A turning point for labour market policy in Australia
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
Australian labour market and industrial relations policies are poised for fundamental change. A combination of political and macroeconomic factors has created a historic opportunity to turn away from the individualised, market-driven labour market policy that has prevailed since the 1980s, in favour of a more interventionist and egalitarian approach. Factors contributing to this moment include the breakdown of bipartisan consensus around key neoliberal precepts; growing public anger over inequality, insecure work and stagnant wages; and a weakening of macroeconomic conditions. Australia’s labour market is now marked by underutilisation of labour in various forms, a deterioration in job quality (especially the growth of insecure and precarious work) and unprecedented weakness in wages. The deterioration in job quality and distributional outcomes is the long-term legacy of the post-1980s shift away from Australia’s earlier tradition of equality-seeking institutional structures and regulatory practices. The current malaise in labour markets should be confronted with a comprehensive strategy to both increase the quantity of work available to Australian workers and improve its quality. The major components of such a strategy are identified, and their prospects considered, in light of the economic and political forces reshaping Australia’s labour market. JEL Codes: J28, J38, J53, J58, J83
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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 | 0.000 | 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) | 0.005 | 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