Factory to Faculty: Socioeconomic Difference and the Educational Experiences of University Professors
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
Numerous essays exist on the lived experiences of academics from working-class or poverty-class origins. Yet, to date, there exists no systematic analysis of the class origins of university faculty members. This study utilizes surveys from a random sample of full-time university professors at all 95 Canadian universities affiliated with the Association of Universities and Colleges of Canada (AUCC) to analyze the ways in which socioeconomic background impacts experiences within university and graduate school. Findings indicate that several measures of socioeconomic background are indeed significant predictors of this experience. Qualitative data reveal that working-class faculty members are hyper-aware of the ways in which their class backgrounds affected their educational trajectories; while conversely, academics from middle-class backgrounds were also reflective about the ways in which they were privileged. The paper concludes with implications for developing public policy that shifts focus away from apolitical discussions of diversity, toward promoting inclusivity for those from working-class or lower-income backgrounds. Il existe de nombreux travaux concernant les expériences vécues par des académiques qui font parties de différentes classes sociales, particulièrement les classes ouvrières. Par contre, jusqu'à date, il n'existe aucune analyse systématique concernant les classes d'origines des membres du corps professoral qui travaillent aux universités. Cette étude utilise des enquêtes qui ont été obtenues avec un échantillon aléatoire de professeurs qui travaillent à temps plein aux 95 universités Canadiennes affiliées avec "L'association des Universités et Collèges du Canada" (AUCC). Cette étude analyse les façons que le statut socio-économique de la famille affecte les expériences à l'université et aux études supérieures. Les résultats quantitatifs démontrent que plusieurs mesures de statut socio-économique prédisent ces expériences. En plus, les résultats qualitatifs démontrent que les membres du corps professoral qui viennent la classe ouvrière sont très conscients des façons que leur statut socio-économique affecte leurs trajectoires académiques. Par contre, les membres du corps professoral qui viennent la classe moyenne sont aussi conscients et même réfléchissant des façons qu'ils sont privilégiés à cause de leur statut socio-économique. Les résultats indiquent la nécessité de développer des politiques publiques qui détourne l'attention et les discussions apolitiques sur la diversité, aux discussions sur les façons de promouvoir, aux universités, l'inclusion de ceux qui viennent des milieux socio-économiques inférieurs et défavorisés.
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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 | 0.002 | 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 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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