Deprivileging the public sector workforce: Austerity, fragmentation and service withdrawal in Britain
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
Abstract The impact of the financial crisis has reignited debate about the scope and scale of public sector restructuring and its consequences for the workforce in Britain. The economic crisis precipitated austerity measures concentrated on expenditure reductions with the intention of reducing the public deficit. Because the public sector pay bill comprises over half of current public spending, achieving deficit reduction has major consequences for the total pay bill and the workforce. This article assesses the restructuring of the public sector and public sector employment relations in Britain and identifies underlying continuities in public sector restructuring over recent decades. Drawing on and repositioning New Labour’s legacy, the Coalition government used the economic crisis to establish a pro-austerity frame that has legitimated deep cuts in public sector employment and involved measures to refashion public sector employment relations. The article considers the consequences of this agenda and responses by trade unions and indicates some of the limits and uncertain prospects for public sector restructuring under conditions of austerity.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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