Bibliographic record
Abstract
This qualitative study employs a Bourdieusian framework to explore how urban middle-class parents in Pakistan support their daughters’ education while transmitting cultural capital. Parents emphasize talim-o-tarbiyat, referring to education and nurturing. I argue that, owing to the availability of educational resources and the recognition of the cultural capital conferred by Western qualifications, middle-class, educated urban parents choose Western education as talim. Additionally, Tarbiyat motivates their aspirations for their daughter’s education with specific cognitive references, notably Ashraaf values. Through boundary work and concerted cultivation, they reproduce cultural capital, influencing career choices and networks. Nevertheless, educated working women, experiencing a transformation of their habitus, foster new cognitive and social structures for themselves and their daughters. The study identifies desirable cultural capital, suggesting future research on exploring the conversion strategies of educated women’s capital by considering diverse sociocultural factors that intersect with gender dynamics within both private and public spheres.
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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 | 0.001 | 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 | 0.002 |
| 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 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".