The making of ‘skilled’ overseas Koreans: transformation of visa policies for co-ethnic migrants in South Korea
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
This paper investigates a transient border between the temporary and (potentially) permanent migration schemes, by reviewing the changes in migration policies relating to Korean-Chinese (Joseonjok) co-ethnic migrants in South Korea in the last 10 years. We pay attention to Working Visit Status and Overseas Korean Status and the fluidity between the two visa streams, to argue that the government utilises the arbitrary notion of ‘skilledness’ as an indicator to distinguish the temporary from the non-temporary migrants. To interrogate how the visa system operates, this paper reviews politics between and within the government, the market and the migrants. Although the government rhetorically uses visa policies as a quality-control mechanism to selectively accept a desirable population, it can only do so by relying on the market to ‘evaluate’ migrants. However, Korean-Chinese migrants are welcomed in the low-skilled employment market to fill labour shortages, and they also contribute to the expanding migration industry as consumers, which stand at odds with the government’s effort to limit ‘unskilled’ migration. The relegation of the state’s responsibility to the market provides an opportunity for migrants to contest the border and negotiate with the state. However, their negotiation comes at the expense of precarisation of their legal status.
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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 | 0.002 | 0.001 |
| 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 it