The Relative Role of Safety and Productivity in Canadian Ergonomists’ Professional Practices
Bibliographic record
Abstract
Definitions of ergonomics reference its application to both productivity and well-being. Discussions in the ergonomics literature consider the correspondence between these goals in ergonomic practice and make the case for a robust conception that advances the twin agendas of safety and productivity, contrary to the dominant understanding that ergonomics is primarily concerned with safety. This article examines the professional practices as reported from a sample of 21 ergonomists from across Canada with a combined experience of 296 years. The analysis aims to understand the reported intersection of safety and productivity in the ergonomists’ work and the broader conditions that structure this negotiation. Results provide strong support for the view that ergonomics is primarily associated with safety. This is evident in the structural location of ergonomics within health and safety units of workplaces and in ergonomists’ reports that the main focus of their work is safety concerns. A minority of study participants indicated that they addressed productivity concerns in their work, either as secondary or primary outcomes of ergonomic applications. In either instance, efforts to highlight the contribution of ergonomics to production did not significantly disrupt the dominant safety-oriented perception of the field. Financial considerations were major determinants of whether recommendations were accepted and implemented. The argument for the more robust vision of ergonomics advanced within the profession reflects an effort to overcome the organizational divide between safety and productivity by stressing that, in effective ergonomics applications, safety and productivity are joined in the production process and ergonomists have a main role to play in advancing both agendas. The analysis provided here has identified significant challenges to the adoption of this position. An irony of the dominant understanding of ergonomics as oriented to safety is that this provides the main basis for its growing presence in workplaces but also limits its applications.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.031 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.006 |
| Science and technology studies | 0.012 | 0.005 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".