ERIC ED464028: Teacher Workload and Stress: An International Perspective on Human Costs and Systemic Failure. BCTF Research Report.
Bibliographic record
Abstract
This report examines international research and current educational publications about teacher workload and related stress. Workload issues have been a concern for Canadian teachers and teacher unions during recent years, with British Columbia's teachers reporting the highest stress levels nationwide. Teachers must juggle diverse, intense types of interactions and respond to requests by colleagues, administrators, parents, and community members. Teachers report experiencing very high stress related to reporting practices and issues. International studies show that teachers' work intensification mirrors societal trends toward overwork. Site-based management has led to increased teacher workload. Imposed and centralized system accountability, lack of professional autonomy, relentlessly imposed change, constant media criticism, reduced resources, and moderate pay all relate to teacher stress. Some studies indicate that there are gender-based differences in teacher stress. The effects of teacher stress include declining job satisfaction, reduced ability to meet students' needs, significant incidences of psychological disorders leading to increased absenteeism, and high levels of claims for stress-related disability. Stress appears to be a factor in teachers leaving the profession in many countries. Collective bargaining is an obvious route to addressing teacher workload, and British research indicates that action can be taken once the effects of stress-inducing workloads are understood. (Contains 28 references.) (SM)
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.143 | 0.001 |
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 teacher head, 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".