Indigenous Cooperatives in Canada: The Complex Relationship Between Cooperatives, Community Economic Development, Colonization, and Culture
Bibliographic record
Abstract
This paper describes the intersection of the cooperative movement and Indigenous communities in Canada. The paper brings a lens of nation and race to an analysis of the cooperative movement in Canada, a perspective that has received limited attention in published literature. Cooperatives have had a dual role in Indigenous communities. The history of Indigenous cooperative development in Canada is inseparable from historical government colonization policies. In the current context, cooperatives have been utilized by Indigenous communities as a tool for economic and social development. Indigenous cooperatives demonstrate innovative combinations of “quadruple bottom line” business approaches, including financial, social, environmental and cultural goals. The extraordinary growth of Indigenous cooperatives in Canada, particularly in Inuit communities in the North, has also been supported by government policy implementation including financial and technical management support. A pan-Arctic comparison of government policies affecting development of cooperatives is provided as counter examples against the hypothesis of “cultural fit” between cooperatives and Indigenous communities. Ultimately, cooperatives are explained as an organizational form that can be co-opted for colonization or decolonization, capitalism or socialism, settler or Indigenous communities for their own specific purposes.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.019 | 0.008 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".