Young Indigenous Entrepreneurs- Supporting Changemakers Through Entrepreneurship and Advocacy of Indigenous Issues
Bibliographic record
Abstract
Indigenous youth are reclaiming their language, customs and land. They are at the forefront of Canada’s fastest-growing population, yet continue to face barriers in health, education and justice systems. Indigenous tourism often exploits Indigenous communities. However, self-driven Indigenous tourism is an opportunity for Indigenous communities to strengthen their culture and economy. Many Indigenous youth aspire to start businesses. Their products are often sold not just nationally, but also to international customers. Hence, a program that provides financial literacy courses and personalized business advice can support young Indigenous entrepreneurs. Based on the experience of a young Indigenous entrepreneur who sells beadwork through social media, this case explores best business practices and strategies for success through accounting concepts. In this case, two post-secondary student consultants are tasked with supporting a young Indigenous entrepreneur by developing a business model, in an effort to contribute to Alberta’s Indigenous tourism. With the development of the United Nations Declaration on the Rights of Indigenous People, Indigenous rights have become a prominent global issue and this case is relevant in the context of Indigenous socio-economic development.
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.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 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".