Gendering Struggles against Informal and Precarious Work
Bibliographic record
Abstract
Gender is a defining feature of informal/precarious work in the 21st century, yet studies rarely adopt a gendered lens when examining collective efforts to challenge informality and precarity. This volume foregrounds the gendered dimensions of informal/precarious workers' struggles as a crucial starting point for re-theorizing the future of global labor movements. This volume includes six empirical chapters spanning five countries - the United States, Canada, South Korea, Mexico, and India - to explore exactly how gender is intertwined into informal/precarious workers organizing efforts, why gender is addressed, and to what end. The chapters focus on two gender-typed sectors - domestic work and construction - to identify the varying experiences of and struggles against gender and informality/precarity, as well as the conditions of movement success and failure. Across countries and sectors, the volume shows how informal/precarious worker organizations are on the front lines of challenging the multiple forms of gendered inequalities that shape contemporary practices of accumulation and labor regulation. Their struggles are making major transformations in terms of increasing women's leadership and membership in labor movements and exposing how gender interacts with other ascriptive identities to shape work. They are also re-shaping hegemonic scripts of capitalist accumulation, development, and gender to attain recognition for female-dominated occupations and reproductive needs for the first time ever. These outcomes are crucial as sources of emancipatory transformations at a time when state and public support for labor and social protection is facing the deep assault of transnational production and globalizing markets
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 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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.036 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".