Asian migration and education cultures in the Anglo-sphere
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
Asian migration is transforming education cultures in the Anglo-sphere. This is epitomised in the mounting debates about ‘tiger mothers’ and ‘dragon children’, and competition and segregation in schools. Anxiety and aspiration within these spaces are increasingly ethnicised, with children of Asian migrants both admired and resented for their educational success. This paper presents some frameworks for understanding how Asian migration both shapes and impacts upon education outcomes, systems and cultures, focusing on Australia, the U.S., the U.K. and Canada. It challenges the cultural essentialism that prevails in academic and popular discussion of ‘Asian success’, arguing that educational behaviour cannot be reduced to ethnic categories, whether these are ethnic ‘learning styles’ (e.g. the ‘Chinese learner’) or ‘cultural’ family practices (e.g. ‘Confucian parenting’). In also presenting an overview of papers in this special issue, this introduction showcases the explanatory models offered by our authors, which locate Asian migrants within broader social, historical and geo-political contexts. This includes global markets and national policies around migration and education, classed trajectories and articulations, local formations of ‘ethnic capital’, and transnational assemblages that produce education and mobility as means for social advancement. These are the broader contexts within which education cultures are produced.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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