Cooperative enterprise at scale: comparative capitalisms and the political economy of 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
Abstract Under what conditions do cooperatively owned enterprises scale to stand alongside investor-owned firms? This article measures and attempts to explain large cooperatives’ variable prevalence across high-income capitalist democracies. Controlling for other known social, economic and geographic factors, statistical models confirm that state-mediated institutional arrangements, as operationalized through two comparative capitalism frameworks (Varieties of Capitalism and Welfare Regimes), are a significant factor in this variation. Cooperatives scale in a manner that complements arrangements in coordinated market economies, while exhibiting institutional incongruencies with those of liberal market economies and residual welfare states. Public policies which have variously enhanced or inhibited cooperatives’ ability to coordinate to scale are compared across four case countries (United States, France, Finland and New Zealand). Policy differences are shown to reflect the joint effect of state-mediated institutional arrangements alongside other control variables. They reveal how states privilege some ownership forms over others, suggesting a distinct political economy of ownership.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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