Universal Basic Income as Indigenous Reparations: Connecting Economic Sovereignty and Land Justice
Bibliographic record
Abstract
Indigenous land dispossession by the United States has resulted in long-term economic marginalization, restricting access to wealth, resources, and self-determination. Land restitution is a central demand, but Universal Basic Income (UBI) is now considered as a potential tool for economic reconciliation. This research explores whether UBI could function to redress historic land loss, consistent with Indigenous ideas about shared resource and collective well-being. Drawing on Indigenous economic philosophies, such as land and resource sharing, policy tools like the First Nations Fiscal Management Act, and demonstrations of community-run financial initiatives in North Carolina and Canada, this project will consider whether UBI could further Indigenous sovereignty without constituting a replay of paternalistic state policy. Ultimately, this study argues that UBI alone cannot replace Land Back, but can hopefully serve as a tool to restore economic sovereignty and reverse historical injustices in forms amenable to Indigenous norms of mutuality and reciprocal aid.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.041 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.001 | 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 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".