The Limits of Labor Legislation Reforms: Rigidity, Growth, and Employment in Brazil (1995–2010)
Why this work is in the frame
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Bibliographic record
Abstract
The literature addressing market dynamics typically assumes that reforming labor legislation has a direct impact on economic performance, the configuration of labor markets, and the strength of labor organizations. Within this literature one prevalent school of thought advocates flexibilizing labor laws as the key to creating economic prosperity, enhancing labor productivity, increasing formal sector employment, and successfully fighting poverty and socioeconomic inequality. I test these assumptions by analyzing the case of Brazil between 1995 and 2010. My findings suggest that reforms seeking to flexibilize the Brazilian labor code do not significantly change the country's labor market or economy. I propose that transformations in international economic contexts as well as differing policy orientations of successive Brazilian federal governments may hold more explanatory power in accounting for labor market changes during this time period.
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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 | 0.001 |
| 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) | 0.000 | 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