Occupational distribution and mobility of migrants born in South Asia: evidence from England/Wales Census, 1901–1911
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
South Asians constitute Britain's largest ethnic minorities, yet very little is known about their migration history in the prewar era. Recent literature has begun to challenge the widely held view that South Asian migration to Britain was a post-war phenomenon in response to Britain's need for labour as it emerged from two costly wars. The literature has demonstrated that the South Asian presence in Britain can be traced back to the seventeenth century. This paper adds to that literature by analysing the occupation distribution and mobility of South Asian-born migrants during the early twentieth century. Regression results from the 1901 and 1911 Censuses of England and Wales suggest that relative to other foreign-born and British-born, South Asian-born immigrants were primarily employed in white-collar jobs, a position they largely retained until at least 1911. These results suggest that the South Asian diaspora was economically well assimilated into the British economy.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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