A Sectoral Supply-Side Model to Assess the Impact of Labour Market Reforms in Malta
Why this work is in the frame
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Bibliographic record
Abstract
The Maltese economy recovered strongly after the financial crisis of 2009 and its labour market kept the pace with the rapid evolution of the economy since EU membership. This labour market resilience has to be seen in the context of important labour market reforms undertaken in recent years that have played an important role in raising the Maltese economy’s potential growth rate. This paper presents a novel modelling approach to characterize the supply side of the Maltese economy. The model consists of a matrix transformation method using data on demography, education, labour market statistics from survey and administrative sources and gross value added from the National Accounts. This framework is used to quantitatively assess the economic impact of specific labour market policies, such as those pertaining to education and re-training, active labour market policies and inflows or outflows of workers from the labour market.
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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 | 0.001 |
| Open science | 0.001 | 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