Flying high on stipends: a historical analysis of flight attendant union struggles in (neoliberal) Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Since the establishment of the Canadian Air Line Flight Attendants’ Association (CALFAA) in 1948 and the Airline Division of the Canadian Union of Public Employees (CUPE) in 1984, flight attendant unions have advocated for duty time limits, sufficient rest periods, and fair wages. Recently, CUPE’s Airline Division has focused their efforts on unpaid ground time – a vital but overlooked element of flight attendant labor. Despite the union’s efforts, the persistence of unpaid ground time illustrates a trend of systemic prioritization of corporate profit over workplace equity. Through an overview of academic and grey literature (e.g. news articles, government documents), this review details the history of Canadian flight attendant unions before and after neoliberal reforms in the 1980s to trace trends in labor relations. We argue that increased governmental intervention and corporate exemptions in employee-employer labor relations prioritize the industry’s financial stability, forming structural barriers that dilute unions’ change-making capacity. Ultimately, we contextualize unpaid ground time within these trends – where systemic prioritization of corporate interests trump unions’ labor concerns, leaving attendants’ workplace inequity unaddressed.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it