Investigating the Impact of Corporate Social Responsibility (CSR) on Risk Management Practices
Bibliographic record
Abstract
To date, the value of corporate social responsibility (CSR) activities has primarily been measured through the company’s reputation, with little attention given to exploring whether there are internal influences between CSR and other management practices. We argue that the efficacy of CSR extends beyond a company’s reputation for managing social and environmental concerns; in particular, it can influence other business practices such as risk management. Our results suggest that (a) overall, firms with better CSR performance are more likely to adopt integrated risk management practices and (b) CSR activities that target both primary stakeholders and secondary stakeholders are equally important in facilitating the adoption of such risk management practices. Theoretically, we contribute to the CSR literature by providing a possible mechanism for risk reduction and insurance-like effects of CSR. Practically, we provide managerial implications demonstrating that the efficacy of CSR should not be viewed in isolation of other business practices.
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How this classification was reachedexpand
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".