Taking issue with how the Work-integrated Learning discourse ascribes a dualistic meaning to graduate employability
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
Abstract Work-integrated Learning (WIL) is renowned for providing a bridge between ‘theory’ and ‘practice’ that fosters ‘employable graduates’. This study critically argues that the WIL discourse continues to ascribe a dualistic meaning to graduate employability that primarily contributes to creating the so-called theory–practice gap for students. As an argument towards such a conclusion, a genealogical discourse analysis of how the graduate employability idea operates in 87 present and past official documents concerning the Cooperative Education (Co-op) WIL model is used. Two accounts of graduate employability, the antagonistic practice acclaiming account and the harmonious theory and practice account, recur in both the present and past documents. Both accounts contribute to creating the gap, while the latter also contributes to bridging it. The non-dualistic account, which involves knowing that the key to becoming employable is understanding how both research-based and informal theory shape daily occupational work, could be a useful alternative to these accounts. This is because it could encourage students to see how theory is a form of knowledge manifested in, rather than disconnected from, this work. However, the usual WIL design, whereby universities and workplaces outside universities are respectively institutionalised as the places where ‘theory’ and ‘practice’ is learnt, is not so much instrumental in spreading this non-dualistic account, but rather implies to students that ‘theory’ is absent from daily work until they apply it. Thus, I discuss how establishing physical and/or virtual countersites to the usual WIL design could potentially spread this account to students.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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