Gymnastik- och idrottshögskolan, GIH

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From checkups to change: Longitudinal changes in lifestyle-related factors following repeated occupational health assessments among 106 005 Swedish workers
Swedish School of Sport and Health Sciences, GIH, Department of Physical Activity and Health.ORCID iD: 0000-0002-0958-0094
Swedish School of Sport and Health Sciences, GIH, Department of Physical Activity and Health.ORCID iD: 0000-0002-3901-7833
Swedish School of Sport and Health Sciences, GIH, Department of Physical Activity and Health.ORCID iD: 0009-0001-2909-1626
Swedish School of Sport and Health Sciences, GIH, Department of Physical Activity and Health.ORCID iD: 0000-0002-3185-9702
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2026 (English)In: Scandinavian Journal of Work, Environment and Health, ISSN 0355-3140, E-ISSN 1795-990X, Vol. 52, no 1, p. 41-50Article in journal (Refereed) Published
Abstract [en]

Objectives: We investigated changes in weight, exercise frequency, and perceived health from the first to last health profile assessment (HPA) and between the number of tests within five years. We examined whether sociodemographic factors, or baseline values influenced these changes.

Methods: Data from 106 005 employees with ≥2 HPA (1990-2021) were included. Change between the first and last HPA within a five-year period was analyzed. Baseline age, sex, education, occupation, and baseline values of each outcome were included as predictors. XGBoost models assessed changes in the outcomes, and performance was evaluated via root mean squared error, mean absolute error, and R-squared. We employed Shapley Additive Explanations and forward marginal effects to interpret dose-response relationships and subgroup differences.

Results: Predictive performance was low, suggesting that the included variables only partially explained observed changes. Nonetheless, longer intervals between the first and last HPA correlated with greater weight gain, while a higher number of tests predicted slightly lower weight gain and modest improvements in perceived health and exercise frequency, compared to the average change. Younger participants had larger weight increases, whereas those with higher education showed smaller declines in exercise frequency.

Conclusions: Infrequent HPA alone did not appear to substantially influence the lifestyle-related factors studied. However, more frequent HPA, coupled with enhanced feedback and support, may yield small improvements in weight, perceived health, and exercise frequency compared to the average change.

Place, publisher, year, edition, pages
Scandinavian Journal of Work, Environment & Health , 2026. Vol. 52, no 1, p. 41-50
Keywords [en]
exercise, health, health appraisal, health profile assessment, lifestyle-related factor, longitudinal change, occupational health assessment, perceived health, Swedish worker, weight
National Category
Public Health, Global Health and Social Medicine
Research subject
Medicine/Technology; Medicine/Technology
Identifiers
URN: urn:nbn:se:gih:diva-8839DOI: 10.5271/sjweh.4256ISI: 001590145700001PubMedID: 41060340Scopus ID: 2-s2.0-105026183434OAI: oai:DiVA.org:gih-8839DiVA, id: diva2:2005827
Part of project
The WORK TOGETHER program: Using a systems approach to update an occupational health service and reduce the health gap, Forte, Swedish Research Council for Health, Working Life and WelfareWORK TOGETHER WP1: Evaluation of reach and effectiveness of a nationally implemented occupational health service program over 30 years, Forte, Swedish Research Council for Health, Working Life and Welfare
Funder
Forte, Swedish Research Council for Health, Working Life and Welfare, 2023- 01126
Note

This work is licensed under a Creative Commons Attribution 4.0 International License.

Available from: 2025-10-10 Created: 2025-10-10 Last updated: 2026-01-23

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Väisänen, DanielEkblom Bak, ElinEriksson, LinneaKallings, Lena VLindwall, MagnusBlom, Victoria

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Väisänen, DanielEkblom Bak, ElinEriksson, LinneaKallings, Lena VLindwall, MagnusBlom, Victoria
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