Debt Aversion and the Demand for Loans for Postsecondary Education
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
The authors report the results of an experiment designed to measure the impact of different forms of subsidies on the demand for postsecondary education financing among a sample of adults ages 18–55 in Canada. The experiment presents subjects with a series of choices involving trade-offs between cash payments and grants or loans earmarked for full or part-time education. In addition, the experiment includes experimental measures of time and risk preferences, and an extensive survey of experience and attitudes. This article focuses on the role of a person's attitudes toward debt (debt aversion) and experience with debt ( debt use) in the decision to take up subsidized loans for postsecondary education. Using survey measures, the authors find no evidence that debt aversion is an important barrier to investment in postsecondary education. In addition, subjects with experience carrying and managing debt are more willing than others to take on additional debt to finance postsecondary education.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it