Teacher Educators in Neoliberal Times: A Phenomenological Self-Study
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 Sweden, and most Western countries, pervasive neoliberal policies have dramatically transformed the entire education sector in a matter of decades. As teacher educators, we have experienced how neoliberal currents have pushed Swedish teacher education towards a teacher training paradigm which may risk undermining the foundations for professional judgement. Moreover, the Bologna Process and the introduction of New Public Management have had significant consequences for what it means to be a teacher educator. In this study, we present our everyday experiences of being teacher educators, immersed in a teacher education culture in Sweden which has evolved under the pressures of neoliberalism. To address these complex lived experiences we engaged in a phenomenological first-person account. Three main themes emerged from an analysis of lived experience descriptions: (a) Alignment Slaves; (b) Audit Puppets; (c) Techno Phobes. These themes reflect different lived dimensions of being teacher educators confronted with neoliberal agendas. The paper concludes with a call for resistance to bring about change within teacher education.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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