A review of the healthy worker effect in occupational epidemiology
Abstract
This review article aims to anatomize sources of the healthy worker effect (HWE) and to summarize advantages and limitations of several approaches frequently proposed to eliminate the HWE. Although the HWE is frequently addressed in the context of selection bias, our review suggests that the selection of occupational cohorts with advantageous health status would preferably be addressed as a source of confounding biases. The authors also conclude that the exclusion of unhealthy workers at employment and the study of active workers are the two main sources of HWE, and that the use of the general population as a comparison group in occupational epidemiology should be avoided if possible. The authors encourage investigators to make distinctions between the underlying factors related to the use of the general population as the comparison group in occupational epidemiology.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The theory of the healthy worker effect suggests that healthier individuals are more likely to remain in the workforce.
“The theory of the healthy worker effect suggests that healthier individuals are more likely to remain in the workforce [42].”
From Which aspects of health differ between working and nonworking women with fibromyalgia? A cross-sectional study of work status and health (2012) · cites this paper as [42]
Cites
Statistical Methods in Cancer Research
Breslow, N. E. (1980) · Cited by 7,332 · see citing works
Standardized Mortality Ratios and the "Healthy Worker Effect": Scratching Beneath the Surface
McMichael, A. J. (1976) · Journal of Occupational and Environmental Medicine · doi:10.1097/00043764-197603000-00009 · Cited by 770 · see citing works
Fox, A. J., & Collier, P. F. (1976) · Journal of Epidemiology & Community Health · doi:10.1136/jech.30.4.225 · Cited by 465 · see citing works
Observations on the Healthy Worker Effect
Monson, R. R. (1986) · Journal of Occupational and Environmental Medicine · doi:10.1097/00043764-198606000-00009 · Cited by 233 · see citing works
An epidemiologic study of mortality within a cohort of rubber workers, 1964-72.
Aj, M., Spirtas, R., & Kupper, L. L. (1974) · PubMed · Cited by 187 · see citing works
Anatomy of the healthy worker effect: a critical review.
Wen, C. P., Tsai, S. P., & Gibson, R. L. (1983) · PubMed · Cited by 130 · see citing works
Howe, G. R., Chiarelli, A. M., & Lindsay, J. (1988) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a115089 · Cited by 106 · see citing works
Introduction to Occupational Epidemiology
Hernberg, S. (1991) · Medical Entomology and Zoology · Cited by 102 · see citing works
The healthy worker effect. Selection of workers and work forces.
Wilcosky, T. C., & Wing, S. (1987) · Scandinavian Journal of Work Environment & Health · doi:10.5271/sjweh.2078 · Cited by 76 · see citing works
Healthy worker effect in the total Finnish population.
Vinni, K., & Hakama, M. (1980) · Occupational and Environmental Medicine · doi:10.1136/oem.37.2.180 · Cited by 69 · see citing works
Occupational mortality studies. Principles of validity.
Wang, J. D., & Miettinen, O. (1982) · Scandinavian Journal of Work Environment & Health · doi:10.5271/sjweh.2480 · Cited by 67 · see citing works
Occupational Cohort Studies: The Influence of Design Characteristics on the Healthy Worker Effect
Meijers, J. M. M., Swaen, G. M. H., Volovics, A., et al. (1989) · International Journal of Epidemiology · doi:10.1093/ije/18.4.970 · Cited by 42 · see citing works
Comparing standardized mortality ratios
Armstrong, B. (1995) · Annals of Epidemiology · doi:10.1016/1047-2797(94)00032-o · Cited by 39 · see citing works
Td, S., & Jj, W. (1986) · PubMed · Cited by 39 · see citing works
Hernberg, S. (1980) · Scandinavian Journal of Work Environment & Health · doi:10.5271/sjweh.2620 · Cited by 37 · see citing works
Arrighi, H. M., & Hertz‐Picciotto, I. (1993) · Journal of Occupational and Environmental Medicine · doi:10.1097/00043764-199309000-00009 · Cited by 35 · see citing works
Not Uniformly True for Each Cause of Death
Enterline, P. E. (1975) · Journal of Occupational and Environmental Medicine · doi:10.1097/00043764-197502000-00017 · Cited by 33 · see citing works
The ‘health-related selection effect’ on occupational morbidity rates
Östlin, P. (1989) · Scandinavian Journal of Social Medicine · doi:10.1177/140349488901700402 · Cited by 32 · see citing works
Wen, C., & Sp, T. (1982) · PubMed · Cited by 24 · see citing works
Methods and issues in occupational and environmental epidemiology
(1985) · Food and Chemical Toxicology · doi:10.1016/0278-6915(85)90083-3 · Cited by 24 · see citing works
Mortality study of oil refinery workers: five-year follow-up.
Thériault, G., & Provencher, S. (1987) · PubMed · Cited by 23 · see citing works
Health Selection among Members of a Danish Trade Union
Olsen, J., & Sabroe, S. (1979) · International Journal of Epidemiology · doi:10.1093/ije/8.2.155 · Cited by 17 · see citing works
Mortality among rubber workers. IV. General mortality patterns.
Delzell, E., & Monson, R. R. (1981) · Journal of occupational medicine · Cited by 14 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Gimeno, D., Kivimäki, M., Brunner, E. J., Elovainio, M., De Vogli, R., Steptoe, A., Kumari, M., Lowe, G. D. O., Rumley, A., Marmot, M. G., et al. (2009) · Psychological Medicine · doi:10.1017/s0033291708003723 · Cited by 561 · see citing works
Sedentary behaviour and cardiovascular disease: a review of prospective studies
Ford, E. S., & Caspersen, C. J. (2012) · International Journal of Epidemiology · doi:10.1093/ije/dys078 · Cited by 530 · see citing works
Stanley, I. H., Hom, M. A., & Joiner, T. E. (2016) · Clinical Psychology Review · doi:10.1016/j.cpr.2015.12.002 · Cited by 433 · see citing works
Milner, A., Page, A., & LaMontagne, A. D. (2014) · Psychological Medicine · doi:10.1017/s0033291713001621 · Cited by 255 · see citing works
Factors influencing the decision to extend working life or retire
Nilsson, K., Hydbom, A. R., & Rylander, L. (2011) · Scandinavian Journal of Work, Environment & Health · doi:10.5271/sjweh.3181 · Cited by 148 · see citing works
Leonard, R. C., Kreckmann, K. H., Sakr, C. J., & Symons, J. M. (2008) · Annals of Epidemiology · doi:10.1016/j.annepidem.2007.06.011 · Cited by 147 · see citing works
Nilsson, K. (2016) · Scandinavian Journal of Public Health · doi:10.1177/1403494816636265 · Cited by 106 · see citing works
Good ergonomics and team diversity reduce absenteeism and errors in car manufacturing
Fritzsche, L., Wegge, J., Schmauder, M., Kliegel, M., & Schmidt, K.-H. (2014) · Ergonomics · doi:10.1080/00140139.2013.875597 · Cited by 93 · see citing works
Work-related musculoskeletal discomfort of dairy farmers and employed workers
Kolstrup, C. (2012) · Journal of Occupational Medicine and Toxicology · doi:10.1186/1745-6673-7-23 · Cited by 91 · see citing works
Akinyemi, O. O., Owoaje, E. T., Ige, O. K., & Popoola, O. A. (2012) · BMC Research Notes · doi:10.1186/1756-0500-5-394 · Cited by 82 · see citing works
Müller, A., De Lange, A., Weigl, M., Oxfart, C., & Van der Heijden, B. (2013) · Journal of Vocational Behavior · doi:10.1016/j.jvb.2013.03.002 · Cited by 72 · see citing works
McNeely, E., Mordukhovich, I., Tideman, S., Gale, S., & Coull, B. (2018) · BMC Public Health · doi:10.1186/s12889-018-5221-3 · Cited by 70 · see citing works
Gimeno, D., Brunner, E. J., Lowe, G. D. O., Rumley, A., Marmot, M. G., & Ferrie, J. E. (2007) · European Journal of Epidemiology · doi:10.1007/s10654-007-9171-9 · Cited by 66 · see citing works
A test of the interpersonal theory of suicide in a large sample of current firefighters
Chu, C., Buchman-Schmitt, J. M., Hom, M. A., Stanley, I. H., & Joiner, T. E. (2016) · Psychiatry Research · doi:10.1016/j.psychres.2016.03.041 · Cited by 62 · see citing works
Ferland, L., Carvalho, C., Gomes Dias, J., Lamb, F., Adlhoch, C., Suetens, C., Beauté, J., Kinross, P., Plachouras, D., Hannila-Handelberg, T., et al. (2022) · Journal of Hospital Infection · doi:10.1016/j.jhin.2021.10.015 · Cited by 55 · see citing works
Erosion of the healthy soldier effect in veterans of US military service in Iraq and Afghanistan
Bollinger, M. J., Schmidt, S., Pugh, J. A., Parsons, H. M., Copeland, L. A., & Pugh, M. J. (2015) · Population Health Metrics · doi:10.1186/s12963-015-0040-6 · Cited by 49 · see citing works
“In addition, the effect appears to be strongest for women, [4] greater for non-whites, [5] and increased for physically demanding jobs [6].”
BackgroundLow back pain among textile workers: a cross-sectional study
Paudyal, P., Ayres, J. G., Semple, S., & Macfarlane, G. J. (2013) · Occupational Medicine · doi:10.1093/occmed/kqs231 · Cited by 34 · see citing works
Palstam, A., Bjersing, J. L., & Mannerkorpi, K. (2012) · BMC Public Health · doi:10.1186/1471-2458-12-1076 · Cited by 31 · see citing works
Carreón, T., Hein, M. J., Hanley, K. W., Viet, S. M., & Ruder, A. M. (2014) · American Journal of Industrial Medicine · doi:10.1002/ajim.22299 · Cited by 29 · see citing works
- Authors
- Li, C.-Y., & Sung, F.-C.
- Affiliations
- Fu Jen Catholic University (TW)
- National Taiwan University (TW)
- Corresponding author
- Li, C.-Y.
- ORCID
- Li, C.-Y.
- Venue
- Occupational Medicine
- Publisher
- Oxford University Press (OUP)
- Published
- 1999
- Volume
- 49
- Issue
- 4
- Pages
- 225-229
- ISSN
- 0962-7480 (ISSN-L)
- 1471-8405
- OpenAlex
- W2158364693
- Cited by
- 829
- References
- 23
- Citations by year
- 2026: 32 · 2025: 36 · 2024: 25 · 2023: 31 · 2022: 42 · 2021: 61 · 2020: 50 · 2019: 60 · 2018: 40 · 2017: 43 · 2016: 40 · 2015: 49 · 2014: 57 · 2013: 42 · 2012: 52
- FWCI
- 5.12
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Occupational Medicine (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
- Health Sciences › Health Professions › Occupational Therapy › Occupational Health and Safety in Workplaces
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
- Keywords
- healthy worker effect, selection bias, confounding, occupational cohort, active workers
- MeSH terms
- Humans, Occupational Medicine, Time Factors, Reproducibility of Results, Cohort Studies, Bias, Selection Bias, Confounding Factors, Epidemiologic, Cohort Effect, Healthy Worker Effect, Occupational Health
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review