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Record W4401056142 · doi:10.1016/j.lanwpc.2024.101155

Variations in suicide rates among Australian male construction workers by country of birth

2024· article· en· W4401056142 on OpenAlexaboutno aff
Tania King, Ludmila Fleitas Alfonzo, Anthony D. LaMontagne, Humaira Maheen

Bibliographic record

VenueThe Lancet Regional Health - Western Pacific · 2024
Typearticle
Languageen
FieldPsychology
TopicMigration, Health and Trauma
Canadian institutionsnot available
FundersMedical Research Council
KeywordsWorkforceDemographyOccupational safety and healthGeographyMedicinePolitical scienceSociologyEconomic growthEconomics

Abstract

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In Australia, the suicide rate among male construction workers is approximately double that of non-construction workers, with the age-standardised rate from 2001 to 2019 calculated to be 26.6 per 100,000 compared to 13.2 per 100,000 among other male workers.1Maheen H. Taouk Y. LaMontagne A.D. Spittal M. King T. Suicide trends among Australian construction workers during years 2001–2019.Sci Rep. 2022; 12: 1-7Crossref PubMed Scopus (13) Google Scholar With the rapid expansion of Australia’s labour market in the past 50 years, migration has come to play an important role in meeting labour demands. In 2016, it was estimated that one in three Australian workers were born overseas.2Mackey W. Coates B. Sherrell H. Migrants in the Australian workforce: a guidebook for policy makers. Grattan Institute, 2022Google Scholar Migrants are employed across all sectors, including the construction sector where it is estimated that 27% (about 255,000 workers) of the workforce was born overseas.2Mackey W. Coates B. Sherrell H. Migrants in the Australian workforce: a guidebook for policy makers. Grattan Institute, 2022Google Scholar Despite the substantial number of overseas born workers in the construction sector, little is known about the suicide risk among these workers. While suicide rates are typically lower among migrants relative to Australian born individuals,3Maheen H. King T. Suicide in first-generation Australian migrants, 2006–2019: a retrospective mortality study.Lancet Reg Health West Pac. 2023; 39100845Google Scholar there are other factors that may modify suicide risk among migrant construction workers. Globally, migrant construction workers are more vulnerable to the boom or bust nature of the global construction industry, and are more likely to experience retrenchment and unemployment.4Buckley M. Zendel A. Biggar J. Frederiksen L. Wells J. Migrant work & employment in the construction sector. International Labour Organization, 2016Google Scholar In Australia, a high proportion of migrant workers are exposed to psychosocial work stressors,5Coates B. Wiltshire T. Reysenbach T. Short-changed: how to stop the exploitation of migrant workers in Australia. Grattan Institute, 2023Google Scholar,6Daly A. Carey R.N. Darcey E. et al.Workplace psychosocial stressors experienced by migrant workers in Australia: a cross-sectional study.PLoS One. 2018; 13e0203998Crossref Scopus (23) Google Scholar job insecurity,6Daly A. Carey R.N. Darcey E. et al.Workplace psychosocial stressors experienced by migrant workers in Australia: a cross-sectional study.PLoS One. 2018; 13e0203998Crossref Scopus (23) Google Scholar and exploitation and underpayment,5Coates B. Wiltshire T. Reysenbach T. Short-changed: how to stop the exploitation of migrant workers in Australia. Grattan Institute, 2023Google Scholar and high rates of bullying and discrimination are reported. The unique experiences of migrant workers may coalesce with stressors in the construction sector to modify suicide risk among these workers relative to their peers working in other sectors. To assess this, we used data from the National Coronial Information System (NCIS)7National Coronial Information SystemData quality statement: birthplace of deceased in the NCIS. NCIS, 2021Google Scholar to compare suicide rates among male construction workers and non-construction workers in Australia for the period 2006–2020, and examine variations by country of birth. We note that females are highly under-represented in the construction industry, making analysis of suicide among female construction workers infeasible. Thus our findings are reported for males only. Four mutually exclusive categories were used to classify country of birth: Australia, English-speaking and not Australia (hereafter referred as ‘English-speaking’), non-English-speaking European country, and Other country. This classification is based on evidence that: a) English speaking migrants experience cultural assimilation advantages8Guan Z. Yiu T.W. Samarasinghe D.A.S. Reddy R. Health and safety risk of migrant construction workers–a systematic literature review.Eng Construct Architect Manag. 2024; 31: 1081-1099Crossref Scopus (4) Google Scholar; b) greater levels of racial discrimination are experienced by those of a visible minority group9Siddiqi A. Shahidi F.V. Ramraj C. Williams D.R. Associations between race, discrimination and risk for chronic disease in a population-based sample from Canada.Soc Sci Med. 2017; 194: 135-141Crossref PubMed Scopus (49) Google Scholar; and c) that mental health and suicidal behaviours vary by country of origin. For descriptive purposes, we plotted suicide rates for the four categories of construction workers (Fig. 1). We found that while rates of suicide among construction workers born in Australia and in English-speaking countries appears to have remained steady or declined slightly, rates among construction workers born in non-English speaking European countries and Other countries show more fluctuation. Suicide rates for both construction and non-construction workers across the years 2006–2020 were highest for those born in Australia (25.9 and 14.8 per 100,000 respectively) (Table 1). Among those born outside Australia, construction workers from English-speaking countries had the highest age-standardised rates with 19.6 suicide deaths per 100,000, compared to 16.0 per 100,000 for those born in a non-English speaking European country and 15.0 per 100,000 for those born in an Other country. Rates across all groups were lowest for non-construction workers from an Other country (5.8 per 100,000).Table 1Age-standardised suicide rate (ASR) and incidence rate ratio (IRR) for male construction vs non-construction workers by Country of origin categories between 2006 and 2020 in Australia.Country of originWorkersSuicide deaths (n)ASRIRR (95% CI)AustraliaConstruction261825.91.76 (1.68, 1.84)Non-construction714114.81.00English-speaking countriesConstruction25119.61.64 (1.41, 1.89)Non-construction77510.21.00Non-English speaking European countriesConstruction10316.01.43 (1.14, 1.80)Non-construction30410.91.00Other countriesConstruction12115.02.22 (1.81, 2.70)Non-construction5615.81.00 Open table in a new tab While rates of suicide for workers born outside Australia are lower than among their Australian born peers, some notable findings are apparent when comparing suicide rates for construction workers relative to non-construction workers. Specifically, these comparisons indicate that for workers born outside Australia, suicide rates for construction workers were markedly elevated relative to the rates of their non-construction counterparts. The difference in suicide rates between construction and non-construction workers was particularly evident for those from Other countries, where suicide rates among construction workers were more than twice the rate observed among non-construction workers (IRR 2.22, 95% CI 1.81, 2.70). While we cannot formally exclude selection effects – that is, that the type of immigrants entering construction occupations carry different suicide risks to non-construction migrant workers – consistent evidence from other countries evidencing the way in which migrants carry the suicide risk of their country of origin suggests that this is unlikely to be the case.10Spallek J. Reeske A. Norredam M. Nielsen S.S. Lehnhardt J. Razum O. Suicide among immigrants in Europe--a systematic literature review.Eur J Public Health. 2015; 25: 63-71Crossref PubMed Scopus (70) Google Scholar We consider it more plausible that elements of the construction industry are contributing to the elevation of suicide risks among migrant construction workers (as for Australian-born workers). Research attention is warranted to assess the extent to which this represents an ongoing trend among migrant workers, and whether, and what, industry-related factors may be associated with such trends. Our results indicating that rates of suicide among different migrant groups are lower than among the Australian-born population aligns with other research that used Australian coronial data to show that males and females from different migrant backgrounds have significantly lower suicide rates relative to those born in Australia.3Maheen H. King T. Suicide in first-generation Australian migrants, 2006–2019: a retrospective mortality study.Lancet Reg Health West Pac. 2023; 39100845Google Scholar There are multiple potential explanations for this. One is the healthy migrant effect: that is, that the very act of migration requires a certain level of health, and at a population level this translates into the health advantage observed.11Dhadda A. Greene G. ‘The healthy migrant effect’ for mental health in england: propensity-score matched analysis using the EMPIRIC survey.J Immigr Minor Health. 2018; 20: 799-808Crossref PubMed Scopus (27) Google Scholar,12Salas-Wright C.P. Vaughn M.G. Goings T.C. Miller D.P. Schwartz S.J. Immigrants and mental disorders in the United States: new evidence on the healthy migrant hypothesis.Psychiatry Res. 2018; 267: 438-445Crossref PubMed Scopus (51) Google Scholar In summary, rates of suicide are higher among construction workers relative to workers in other sectors. While suicide rates among migrant workers are lower than for their Australian born counterparts – for both construction workers and non-construction workers – migrant construction workers are at elevated risk of suicide relative to their non-construction worker peers. Our results suggest that while migrant workers carry the suicide risk of their country of origin, the construction industry appears to confer an increased risk of suicide on migrant construction workers. That is, migrant construction workers "take on" the increased risk of suicide associated with the construction industry. In the present context, this acculturation effect—moving suicide rates among construction workers from non-English speaking countries towards that of those born in Australia and other English-speaking countries—is undesirable, but crucially, it may be preventable. Most suicide prevention programs are delivered in English and are geared to the traditional white, English-speaking profile of Australian construction workers. As workforces, including the construction sector, continue to diversify, it will be important for suicide prevention efforts to respond to this, and where necessary, modify their approaches to ensure relevance and validity to all workers including migrant workers. TLK conceived the study, interpreted the analysis and prepared the manuscript submission and revision. LFA contributed to the manuscript preparation and revision. ADL conceived the study, contributed to the manuscript preparation and revision. HM conducted and interpreted the analysis and contributed to the manuscript preparation and revision. LFA accessed and verified the underlying data. TK, LFA, HM have access to NCIS data. The suicide count data analysed in this study were used under license for the current study are not publicly available. The data is available from the National Coronial Information System however restrictions apply to its use. Authors Prof Anthony Lamontagne and A/Prof Tania King are current members (voluntary, unpaid) of the National Research Reference Group for MATES in Construction, and Prof LaMontagne is a (voluntary, unpaid) director on the MATES in Construction Board. Dr Humaira Maheen and Ms Ludmila Fleitas Alfonzo have no interests (financial or non-financial) to declare. Funding: Funding for this work was received from MATES in Construction Australia, and the Australian National Health & Medical Research Council Million Minds Mental Health Research Grant (1199972). TK is supported by an Australian Research Council Discovery Early Career Researcher Award (DE200100607) and a University of Melbourne Dame Kate Campbell Fellowship. LFA is supported by the Melbourne Disability Institute through a Research Training Program Scholarship provided by the Australian Government and The University of Melbourne. HM is supported by a Suicide Prevention Australia Fellowship. The funders had no role in the study design, analysis, interpretation of results and the decision to submit this manuscript for publication. Ethics approval and consent: The study was approved by the Victorian Justice Human Research Ethics Committee (reference CF/18/22468), Department of Justice and Community Safety and the Human Ethics Advisory Group, School of Population and Global Health, University of Melbourne. As study participants were deceased, it was not possible to obtain informed consent; therefore, both the Victorian Justice Human Research Ethics Committee, Department of Justice and Community Safety and Human Ethics Advisory Group, School of Population and Global Health, University of Melbourne approved the waiver for informed consent. The authors assert that all procedures contributing to this work comply with the ethical standards of the relevant national and institutional committees on human experimentation and with the Helsinki Declaration of 1975 and its revisions.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.067
Threshold uncertainty score0.923

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.054
GPT teacher head0.369
Teacher spread0.315 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations1
Published2024
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