Moving out of Agriculture: Structural Change 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
We examine the role of structural change in the economic development of Vietnam from 1990 to 2008. Structural change accounted for a third of the growth in aggregate labor productivity during this period, which averaged 5.1 percent per annum. We discuss the role of reforms in agriculture, enterprises, and international integration in this process. In addition to the drastic move of employment away from agriculture toward services and manufacturing, we also document the movement of workers away from household businesses toward firms in the enterprise sector, and the reallocation of workers from state owned firms toward private domestic and foreign owned firms. Manufacturing experienced particularly rapid growth in labor productivity and a large expansion of employment, as it grew from 8 to 14 percent of the workforce. Changes in trade policy, expansion of employment in foreign owned firms, and the declining role of state owned enterprises robustly contributed toward the changing structure of employment within manufacturing.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 it