Teaching management in the context of Grand Challenges: A pragmatist approach
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 builds on the pragmatist approach of Grand Challenges to derive pedagogical strategies for management education, especially for courses that aim to prepare students to face the unprecedented context of multi-crises. The notion of Grand Challenges, used to frame the multiple problematic situations that characterize the context, echoes the flourishing literature on responsible management learning and education, which claims an urgent need to rethink management education to deal with issues of increasing inequality, human rights, and climate change. The responsible management learning and education literature encompasses three pedagogical approaches, including a pragmatist approach. We rely on Dewey’s pragmatist philosophy of education to enrich this approach and develop pedagogical strategies for preparing students to intervene in the context of Grand Challenges. We suggest a view of knowledge as tool for transformation and of the classroom as a community of inquiry working to intervene in problematic situations. We illustrate the strength of these pedagogical strategies through an account of an educational experience in a course of Design and Management of Social Innovation.
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 | 0.015 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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