Revisiting credentialism – why qualifications matter: a theoretical exploration
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
This article extends social realist theorising about theoretical knowledge and curriculum within the sociology of education to explore the nature of qualifications. The article draws on Bernstein’s concept of evaluative rules to do so. It evaluates human capital, institutional, and credentialist theories about the role qualifications play in society. Each offers important insights, yet each is unsatisfactory. Each fails to recognise education as a relatively autonomous field distinct from other social fields. We theorise qualifications to explore, on the one hand, the role they play in transforming society, and on the other, the role they play in reproducing social inequalities. We argue that qualifications matter, even if they are imperfect, contribute to the reproduction of social inequalities, and should be tied less, and not more, tightly to the labour market. A socially just model of qualifications would include four key purposes: individual, educational, occupational, and social.
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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 | 0.003 | 0.003 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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