The Role of HR in Achieving a Sustainability Culture
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
An organization’s Human Resource function can be instrumental in facilitating a comprehensive approach for creating a culture of sustainability and environmental stewardship. As such, it is recommended that an organization’s Sustainability Coordinator work more closely with the organization’s Human Resource executive. This idea might be considered a new area of focus for the practical implementation of sustainable development in a company. The strategy involves making significant changes to the organization’s systems for: recruiting applicants, selecting new employees, conducting new employee orientation, conducting performance evaluations, determining employee compensation, creating a succession planning process, providing employees with training and development, and mentoring employees and managers. It also involves creating a win-win-win collaboration among multiple stakeholders who are in conflict with each other. Numerous examples are provided demonstrating how a focus on each of the HR systems has helped organizations to create a sustainability culture.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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