Corporations and sustainable development goals communication on social media: Corporate social responsibility or just another buzzword?
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
Abstract The sustainable development goals (SDGs) introduced by the United Nations in 2015 are a framework for a sustainable world. Corporations also use the SDGs as a guideline for corporate sustainability. Based on corporate sustainability theory and legitimacy theory, the paper analyzes whether and how firms communicate about the SDGs on social media to increase their legitimacy or because they are linked to the firms' core business. The study analyzed more than 24,000 SDG‐related tweets from Standard and Poor 500 companies. The results show that firms post tweets about the SDGs that are related to their core businesses and impacts. Hence, the SDGs are communicated in a way that addresses strategic corporate sustainability and social responsibility. These results contribute to the research by clarifying the role of the SDGs in regard to corporate strategy and legitimacy.
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.
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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.001 | 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