The lack of loan aversion among Canadian high school students
Bibliographic record
Abstract
Abstract Evidence is presented on the factors that influence take‐up for postsecondary education financing (loans or grants) for high school students. Results show several factors influence the students' decisions about taking loans or grants but the most prominent influence was the price of educational subsidy. A total of 1,248 high school students across Canada participated. Prices for the grants and loans overlapped substantially in order to more clearly distinguish the impact of loan aversion on the decision to take up financial assistance to pursue PSE. The study featured paid experimental decisions (ranging from $25 to $700 in cash and from $500 to $4,000 in education financing), a numeracy assessment, a student survey and a parental telephone survey. The targeted sample included at‐risk high school students: low SES levels, First Nations and first generation students. Participants were marginally sensitive to the form of financing (grant or loan), with no evidence of systematic loan aversion being detected.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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".