Pushing crisis response towards sustainable transformation? Reflections from a case analysis of crisis-framed policy actions on teacher education in three European settings
Bibliographic record
Abstract
This paper explores the mobilisation of crisis response and related rhetoric in contemporary European teacher education. Using a critical vertical case analysis of illustrative national, regional, and institutional crisis-mediation settings (Switzerland, Germany, Ireland), we examine how crisis-informed policy response addresses global challenges like teacher shortages and digitalization. Employing an assemblage approach, we foreground how such responses exemplify moves to rethink, remake and redesign teacher education systems and programmes. Our discussions underscore the potential and the problematic aspects of crisis-based policy action to reshape teacher education and emphasize the role of universities and administrative institutions in fostering sustainable change. The study reveals particularly the influence of local contexts and cultures in shaping policy solutions and the dangers of excluding key actors within university teacher education from these conversations and actions. This discussion aims to inspire innovative and culturally-responsive transformations in teacher education practices and policies within Europe, and beyond.
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How this classification was reachedexpand
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 | 0.009 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".