Economic rationalism and education reforms in developed countries
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
In contrast to those of the earlier decades, recent school changes and educational reforms in developed countries are not governed by ideologies originated from specific social or national contexts, attempting to address unique specific interests or educational concerns. Rather, the universal “economic rationalism” is contended to be the primary driving force shaping the nature and spirit of the global educational reforms. In support of this conviction, reform literature prepared by scholars from America, Canada, England and Australia is examined. By identifying some common threads extracted from diverse articles, a general model is woven, linking rationalistic principles such as efficiency, productivity and accountability with various formats of reforms. Specific objectives include cost‐reduction, higher rate of social return, more reliable and comparable outcome assessment and greater market (public) control. Public educators should realign themselves to this paradigm shift if they are to retain their professional leadership in a more turbulent environment.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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