school connectedness and adulthood depressiveness: longitudinal theory-driven study from the Northern Sweden Cohort. Eur J Pub Health. 2021;31:797–802.CrossRef Gunnarsdottir H, Hensing G, Hammarström A. Poor school connectedness and adulthood depressiveness: longitudinal theory-driven study from the Northern Sweden Cohort. Eur J Pub Health. 2021;31:797–802.CrossRef
10.
go back to reference Hammarström A, Janlert U. Cohort Profile: the Northern Swedish Cohort. Int J Epidemiol. 2012;41:1545–52.CrossRefPubMed Hammarström A, Janlert U. Cohort Profile: the Northern Swedish Cohort. Int J Epidemiol. 2012;41:1545–52.CrossRefPubMed
11.
go back to reference Hammarström A, Westerlund H, Kirves K, Nygren K, Virtanen P, Hägglöf B. Addressing challenges of validity and internal consistency of mental health measures in a 27-year longitudinal cohort study– the Northern Swedish Cohort study. BMC Med Res Methodol. 2016;16:4.CrossRefPubMedPubMedCentral Hammarström A, Westerlund H, Kirves K, Nygren K, Virtanen P, Hägglöf B. Addressing challenges of validity and internal consistency of mental health measures in a 27-year longitudinal cohort study– the Northern Swedish Cohort study. BMC Med Res Methodol. 2016;16:4.CrossRefPubMedPubMedCentral
12.
go back to reference Nagin D. Analyzing developmental trajectories: semiparametric, group-based approach. Psychol Methods. 1999;4:39–177.CrossRef Nagin D. Analyzing developmental trajectories: semiparametric, group-based approach. Psychol Methods. 1999;4:39–177.CrossRef
13.
go back to reference Nagin D. Group-based XXXodelling of development. Cambridge, MA: Harvard University Press; 2005.CrossRef Nagin D. Group-based XXXodelling of development. Cambridge, MA: Harvard University Press; 2005.CrossRef
14.
go back to reference Nagin D, Jones B, Lima Passos V, Tremblay R. 2016. Group-based multi-trajectory modelling. Statistical Methods in Medical Research 2016;27:2015–23. Nagin D, Jones B, Lima Passos V, Tremblay R. 2016. Group-based multi-trajectory modelling. Statistical Methods in Medical Research 2016;27:2015–23.
15.
go back to reference Girard L, Tremblay R, Nagin D, Côté S. Development of aggression subtypes from childhood to adolescence: a group-based multi-trajectory modelling perspective. J Abnorm Child Psychol. 2018;47:1–14. Girard L, Tremblay R, Nagin D, Côté S. Development of aggression subtypes from childhood to adolescence: a group-based multi-trajectory modelling perspective. J Abnorm Child Psychol. 2018;47:1–14.
16.
go back to reference Leisch F, FlexMix. A general framework for finite mixture models and latent class regression in R. J Stat Softw. 2004;11:1–18.CrossRef Leisch F, FlexMix. A general framework for finite mixture models and latent class regression in R. J Stat Softw. 2004;11:1–18.CrossRef
18.
go back to reference Landstedt E, Brydsten A, Hammarström A, Virtanen P, Almquist Y. The role of social position and depressive symptoms in adolescence for life-course trajectories of education and work: a cohort study. BMC Public Health (2016) 16. Landstedt E, Brydsten A, Hammarström A, Virtanen P, Almquist Y. The role of social position and depressive symptoms in adolescence for life-course trajectories of education and work: a cohort study. BMC Public Health (2016) 16.
19.
go back to reference Hale D, Viner R. How adolescent health influences education and employment: investigating longitudinal associations and mechanisms. J Epidemiol Community Health. 2018;72:465–70.CrossRefPubMed Hale D, Viner R. How adolescent health influences education and employment: investigating longitudinal associations and mechanisms. J Epidemiol Community Health. 2018;72:465–70.CrossRefPubMed
20.
go back to reference Evensen M, Lyngstad T, Melkevik O, Mykletun A. The role of internalizing and externalizing problems in adolescence for adult Educational Attainment: evidence from sibling comparisons using data from the Young HUNT Study. Eur Sociol Rev. 2016;32:552–5.CrossRef Evensen M, Lyngstad T, Melkevik O, Mykletun A. The role of internalizing and externalizing problems in adolescence for adult Educational Attainment: evidence from sibling comparisons using data from the Young HUNT Study. Eur Sociol Rev. 2016;32:552–5.CrossRef
21.
22.
go back to reference Metzler M, Merrick M, Klevens J, Ports K, Ford D. Adverse childhood experiences and life opportunities: shifting the narrative. Child Youth Serv Rev. 2017;72:141–8.CrossRefPubMedPubMedCentral Metzler M, Merrick M, Klevens J, Ports K, Ford D. Adverse childhood experiences and life opportunities: shifting the narrative. Child Youth Serv Rev. 2017;72:141–8.CrossRefPubMedPubMedCentral
23.
go back to reference Bellis M, Hughes K, Ford K, Ramos Rodriguez G, Sethi D, Passmore J. Life course health consequences and associated annual costs of adverse childhood experiences across Europe and North America: a systematic review and meta-analysis. Lancet Public Health. 2019;4:e517–28.CrossRefPubMedPubMedCentral Bellis M, Hughes K, Ford K, Ramos Rodriguez G, Sethi D, Passmore J. Life course health consequences and associated annual costs of adverse childhood experiences across Europe and North America: a systematic review and meta-analysis. Lancet Public Health. 2019;4:e517–28.CrossRefPubMedPubMedCentral
24.
go back to reference Bronfenbrenner U, Morris PA. The bioecological model of human development. In: Damon W, Lerner RM, editors. Handbook of Child Psychology. Vol. 1: Theoretical Models of Human Development, 6th edn. Hoboken, NJ: John Wiley & Sons, Inc., 2006; 793–828. Bronfenbrenner U, Morris PA. The bioecological model of human development. In: Damon W, Lerner RM, editors. Handbook of Child Psychology. Vol. 1: Theoretical Models of Human Development, 6th edn. Hoboken, NJ: John Wiley & Sons, Inc., 2006; 793–828.
25.
go back to reference Maughan B, Collishaw S, Stringaris A. Depression in childhood and adolescence. Can Acad Child Adolesc Psychiatry. 2013;22:35–40. Maughan B, Collishaw S, Stringaris A. Depression in childhood and adolescence. Can Acad Child Adolesc Psychiatry. 2013;22:35–40.
26.
go back to reference Shanahan L, Copeland W, Costello E, Angold A. Child-, adolescent- and young adult-onset depressions: Differential risk factors in development? Psychol Med. 2011;41:2265–74.CrossRefPubMedPubMedCentral Shanahan L, Copeland W, Costello E, Angold A. Child-, adolescent- and young adult-onset depressions: Differential risk factors in development? Psychol Med. 2011;41:2265–74.CrossRefPubMedPubMedCentral
27.
go back to reference Pine D, Cohen E, Cohen P, Brook J. Adolescent depressive symptoms as predictors of adult depression: moodiness or mood disorder? Am J Psychiatry. 1999;156:133–5.CrossRefPubMed Pine D, Cohen E, Cohen P, Brook J. Adolescent depressive symptoms as predictors of adult depression: moodiness or mood disorder? Am J Psychiatry. 1999;156:133–5.CrossRefPubMed
30.
go back to reference Hammarström A, Janlert U. Health selection in a 14-year follow-up study– a question of gendered discrimination? Soc Sci Med. 2005;61:2221–32.CrossRefPubMed Hammarström A, Janlert U. Health selection in a 14-year follow-up study– a question of gendered discrimination? Soc Sci Med. 2005;61:2221–32.CrossRefPubMed
31.
go back to reference Virtanen P, Janlert U, Hammarström A. Health status and health behaviour as predictors of the occurrence of unemployment and prolonged unemployment. Public Health. 2013;127:46–52.CrossRefPubMed Virtanen P, Janlert U, Hammarström A. Health status and health behaviour as predictors of the occurrence of unemployment and prolonged unemployment. Public Health. 2013;127:46–52.CrossRefPubMed
32.
go back to reference West P. Rethinking the health selection explanation for health inequalities. Soc Sci Med. 1991;32:373–84.CrossRefPubMed West P. Rethinking the health selection explanation for health inequalities. Soc Sci Med. 1991;32:373–84.CrossRefPubMed
33.
go back to reference Benach J, Vives A, Amable M, et al. Precarious employment: understanding an emerging social determinant of health. Annu Rev Public Health. 2014;35(1):229–53.CrossRefPubMed Benach J, Vives A, Amable M, et al. Precarious employment: understanding an emerging social determinant of health. Annu Rev Public Health. 2014;35(1):229–53.CrossRefPubMed
34.
go back to reference Bronfenbrenner U. The Ecology of Human Development: experiments by Nature and Design. Cambridge: Harvard University Press; 1979. Bronfenbrenner U. The Ecology of Human Development: experiments by Nature and Design. Cambridge: Harvard University Press; 1979.
35.
go back to reference Nyberg A, Rajaleid K, Westerlund H, Hammarström A. Does social and professional establishment at age 30 mediate the association between school connectedness and family climate at age 16 and mental health symptoms at age 43? J Affect Disord. 2019;246:52–6.CrossRefPubMed Nyberg A, Rajaleid K, Westerlund H, Hammarström A. Does social and professional establishment at age 30 mediate the association between school connectedness and family climate at age 16 and mental health symptoms at age 43? J Affect Disord. 2019;246:52–6.CrossRefPubMed
36.
go back to reference Ek E, Ala-Mursula L, Velázquez R, Tolvanen A, Salmela-Aro K. Employment trajectories until midlife associate with early social role investments and current work-related well-being. Adv Life Course Res. 2021;47:100391.CrossRefPubMed Ek E, Ala-Mursula L, Velázquez R, Tolvanen A, Salmela-Aro K. Employment trajectories until midlife associate with early social role investments and current work-related well-being. Adv Life Course Res. 2021;47:100391.CrossRefPubMed
37.
go back to reference Saloniemi A, Salonen J, Nummi T, Virtanen P. The diversity of transitions during early adulthood in the Finnish labour market. J Youth Stud. 2021;24:851–8.CrossRef Saloniemi A, Salonen J, Nummi T, Virtanen P. The diversity of transitions during early adulthood in the Finnish labour market. J Youth Stud. 2021;24:851–8.CrossRef
38.
go back to reference Amick et al. 2017 (Amick BC Labor markets and health: an integrated life-course perspective. Scand J Work Environ H 2016;42:346– 53. Amick et al. 2017 (Amick BC Labor markets and health: an integrated life-course perspective. Scand J Work Environ H 2016;42:346– 53.
Metadata
Title
Psychosocial conditions during school-age as determinants of long-term labour market attachment: a study of the Northern Swedish Cohort from the 1980s to the 2020s
Authors
Pekka Virtanen
Tapio Nummi
Urban Janlert
Anne Hammarström
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2024
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-023-17611-6

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