First Nations students’ perceptions of the enablers of and barriers to success in Australian higher education: a systematic review
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract This article offers a systematic review of what the literature tells us about how First Nations students perceive the factors that contribute to or hinder their success in Australian higher education. It builds on the ‘Aboriginal Voices’ project that investigated the many and varied issues that have contributed to the underachievement of First Nations students in Australian schools. Focusing on research published between 2010 and 2020, we examine the key enablers of and barriers to Indigenous student success at university, concentrating on the views of Indigenous students themselves. This review highlights that this topic is crucially divided between the motivation and mobilisation of First Nations students and the fixed institutional and cultural structures through which they move. The review concludes that the primary barriers to Indigenous success in higher education are racism and whiteness in universities, and socioeconomic disadvantage in Indigenous communities; the primary enablers of Indigenous success are family and community support, Indigenous-specific support services, peer support and mentoring, and trusting and supportive relationships with university staff.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it