The Importance of the State’s Entrepreneurial Role, Business Support Services, and Technological Assistances to the Development of Vietnamese SMEs
Bibliographic record
Abstract
This paper reports the findings of a study that examines the evolving relationships between the state’s entrepreneurial role and market factors such as business support services, business training and professional development, technological and information support services and SMEs’ development in Vietnam. This study uses an institutional approach to study how the entrepreneurial state influences the creation of market factors in Vietnam. The findings suggest that the state has taken some committed initiatives in attracting external support, building infrastructure both tangible and intangible, and enabling structural flexibility for the growth of SMEs. The state’s entrepreneurial role is of special importance since it can coordinate with existing market factors to provide policy support, external resources, and institutional infrastructure for the growth of SMEs in Vietnam. However, inconsistency in policy, slow pace of market reform in selected business areas, and inadequate resource allocation practices have hindered the development of SMEs.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".