Migration, Hukou Status, and Labor-Market Segmentation: The Case of High-Tech Development in Dalian
Bibliographic record
Abstract
This paper examines the relationship between migration and labor-market segmentation in the northeastern Chinese city of Dalian. Several authors have stressed the importance of institutional arrangements in shaping the opportunity structures confronting migrants to China's urban areas. In particular, the ‘insider status' defined by the differential hukou or household registration status has been implicated in differential access to housing, schooling, health, and other benefits, as well as employment. The examination of the role of the hukou system in shaping employment outcomes in three high-tech industrial sectors of Dalian does not challenge this general finding; however, important variations among the software, biotech, and digital manufacturing industries are found. In these industries, the increasingly decentralized decision making of local economic development policy and shortages of skilled workers are leading to a selective relaxation of the hukou system—at least for some migrants. The implications of these changes for labor-market outcomes and urban development are highlighted.
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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 | 0.000 | 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 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".