Skilled trades to university student: luck or courage?
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
Purpose – The purpose of this paper is to examine participants’ experiences as they transitioned from the skilled trade labor workforce to the school teaching profession. Their goal was to work in the secondary school system as certificated teachers. Design/methodology/approach – The study examined interview data from a 2014 to 2015 evaluation study of participants in the Career and Technology Studies Bridge to Teacher Certification Program in Alberta. Interview comments of 20 participants were analyzed. Findings – Participants earning a bachelor of education degree countered their skilled trade habitus with adjustment to the university habitus, with support provided though the program and strong networks among the students. Individuals demonstrated resiliency, persistence, and optimism. The findings may have significance more broadly for a re-examination of university policies and spaces for non-traditional students. Originality/value – The paper provides an insight into how a well-designed program provides opportunities for individuals to transition from the skilled trade workforce to university. Further, the paper contributes to the scholarly literature in the area of second-career teachers’ habitus, fields, and capitals.
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 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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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