Adoption of the UN Global Compact in Spanish banking: a case study
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 aim of this work is to analyse the process involving adoption of a corporate social responsibility initiative—the United Nations Global Compact—in a Spanish financial institution. Semi-structured interviews were conducted for such purpose with managers, workers and customers from this organisation. From the analysis carried out, it can be ascertained that only professionals from the specific field of corporate social responsibility in the organisation being analysed have suitable knowledge about the initiative adopted, while the other professionals are practically unaware of it—even among professionals such as accountants who should clearly have suitable knowledge about the subject in order to draft sustainability reports. As a result, the research also provides evidence about the ceremonial adoption of the United Nations Global Compact, highlighting the internal friction existing within an organisation that until very recently stood out in the Spanish banking sector for the amount of externally obtained awards in recognition of its sustainability practices. Copyright © 2016 John Wiley & Sons, Ltd.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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