Tamed Transparency: How Information Disclosure under the Global Reporting Initiative Fails to Empower
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: ObservationalConsensus signal: Observational
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.103
- Threshold uncertainty score
- 0.947
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.232 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
In this contribution, we explore the tensions that seem inherent in the claim that transparency policies “empower” the users of disclosed information vis-àvis those who are asked to provide the information. Since these tensions are particularly relevant in relation to voluntary disclosure, our analysis focuses on the Global Reporting Initiative (GRI) as the world's leading voluntary corporate non-financial reporting scheme. Corporate sustainability reporting is often hailed as a powerful instrument to improve the environmental performance of business and to empower societal groups, including consumers, in their relations with the corporate world. Yet, our analysis illustrates that the relationship between transparency and empowerment is conflictual at all four levels of activity examined in this article: in the rhetoric and policies of the GRI as well as in the actual reporting practice and in the activities of intermediaries in response to the organization's disclosure standard.
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.
The record
- Venue
- Global Environmental Politics
- Topic
- Corporate Social Responsibility Reporting
- Field
- Business, Management and Accounting
- Canadian institutions
- Centre for International Governance InnovationInstitute on Governance
- Funders
- not available
- Keywords
- Transparency (behavior)IntermediaryVoluntary disclosureAccountingBusinessEmpowermentPublic relationsSustainabilityRhetoricPolitical scienceMarketing
- Has abstract in OpenAlex
- yes