The Role and Sustainability of Microfinance Banks in Reducing Poverty and Development of Entrepreneurship in Urban and Rural Areas in Nigeria
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 achievement of good economic growth is anchored around an environment of well focused policies aimed at poverty eradication through the empowerment of the people by availing them of access to factors of production, particularly credit. The study examines the role of Micro-finance banks in reducing poverty and the development of entrepreneurship. Data were collected through structured questionnaires and administered to entrepreneurs (small scale enterprises) and micro-finance banks within the Lagos State area. The study identified high rate of loan default among the SMEs, which poses serious consequences for microfinance banks. It was also established that the challenges facing microfinance banks include, among others, the documentation of credit process, wrong information, identity of the loan applicant, and unstable economic situation in the country.
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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) | 0.000 | 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