Understanding Financial Inclusion in Vietnam
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 objective of this paper is to analyze the factors that affect the financial inclusion in Vietnam using the World Bank's Global Findex dataset. Analytical results show that income affects the use of official accounts and official savings. Education is positively correlated with official accounts and official savings, but is negatively correlated with the use of formal credit. Age influences official savings and the use of formal credit and this relationship is nonlinear. Sex does not impact the use of official and official savings accounts. However, being a woman tends to use formal financial channels more. The reason for not owning official accounts of individuals in Vietnam is mainly subjective (related to personal income). Being a woman and being older are less likely to use informal credit, while the lowest income-group people tend to use informal credit. From the results of this research, some policy implications are outlined to promote financial inclusion in Vietnam.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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