The Influence of Institutional Autonomy Policy on Internationalization of Higher Education: A Case Study in Vietnam
Bibliographic record
Abstract
In this paper, I explore the enactment of institutional autonomy policy as a reform strategy to support the internationalization of higher education in Vietnam. The autonomy policy signifies the transfer of decision-making authority from the ministries to public universities so that university leaders can decide on matters of teaching, research, finance, personnel, and international cooperation. I draw on neo-institutionalism to gain insights on the enactment of autonomy policy and use thematic analysis to analyze data which include policy documents and interviews with senior leaders at one Vietnamese university. The findings indicate that while the autonomy policy has facilitated internationalization agendas with significant outcomes for teaching and research, the policy has been enacted through the interactions of Vietnam’s political features and foreign values. The paper contributes to the understanding of higher education reform in centralized contexts of Vietnam and other post-Soviet countries in response to influences of the globalized knowledge economy.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".