Measuring the effect of Amanah Ikhtiar Malaysia’s microcredit programme on economic vulnerability among hardcore poor households
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
This study attempted to assess the impact of Amanah Ikhtiar Malaysia’s (AIM) microcredit programme on the level of economic vulnerability among hard core poor household clients in Peninsular Malaysia. To attain the objective, this research utilized economic vulnerability index. This study employed a cross-sectional design and stratified random sampling methods. Findings showed that participation in AIM’s microcredit programme decreases the level of economic vulnerability. The study suggests that AIM should, therefore, emphasize on designing flexible and diversified financial products and delivery methods together with skill development training to improve the socio-economic condition of the hard core poor households in Malaysia.
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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 | 0.002 | 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 | 0.000 | 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