Complementary or Substitutive Effects? Corporate Governance Mechanisms and Corporate Social Responsibility
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
Management researchers have investigated how corporate governance mechanisms influence corporate social responsibility (CSR). The previous literature has been largely based on agency theory, which emphasizes the roles of effective monitoring and incentive alignment, but the empirical evidence has been mixed. This inconsistency may result from the assumption that each governance mechanism functions independently, even though they interact with one another to affect CSR. On the basis of a perspective of bundle of governance mechanisms, we examined whether multiple governance mechanisms act as complements or substitutes for each other in promoting CSR. Using a panel sample of U.S. firms for the years 2004 to 2010, we found that multiple governance mechanisms mainly act as substitutes to promote CSR. Our findings suggest that a similar level of CSR can be achieved with different combinations of governance mechanisms. Our study contributes to the fields of both corporate governance and CSR in theory and practice.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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