Worker cooperatives as an organizational alternative: Challenges, achievements and promise in business governance and ownership
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
This special issue of Organization treats cooperatives as alternative forms of business and organization, focusing on worker-owned-and-governed forms. In reviewing extant research and considering the seven articles in this special issue, we treat five main challenges that workers’ cooperatives face: (1) the organizational resources, structures, and dynamics allowing for social as well as economic resilience for worker cooperatives; (2) the complex types and roles of leadership in worker cooperatives and related organizational forms; (3) the capacity of and obstacles to the reinvention of democracy within cooperatives; (4) the relationships between cooperatives and organized labor, the state, the community, and the larger financial system; and (5) the pursuit of cooperative values and policies within international market and environmental contexts. The examination of these challenges in relation to the worker cooperatives specifically can inform new projects in employee ownership and governance as well as perhaps assist with democratic organizational transformations in other firms and sectors.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it