A Brand New Brand of Corporate Social Performance
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
We argue that corporate social performance (CSP) has become a legitimizing identity (brand) for researchers in the business and society field, but it has not developed into a viable theoretical or operational construct. Because measuring CSP is contingent on the operational setting (industry, issues, etc.), it is difficult to produce worthwhile comparisons across studies or generalizing beyond the boundaries of a specific study. The authors suggest that researchers remove the CSP label from their operational variables, and instead narrowly define their studies in operational terms. They provide aworking example of the proposed research direction by examining the theory underlying the popular CSP–financial performance (FP) debate. In the authors’ conceptualization, stakeholder action provides the underlying logic connecting CSP-FP, and we recast the research question to investigate the conditions under which stakeholders will take action to influence the focal organization and when those actions will influence the CSP-FP link.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| 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) | 0.001 | 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