The role of firm-level CSR governance characteristics as a driver of comprehensive CSR reporting – the moderating role of profitability
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
Purpose This study aims to examine the impact of firm-level corporate social responsibility (CSR) governance characteristics on the extent, quality and comprehensiveness of CSR reporting of Pakistani listed enterprises. Design/methodology/approach This study used content analysis of corporate annual reports and stand-alone CSR reports available on corporate websites in 2021 to identify CSR-related governance features and to calculate CSR reporting scores. Multivariate regression is used to test relationships. In addition, the analysis tested the moderating role of profitability in these relationships. Findings Firm-level CSR governance characteristics contribute to the extent, quality and comprehensiveness of CSR reporting in a developing country. Further, results confirm that profitability moderates the relationship between CSR governance and the extent and comprehensiveness of CSR reporting. Research limitations/implications This study employed cross-sectional data and focused on a single developing country. Future studies might include a cross-national sample and longitudinal data to demonstrate the broader relevance of these findings. The outcomes of this study are restricted to CSR disclosures based on CSR reports and annual reports. Future research may examine additional corporate communication channels, such as websites and social media platforms. Practical implications This research validates the important role of CSR governance mechanisms as a driver of comprehensive CSR reporting. Business leaders and policymakers can facilitate improved corporate reporting by requiring companies to implement CSR-related governance mechanisms. Originality/value This is the first study to test the influence of firm-level CSR governance mechanisms in promoting the quantity, quality and comprehensiveness of CSR reporting in a developing country.
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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 | 0.018 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| 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 it