Consultants as discreet corporate change agents for sustainability: Transforming organizations from the outside‐in
Bibliographic record
Abstract
Abstract Despite their central role in the construction and development of the market for virtues as well as in the design, implementation, and evaluation of corporate sustainability strategies and governmental sustainability policies, sustainability consultants remain at best “hidden” corporate change agents. In this paper, we bring sustainability consultants back to the fore to account for how these actors discreetly regulate and shape contemporary sustainability transformations from the outside‐in. We do so first by unpacking various roles of consultants as engineers , market builders , power vehicles , boundary workers , issue translators , and soft regulators ; then we conceptualize how, through these roles, they contribute to empowering , legitimizing but also potentially supplanting and undermining the activities of corporate change agents operating inside corporations. We finally propose some research orientations for studying further the role of sustainability consultants in corporate transformations toward sustainability.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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".