Business pedagogy for social justice? An exploratory investigation of business faculty perspectives of social justice in business education
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
What needs to happen in business schools to create a space for social justice? In this article I explore business faculty members’ perspectives on social justice as a means of illuminating the ideological and institutional forces affecting pedagogy and examining the future for social justice within business schools. Participants identified three hegemonic forces driving business programs: profit-driven business ideologies, the particular character of MBA programs, and bias toward quantitative research in business programs. These forces negated the ways in which faculty engaged with social justice concepts and the ways in which they could teach and research within their respective business schools. I review these hegemonic forces and suggest that in order for social justice to be realized within business schools there has to be institutional redesign which could, potentially, be triggered by disruptive institutional work.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 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