Cultural Work as a Site of Struggle: Freelancers and Exploitation
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
This paper argues that Marxist political economy is a useful framework for understanding contemporary conditions of cultural work. Drawing on Karl Marx’s foundational concepts, labour process theory, and a case study of freelance writers, I argue that the debate over autonomy and control in cultural work ignores exploitation in labour-capital relationships, which is a crucial process shaping cultural work. To demonstrate the benefits of this approach, I discuss two methods media firms use to extract surplus value from freelance writers: exploitation of unpaid labour time and exploitation of intellectual property through aggressive copyright regimes. I argue that a Marxist perspective can uncover the dynamics that are transforming cultural industries and workers’ experiences. From this perspective, cultural work is understood as a site of struggle.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.003 | 0.023 |
| Open science | 0.001 | 0.001 |
| 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