Domesticating Radical Rant and Rage: An Exploration of the Consequences of Environmental Shareholder Resolutions on Corporate Environmental Performance
Bibliographic record
Abstract
This article examines the effect of social shareholder activism on one of the most visible aspects of corporate social behavior, namely corporate pollution management practice. Social shareholder activism is a distinct form of social movement that engages firms “in the suites.” We theorize the effect of social shareholder activism using three social movement mechanisms: (a) disruption of routines, (b) reframing of issues using extant institutional logics, and (c) mobilization of relevant third-party constituents. Our empirical analysis using 13-year panel data of 58 public corporations strongly confirm the positive effect of environmental shareholder resolutions on the targeted firm’s pollution management practice. We have also found that certain firms targeted by social shareholder activism are more likely to respond positively to the demands than others. In particular, firms that can potentially incur higher disruption costs and are more dependent on reputation for critical resources such as larger firms as well as firms in industries that are closer to end-user consumers are more likely to concede to the demands from shareholder activists.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.002 |
| 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 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".