Seeing the "Changing Nature of Work" through a Precarity Lens
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 article reviews the concept of precarity and offers critical reflections on its contribution to thestudy of contemporary labour and livelihoods. A stock-take of key and recent literature suggeststhat, despite conceptual ambiguity and overstretching, “thinking with precarity” continues to provea valuable and worthwhile exercise – so long as that thinking is carefully articulated. This involvesunderstanding precarity as: 1) rooted in concrete labour market experiences but also connected tobroader anxieties over social and political life; 2) a process-focused concept rather than end-statedescriptor; and 3) speaking to longer histories and wider geographies than its commonplace statusas a residual term or category implies. The analytical advantages of thinking in such a way areillustrated through a critical analysis of the World Bank’s World Development Report 2019 on the“changing nature of work”, and in particular its handling of digital labour.KEYWORDS: precarious work; politics of precarity; livelihoods; digital labour; gig economy
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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