Collective values in an entrepreneurial world: imagining craft labour in cultural work
Bibliographic record
Abstract
Established entertainment industry unions are often perceived to be in decline in a new landscape of work that requires new forms of organising, but the International Alliance of Theatrical Stage Employees and Allied Crafts (IATSE), a union that represents precarious workers in the entertainment industries in North America continues to expand its membership. This article analyses a shift from seniority-based to skill-based hiring practices in IATSE locals that began in the mid-1990s. Case study research on the formation of a skill-based Canadian IATSE local in 1998 finds that skill-based and seniority-based hiring are each representative of different conceptions of labour. However, the picture this case study sketches also suggests that these seemingly opposing concepts of labour – skill-based and seniority-based – are entangled. The idea of hiring based on ‘skill’ proved to be an effective organising strategy, but intensified precarious working conditions for IATSE employees, and relied on a more entrepreneurial conception of labour.
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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 | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.009 | 0.055 |
| Scholarly communication | 0.011 | 0.011 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.003 | 0.003 |
| 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".