Intra‐company transfers: The government/corporate interface in the United Kingdom
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
Abstract This paper explores the role of intra‐company transfers in the United Kingdom government's labour immigration policy over the last quarter century. It demonstrates their role in determining the number of non‐European Economic Area foreigners working in the country and examines the way policy, both generally and specifically, has developed. It presents new statistical data and uses that evidence to examine the interplay between the government and multinational corporations in the determination of a significant element of foreign labour immigration. Its findings demonstrate that intra‐company transfers have consistently played a major role in the management of UK labour immigration with a small number of occupations and countries of origin characterizing the system at various times. It concludes that the system has operated through a symbiotic relationship between government and major companies to the mutual benefit of both. However, ‘Brexit’ and the COVID‐19 pandemic are leading to reassessment of political and corporate objectives.
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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 | 0.001 | 0.000 |
| 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 | 0.000 |
| 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