4.6 Article

Using Latent Class Analysis to Explore Complex Associations Between Socioeconomic Status and Adolescent Health and Well-Being

Journal

JOURNAL OF ADOLESCENT HEALTH
Volume 69, Issue 5, Pages 774-781

Publisher

ELSEVIER SCIENCE INC
DOI: 10.1016/j.jadohealth.2021.06.013

Keywords

Latent class analysis; Socioeconomic status; Mental health; Substance use

Funding

  1. Centre for the Development and Evaluation of Complex Interventions for Public Health Improvement (DECIPHer), a UKCRC Public Health Research Centre of Excellence
  2. British Heart Foundation [MR/KO232331/1]
  3. Cancer Research UK [MR/KO232331/1]
  4. Economic and Social Research Council [MR/KO232331/1]
  5. Medical Research Council [MR/KO232331/1]
  6. Welsh Government [MR/KO232331/1]
  7. Wellcome Trust, under the UK Clinical Research Collaboration [MR/KO232331/1]
  8. Welsh Government via Health and Care Research Wales
  9. Health and Care Research Wales
  10. Health Data Research UK from HDR UK Ltd - UK Medical Research Council [HDR-9006]
  11. Engineering and Physical Sciences Research Council
  12. Economic and Social Research Council
  13. Department of Health Social Care
  14. Chief Scientist Office of the Scottish Government Health and Social Care Directorates
  15. Health and Social Care Research and Development Division
  16. Public Health Agency
  17. British Heart Foundation
  18. Wellcome Trust
  19. Wolfson Centre for Young People's Mental Health
  20. Wolfson Foundation
  21. MRC [MR/L002787/1, MR/K023233/1] Funding Source: UKRI

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This study developed a multidimensional measure of SES to examine its impact on adolescent substance use and mental well-being. Findings revealed distinct classes of families and their relationships with mental well-being, internalizing symptoms, smoking, and cannabis use, providing a clearer understanding of health behavior patterns.
Purpose: Research demonstrates a strong socioeconomic gradient in health and well-being. However, many studies rely on unidimensional measures of socioeconomic status (SES) (e.g. educational qualifications, household income), and there is often a more limited consideration of how facets of SES combine to impact well-being. This paper develops a multidimensional measure of SES, drawing on family and school-level factors, to provide more nuanced understandings of socioeconomic patterns in adolescent substance use and mental well-being. Methods: Data from the Student Health and Wellbeing Survey from Wales, UK was employed. The sample compromised 22,372 students and we used latent class analysis to identify distinct groups using three measures of SES. These classes were then used to estimate mental well-being, internalizing symptoms, and substance use. Results: The five-class solution offered the best fit. Findings indicated distinct classes of families as follows: nonworking, deprived working families, affluent families in deprived schools, lower affluence, and higher affluence. There was a clear relationship among the classes and mental well-being, internalizing symptoms, smoking, and cannabis use; alcohol was the exception to this. Conclusions: The identification of these classes led to a fuller understanding of the health and well-being effects of SES, showing clearer patterning in health behaviors that often is not captured in research. The implications for adolescent health and well-being are discussed, including considerations for future research. (c) 2021 Society for Adolescent Health and Medicine. Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).

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