Situating platform gig economy in the formal subsumption of reproductive labor: Transnational migrant domestic workers and the continuum of exploitation and precarity
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
In conversation with critical platform and labor studies, which tend to focus on drivers and food delivery workers, this article seeks to expand our understanding of the platform gig economy from the perspective of reproductive labor and migrant domestic workers. The exploitation of women’s unpaid and low-paid reproductive work has persisted throughout various stages of capitalist development. Migrant domestic workers’ underpaid reproductive labor becomes an essential site for primitive capital accumulation and the production of the labor force in the contemporary neoliberal global economy. Building upon analyses of the historical and contemporary circumstances of transnational migrant domestic workers in Canada, I argue that digital labor platforms become a technology-enabled, capital-driven force in the larger commodification and exploitation process of migrant workers’ reproductive labor, and such processes are underpinned by entangled structural and institutional forces of the uneven capitalist development, racism, patriarchy, and the state’s discriminatory (im)migration and labor policies. The article suggests that understanding the seeming prevalence of platform work should be situated in the continuous formal subsumption of reproductive labor and the class immobility of migrant domestic workers, and labor activism and movements should contest the entwined power dominations beyond merely demanding regulations over platforms.
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 | 0.002 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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