Taken for a ride? The disconnect between high school completion, employment and income for remote Australian First Nations Peoples
Bibliographic record
Abstract
‘Education is the key’ is often used as a metaphor in remote Australian First Nations communities to indicate the importance of learning to achieve some measure of socio-economic advantage—education is seen as a vehicle for advancement. First Nations people have enthusiastically bought into education and training vehicle. High school completion data suggest that ‘gaps’ are closing. But the vehicle appears to be breaking down as it heads along the road towards jobs and economic participation.This article presents an analysis of Census data to show trends in high school completion, employment and income. The data suggest growth in educational achievement. But a ‘break down’ of the data into non-Indigenous, First Nations Indigenous language speakers and First Nations English speakers shows little change in the economic fortunes of language speakers. In these latter findings a ‘new narrative’, built on QuantCrit propositions, takes shape and explains why the vehicle breaks down.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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".