The Role of Students’ Personal Values and Ethical Ideologies in Increasing the Importance of Perceptions of Social Responsibility for Business Students: A PRME Directive
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
The United Nations Principles for Responsible Management Education (PRME) champion responsible management education and research globally by instilling social responsibility values in students through teaching, research, and service. As investment capital shifts toward sustainable opportunities and companies recognize the limitations of an exclusive focus on shareholders (to the exclusion of broader stakeholders), the demand for social responsibility focused students has increased. How can business schools meet the dual challenge of recognizing those students with strong global sustainability perceptions, while encouraging those without those perceptions to shift? Our empirical approach uses a freed measurement model to offer a holistic understanding of the precursors of students’ perceptions of ethics and social responsibility. We provide actionable steps for business schools in implementing new pedagogical interventions that provide individualized approaches for increasing students’ perceptions of social responsibility. For students without strong prosocial values, we propose improving their perceptions of social responsibility indirectly through changing attitudes or directly via value system rank order change.
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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 | 0.025 | 0.043 |
| 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 | 0.000 |
| 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