International education and the pursuit of ‘Western’ capitals: middle-class Nigerian fathers’ strategies of class reproduction
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
Studies have shown the ways in which non-Western middle- and upper-class families are seeking to educate their children in the West. The rationale for this kind of social reproduction strategy is the acquisition of ‘valuable’ cultural and symbolic capitals which can be advantageous in the graduate job market of both their home country and internationally. Presenting a case study of four middle-class Nigerian fathers, the paper reveals the rationale behind these fathers’ decision to opt out of the Nigerian HE sectors. The paper focuses on three Western capitals – specifically institutional (a Canadian degree), embodied (high proficiency in English language) and symbolic (Canadian citizenship) – capitals which will position these parents’ children advantageously in the future. The paper concludes by presenting an argument that in seeking these Western capitals for their children, these parents become implicated in the Western hegemonic discourse of ‘West is best’.
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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 | 0.002 |
| 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 | 0.001 |
| 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