Beyond technical skills training: The impact of credit counseling on the entrepreneurial behavior of Ugandan youth
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 There is low take‐up of financial credit among youth in Uganda because potential beneficiaries perceive associated risks as high. This study assesses the determinants of entrepreneurial risk tolerance among Ugandan youth using experimental data from a randomized control trial and a real‐life investment‐risk experiment. Credit counseling was provided to young men and women aged 18–35 who owned a business to educate them about the obligations and commitments associated with financial credit. The intervention had a significant impact on demand for credit and related intermediate outcomes such as ownership of a bank account and investment in assets. The study finds that youth exhibited lower demand for credit after business training because of increased awareness regarding the actual risks associated with receiving credit. Our findings reinforce national strategies to promote soft skills for business entrepreneurship that extend beyond standard business training.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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