Reshaping Public Perception: Indigenous Ways of Being in Governance Roles
Bibliographic record
Abstract
Abstract This quantitative study examines how Indigenous ways of being, particularly relational accountability, shape the governance responsibilities and compensation of First Nations chief and council members in British Columbia. Drawing on survey data from 55 participants and secondary data from 77 Nations, the study finds that elected leaders dedicate an average of 33.5 hours per week to their roles, with 38 percent of that time spent on community events and direct member engagement. This reflects the relational care and community presence embedded in Indigenous governance, contrasting with Western models that emphasize administrative efficiency. Contrary to public misconceptions of excessive compensation, the study reports average annual salaries of 88,345 dollars for chiefs and 46,013 dollars for councillors, often below provincial or federal counterparts. By introducing scalable frameworks based on per capita and revenue metrics, the research offers policy alternatives rooted in Indigenous values of service, reciprocity, and collective responsibility.
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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 | 0.006 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.007 | 0.012 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".