Honouring Inuit Women’s Educational and Employment Experiences through Indigenous Storywork Methodology
Bibliographic record
Abstract
The legacy of the Arctic Residential School system is still present in Nunavut education today. Inuit in Nunavut continue to receive a westernized education that does not fully encompass traditional Inuit learning principles. However, a group of Inuit women, enrolled in a Northern College Early Childhood Education (ECE) Diploma Program from 2015-2017, uniquely blended a child-centred educational approach with traditional Inuit learning methods. Through the Inuit women’s practicum placements completed at a preschool, they developed self-confidence and a skill set that led to their employment and self-reliance. The Oxford dictionary defines self-reliance as “the ability to do or decide things by yourself, rather than depending on other people for help” (Oxford University Press 2021). This definition does not fully capture the essence of self-reliance from Inuit women’s perspectives. Their self-reliance is greatly tied to a combination of domestic work, wage work, and land-related work that forms a unique framework to capture the specificity of northern women’s self-reliance. My research study will explore the personal experiences of these Inuit women graduates. The study intends to inform institutional decision-making, determine how to best support the Inuit women’s educational access and success, contribute to the scholarly work in the field of education and advance future Inuit training and employment initiatives. My research questions are: What does self-reliance look like from an Inuit woman’s point of view? How did participating in the 2015-2017 ECE Diploma Program influence the Inuit women’s lives? Indigenous Storywork is grounded in Indigenous Research Framework (Lavallée 2009) which allows for connections between people, their ancestors, and the natural world. Indigenous Storywork guides my study theoretically and methodologically. I will use Storywork to engage in holistic meaning-making that involves the heart (emotions), mind (intellect), body (physical actions), and spirit (spirituality) (Archibald et al. 2019). Storywork is essentially a three-part framework: story-making, storytelling, and connecting with specific cultures and peoples experiences through stories (Archibald et al. 2019). This framework honours distinctive traditional Inuit knowledge and these Inuit women’s holistic identity regarding their relationships with themselves, family, community, land, environment, and the wider society. Indigenous Storywork methodology creates space for my participants to share dreams, visions, spiritual encounters, and lived experience stories through interviews. My research honours the Storywork of Inuit women through their culturally responsive and unique educational opportunities.
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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 | 0.008 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.014 | 0.012 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.003 | 0.011 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".