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Degrees without Freedom: The Impact of Formal Education on Dalit Young Men in North India

2004· article· en· W2141452991 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueDevelopment and Change · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicSocial and Economic Development in India
Canadian institutionsNatural Sciences and Engineering Research Council of Canada
Fundersnot available
KeywordsCasteDignityCultural capitalSociologyEconomic growthResentmentGender studiesEmpowermentPolitical scienceSocial scienceLawEconomics

Abstract

fetched live from OpenAlex

Abstract This article considers the capacity of formal education to undermine established processes of caste and class reproduction in an area of north India, with particular reference to the views and strategies of educated Dalit young men. It draws on quantitative and qualitative research conducted by the authors in a village in Bijnor district, western Uttar Pradesh (UP). We discuss how educated Dalit young men perceive education, how they seek to use educational credentials to obtain ‘respectable’ jobs, and how they react when this strategy fails. Increased formal education has given Dalit young men a sense of dignity and confidence at the village level. However, these men are increasingly unable to convert this ‘cultural capital’ into secure employment. This has created a reproductive crisis which is manifest in an emerging culture of masculine Dalit resentment. In response to this culture, Dalit parents are beginning to withdraw from investing money in young mens’ higher secondary and tertiary‐level education. Without a substantial redistribution in material assets within society, development initiatives focused on formal education are likely to be only partially successful in raising the social standing and economic position of subordinate groups.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.234
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.051
GPT teacher head0.303
Teacher spread0.252 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it